task_111Manufacturing
All trialsClaude Sonnet 5claude-codeTrial 04
Trial reward
Claude Sonnet 5Fail
Trial 04 — 4th of 4 by reward score. This model averages 68.5% across 4 trials on this task.
- 8/15Core verifiers passed
- 9/16All verifiers passed
- 7Core failed
- 182Turns
- 94Tool calls
- $8.20Cost
- 43.3mTime
- 147kOutput tokens
Missed 7 of 15 core — traceability, residual_vs_moq and cost_reconciliation and 4 more.
core (15)
usable_quantityLLMPass
Why it mattersCoverage must be assessed on usable yield-adjusted quantity net of allocations, and the original attempt's central risk is treating gross or physically-present pounds as usable.
How to passChecks that the analysis workbook reports usable on-hand quantity using the formula (On Hand - Allocated) x Yield Factor for inventory lots rather than gross on-hand pounds.
Reads
country_of_originLLMPass
Why it mattersCountry-of-origin restrictions are binding contractual constraints, and the cheapest/fastest options for several critical lines are non-qualifying-origin material that must not be selected.
How to passChecks that material melted in China or Russia is excluded for the DFARS programs (Raven, Sable) and the CUST-EU programs (Meridian, Tundra) regardless of price or certificate quality.
Reads
cert_traceabilityLLMPass
Why it mattersEN 10204 3.1/3.2 certification and full traceability are minimum eligibility gates, and the original attempt risks accepting C-of-C or non-traceable material that is physically attractive.
How to passChecks that Certificate-of-Conformance-only lots/quotes and partial-traceability lots are excluded from certified-production coverage.
Reads
source_hold_statusLLMPass
Why it mattersApproved-source status and hold status are hard eligibility gates, and otherwise-attractive USA-origin material from these sources must not be planned against requirements.
How to passChecks that sources in Suspended, Conditional, or Not Approved status, and material under an open quality/MRB or receiving-inspection hold, are excluded from new commitments.
Reads
substitution_policyLLMPass
Why it mattersThe substitution policy is exhaustive and prohibits interchange (e.g., T651 vs T7351, /11 vs /12, bar vs plate vs extrusion), so a model must not silently treat near-match material as covering a callout.
How to passChecks that no alloy, temper/condition, product-form, or specification sub-spec substitution is applied beyond same-spec oversize/remnant cutdown.
Reads
allocation_priorityLLMPass
Why it mattersProgram-priority allocation is an explicit contention rule, and getting it wrong misassigns scarce compliant stock between competing programs.
How to passChecks that contested inventory lots usable by more than one requirement are allocated to the higher-priority (lower rank number) program first, with lower-priority shortfalls flowing to new purchase.
Reads
lead_time_feasibilityLLMPass
Why it mattersLead-time feasibility is an explicit gate, and the original attempt risks counting a compliant quote that docks on or after need-by as resolving a requirement on schedule.
How to passChecks that a supplier quote is treated as feasible only when its quoted dock/receipt date precedes the requirement need-by date.
Reads
requirement_coverageLLMPass
Why it mattersRequirement-level coverage classification is the core analytical output the task asks for and must be complete across all demand lines.
How to passChecks that the workbook classifies each of the 26 requirements into a coverage disposition (covered from compliant inventory, partial inventory plus buy, or full new purchase) at the requirement-ID level.
Reads
traceabilityLLMFail
Why it mattersRequirement-level traceability is an explicit auditability obligation and is exactly where a weaker solution omits the why-rejected evidence chain.
How to passChecks that for each at-risk requirement the workbook records the selected inventory lot(s) with usable quantity, the rejected lots with reasons, the selected quote, the rejected quote alternatives with reasons, the residual after inventory, and the resulting purchase quantity and cost.
Reads
Failure mode Decision Audit Trail Fragmented or Incomplete
Why it failedSelected lots, rejected alternatives, selected and rejected quotes, and purchase cost for an at-risk requirement each live on a different sheet instead of one joined view.
Justification
The workbook does not provide a single per-requirement view for at-risk lines that ties together selected lots, rejected matching lots with reasons, selected/rejected quotes, residual shortfall, and purchase qty/cost. Those pieces are split across 'Requirement Coverage', 'Allocation & Contention Log' (material-group level), 'Supplier Quote Feasibility', and 'At-Risk Reqs & Escalations'; for example, REQ-C9T1 and REQ-B6N3 show '(none eligible)' rather than an explicit requirement-level rejected-lot reason for the matching China-melt lots, while quote rejection reasons appear only in the separate quote table.
residual_vs_moqLLMFail
Why it mattersConflating need with MOQ-inflated buy quantity was a defect in the earlier attempt and obscures both true demand and committed spend.
How to passChecks that requirement residual quantity is reported separately from the minimum-order-quantity-adjusted purchase quantity, with the excess identified.
Reads
Failure mode Required Evidence Fields or Rows Omitted
Why it failedMOQ-driven buys show the residual need and the MOQ-adjusted order quantity across various sheets but never state the excess amount as its own value.
Justification
The workbook distinguishes residual shortfall from MOQ-adjusted order quantity on the At-Risk sheet (e.g., REQ-S6P3: 69.5 lb shortfall vs 250 lb recommended order; REQ-D7R4: 23.1 lb vs 200 lb; REQ-E9C1: 1.7 lb vs 250 lb), but it does not explicitly show or label the MOQ excess/difference for those buys. Even REQ-E9C1 only mentions a '250 lb supplier minimum for 1.7 lb' without stating the 248.3 lb excess.
cost_reconciliationLLMFail
Why it mattersA reconciled, self-consistent committed total was an explicit fix from the earlier attempt, where the memo and PO tab disagreed on the headline figure and shared lines risked double-charging.
How to passChecks that the workbook presents a single authoritative total committed new-buy cost with no conflicting totals and a cost chain that reconciles, with shared quote lines not double-counted.
Reads
Failure mode Quantity, Cost, Capacity, or Rate Calculation Wrong
Why it failedThe stated committed-buy total is miscalculated, once by rolling recommended quotes up at needed quantity instead of the MOQ floor and once by charging a shared quote line twice.
Justification
Fail: a shared quote line is double-counted. In At-Risk Reqs & Escalations, QTE-3A9F18 is used for both REQ-T2C7 and REQ-V1D9 at 400 lb each ($4,700 + $4,700), but as one shared quote it should be a single combined order for 680.8 lb at $11.75/lb = $7,999.40, not $9,400. The same $35,743.26 total is also scope-inconsistent: Summary says it excludes the 1.7 lb Calder gap, but the detailed total reaches $35,743.26 only by including REQ-E9C1’s $2,225 line.
escalation_languageLLMFail
Why it mattersClarifying escalation language so that 'every requirement has a feasible path' is not conflated with quality holds awaiting action was an explicit obligation from the earlier revision.
How to passChecks that the memo states there is no hard sourcing dead-end while separately listing quality/MRB/process escalations.
Reads
Failure mode Escalation or Tradeoff Communication Incomplete
Why it failedThe memo never cleanly pairs the required no-hard-sourcing-dead-end assertion with a separately listed set of quality or process escalations, either because a genuine shortfall remains unstated as such or because the two kinds of issue are conflated.
Justification
The memo fails the no-dead-end requirement: it does not state every requirement has a compliant, schedule-feasible sourcing path, and instead explicitly says some lines are not feasible on schedule (e.g. REQ-C9T1 has 'zero currently compliant quote' and is a '100%-shortfall line,' and it says six lines are 'schedule-critical even with immediate action'/'not resolvable through ordinary re-quoting alone'). It does list separate MRB/process escalations such as clearing LOT-B3E7C0, but the required assertion of no hard sourcing dead-end is missing.
memo_recommendationLLMFail
Why it mattersThe task's core decision principle is distinguishing usable material from merely cheap/fast/available material, and the memo is where that reasoning must be made legible to leadership.
How to passChecks that the memo recommends a sourcing/allocation plan that prioritizes compliance over lowest price or shortest lead time and explicitly identifies rejected cheaper/faster non-compliant options.
Reads
Failure mode Escalation or Tradeoff Communication Incomplete
Why it failedThe memo argues compliance over price or lead time but omits naming at least one of the three required attractive, cheaper, or faster non-compliant quotes along with the specific reason it was rejected.
Justification
The memo generally prioritizes compliance over cost/lead time and explicitly rejects the $6.85/lb China-melt 7075-T7351 quote (QTE-7D2B40, barred by origin rules) and the $8.10/lb Russia-melt 15-5PH quote (QTE-9C4E27, not AMSL-approved and disallowed by origin). However, it does not identify the required cheapest/fastest C-of-C-only 4340 bar quote (~$4.95/lb) and explain why that specific lower-cost/faster option is unusable; it only mentions C-of-C-only on-hand lots without the required quote-level detail.
no_fabrication_side_effectsLLMFail
Why it mattersThe task forbids inventing options beyond the source packet, and penalizing fabricated content or unrequested side-additions protects against hallucinated uplift that would look like a stronger answer.
How to passChecks that the deliverables do not introduce fabricated alloys, tempers, substitutions, approvals, waivers, expedite options, or other material not present in the source files, and do not add materially unsolicited deliverables.
Reads
Failure mode Unsupported Permission or Source Fact Introduced
Why it failedThe workbook adds a waiver, expedite, hold-release, or program-restriction policy that is not documented in any source sheet.
Justification
The workbook includes extra remedial options not shown as source-backed facts: critical actions mention an 'expedite commitment, hold release ... or program-level replan'; Alternatives Considered proposes certification/approval fixes such as obtaining missing 3.1/3.2 mill reports or resolving Conditional/hold status; and REQ-E9C1 changes the sourcing action by saying to cover the 1.7 lb gap via 'normal cutting-plan/scrap allowance' instead of the modeled purchase path. Those are unsupported added options/recommendation changes, so the rubric is not fully satisfied.
residual_po_reconciliationLLMFail
Why it mattersThe shared-PO double-counting failure mode (inflating the committed total by billing one quote line at each requirement's minimum) is exactly where the earlier attempt produced an unreconciled headline figure, and catching it is a fair, materially distinct core check.
How to passChecks that the sum of per-requirement residual purchase needs reconciles to the consolidated purchase-order quantities and committed cost, so shared quote lines are not double-counted across the requirements they serve.
Reads
Failure mode Quantity, Cost, Capacity, or Rate Calculation Wrong
Why it failedA shared quote line is ordered or costed at a quantity that exceeds the combined residual need by more than the supplier minimum justifies.
Justification
Shared quote lines are ordered/charged once per requirement. REQ-T2C7 (323.8 lb short) and REQ-V1D9 (357.0 lb short) both use QTE-3A9F18/SRC-3B7C19 with a 400-lb minimum, yet the At-Risk sheet recommends 400 lb and $4,700 for each row (800 lb/$9,400 total) instead of one combined 680.8-lb order, since the combined residual already exceeds the MOQ. Those inflated per-requirement charges roll into the 35,743.26 total, so the workbook does not reconcile residuals to non-double-counted order quantity/cost.
secondary (1)
memo_consistencyLLMPass
Why it mattersIf the memo asserts headline counts or program restriction classes, they must be accurate and self-consistent; this guards against a confidently-stated but wrong summary rather than mandating an unprompted structure.
How to passChecks that any coverage counts or per-program restriction classes the memo chooses to state are internally consistent and correct, without forcing the memo to include specific counts.
Reads
2 deliverables · what this trial produced
Summary
| Material Sourcing & Allocation Recommendation — Review Cycle Summary | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2026 Q3 Door/Hinge Mechanism Build Wave | Review date: 2026-08-21 | Basis: MRP-2026-0619-R2, WMS-EXP-20260620-0741, RFQ responses 2026-06-12 to 2026-06-19, AMSL Rev N, ENG-MSP Rev H, PC-2026-0618 | ||||||||||||
| Headline Metrics | ||||||||||||
| Metric | Value | Note | ||||||||||
| Total raw-material requirements this cycle | 26 | Across 6 programs (Raven, Sable, Meridian, Tundra, Halcyon, Calder) | ||||||||||
| Requirements fully covered by compliant on-hand inventory | 11 | No purchase required for these lines | ||||||||||
| Requirements with a residual shortfall after allocation | 15 | Require new purchase and/or escalation | ||||||||||
| Requirements already past their raw-material need-by date | 4 | All 4 belong to PRG-RAVEN (see Critical Findings) | ||||||||||
| Total net required usable qty (lb) | 8960 | Sum of demand forecast column, post-yield basis | ||||||||||
| Total usable qty covered from compliant inventory (lb) | 5857.3 | 65.4% of total demand | ||||||||||
| Total residual shortfall (lb) | 3102.7 | 34.6% of total demand | ||||||||||
| Supplier quotes in current RFQ matrix | 32 | RFQ responses received 2026-06-12 to 2026-06-19 | ||||||||||
| Quotes still within their stated Quote Expiry as of review date | 2 | All other quotes have lapsed and are not currently actionable | ||||||||||
| Quotes expired as of review date (require re-solicitation) | 30 | See 'Critical Finding' in memo — affects nearly the entire matrix | ||||||||||
| Inventory lots with a disqualifying compliance issue | 7 | Hold, cert type, traceability, or source-approval status — see Inventory Lot Usability tab | ||||||||||
| Indicative reorder value for shortfalls with an identifiable compliant supplier (USD) | 35743.26 | Directional only — based on lapsed quotes, subject to re-quote; excludes 1.7 lb de-minimis Calder gap treated separately | ||||||||||
| Program Rollup (priority order — Priority Rank 1 = allocated first when material is contested) | ||||||||||||
| Program ID | Program / Assembly | Customer | Priority Rank | Origin Restriction | Build Start | Build Start Status | # Reqs | # Short | Total Need (lb) | Inventory Covered (lb) | Shortfall (lb) | Coverage % |
| PRG-RAVEN | Raven Cargo Door Actuation Hinge | Lockmar Defense Systems | 1 | DFARS | 2026-08-17 | PAST — build start already elapsed | 4 | 2 | 2027 | 1525.6 | 501.4 | 0.753 |
| PRG-SABLE | Sable Emergency Egress Hinge Arm | Lockmar Defense Systems | 2 | DFARS | 2026-08-31 | Upcoming | 4 | 3 | 1218 | 339.2 | 878.8 | 0.278 |
| PRG-MERIDIAN | Meridian Cabin Door Latch Hinge | Aerolux Commercial | 3 | CUST-EU | 2026-09-28 | Upcoming | 5 | 3 | 1628 | 1252.7 | 375.3 | 0.769 |
| PRG-TUNDRA | Tundra Cargo Door Stop Fitting | Northwind Regional | 4 | CUST-EU | 2026-10-19 | Upcoming | 4 | 2 | 1309 | 739 | 570 | 0.565 |
| PRG-HALCYON | Halcyon Service Door Hinge Bracket | Aerolux Commercial | 5 | None | 2026-11-09 | Upcoming | 4 | 2 | 1660 | 1201.5 | 458.5 | 0.724 |
| PRG-CALDER | Calder Overwing Hatch Hinge Set | Northwind Regional | 6 | None | 2026-11-23 | Upcoming | 5 | 3 | 1118 | 799.3 | 318.7 | 0.715 |
| Risk Tier Legend (used on Requirement Coverage and At-Risk Requirements tabs) | ||||||||||||
| Covered — inventory | Fully covered by compliant, eligible on-hand inventory. No purchase needed. | |||||||||||
| Covered — inventory + valid quote backup | Covered by inventory; a currently non-expired, compliant quote also exists as backup. | |||||||||||
| Action now — on schedule if re-quoted promptly | Shortfall exists, but a compliant supplier's last quoted lead time would still land before need-by if a PO is released now. Requires prompt re-quote (prior quote is expired); not yet schedule-critical. | |||||||||||
| CRITICAL — schedule risk even with immediate re-quote | Shortfall exists and even the best compliant supplier's last quoted lead time, applied from today, would land on/after need-by. Requires MRB/PMO escalation; cannot be resolved by ordinary re-quote alone. |
Requirement Coverage
| Requirement-Level Material Coverage | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| One row per MRP requirement line. Usable qty = (On Hand − Allocated) × Yield Factor from eligible lots only; see Inventory Lot Usability tab for lot-level eligibility detail. | |||||||||||||||||||
| Requirement ID | Program ID | Program | Customer | Priority Rank | Origin Restriction | Alloy | Material Spec | Temper/Condition | Product Form | Net Required Usable Qty (lb) | Need-By Date | Past Due? | MRP Status | Inventory Allocated (lb) | Shortfall (lb) | Coverage % | Status Tier | Contributing Lots | Planner Note |
| REQ-C9T1 | PRG-RAVEN | Raven Cargo Door Actuation Hinge | Lockmar Defense Systems | 1 | DFARS | 300M | AMS 6419 | Annealed | Bar | 176 | 2026-08-03 | YES — past due | Y | 0 | 176 | 0 | CRITICAL — no compliant supplier currently projects on-time delivery | (none eligible) | High-strength actuation pin bar |
| REQ-H4A2 | PRG-RAVEN | Raven Cargo Door Actuation Hinge | Lockmar Defense Systems | 1 | DFARS | 7075 | AMS-QQ-A-250/12 | T7351 | Plate | 842 | 2026-08-10 | YES — past due | Y | 516.6 | 325.4 | 0.614 | CRITICAL — no compliant supplier currently projects on-time delivery | LOT-7F3A2B (516.6 lb) | Hinge arm machined-stock plate |
| REQ-K9P1 | PRG-RAVEN | Raven Cargo Door Actuation Hinge | Lockmar Defense Systems | 1 | DFARS | 4340 | AMS 6415 | Annealed | Bar | 615 | 2026-08-05 | YES — past due | Y | 615 | 0 | 1 | Covered — inventory | LOT-3E8C71 (416.0 lb); LOT-9A4F37 (199.0 lb) | Pivot pin bar, HT in house |
| REQ-X5M3 | PRG-RAVEN | Raven Cargo Door Actuation Hinge | Lockmar Defense Systems | 1 | DFARS | 15-5PH | AMS 5862 | Cond A | Plate | 394 | 2026-08-12 | YES — past due | Y | 394 | 0 | 1 | Covered — inventory | LOT-6B2F39 (394.0 lb) | Actuation backing plate |
| REQ-B6N3 | PRG-SABLE | Sable Emergency Egress Hinge Arm | Lockmar Defense Systems | 2 | DFARS | 7075 | AMS-QQ-A-250/12 | T7351 | Plate | 268 | 2026-08-22 | No | Y | 0 | 268 | 0 | CRITICAL — no compliant supplier currently projects on-time delivery | (none eligible) | Egress arm gusset |
| REQ-F6B8 | PRG-SABLE | Sable Emergency Egress Hinge Arm | Lockmar Defense Systems | 2 | DFARS | 6061 | AMS 4117 | T651 | Bar | 233 | 2026-08-26 | No | Y | 233 | 0 | 1 | Covered — inventory | LOT-7E1C95 (233.0 lb) | Egress mechanism spacer bar |
| REQ-L8Q4 | PRG-SABLE | Sable Emergency Egress Hinge Arm | Lockmar Defense Systems | 2 | DFARS | 4340 | AMS 6359 | Norm | Plate | 287 | 2026-08-28 | No | Tentative | 0 | 287 | 0 | CRITICAL — no compliant supplier currently projects on-time delivery | (none eligible) | Egress strike plate |
| REQ-T2C7 | PRG-SABLE | Sable Emergency Egress Hinge Arm | Lockmar Defense Systems | 2 | DFARS | 15-5PH | AMS 5862 | Cond A | Plate | 430 | 2026-08-24 | No | Y | 106.2 | 323.8 | 0.247 | CRITICAL — no compliant supplier currently projects on-time delivery | LOT-6B2F39 (106.2 lb) | Egress latch plate |
| REQ-D7R4 | PRG-MERIDIAN | Meridian Cabin Door Latch Hinge | Aerolux Commercial | 3 | CUST-EU | 2024 | AMS-QQ-A-200/3 | T3511 | Extrusion | 347 | 2026-09-18 | No | Y | 323.9 | 23.1 | 0.933 | Action now - on schedule if re-quoted promptly | LOT-5B2E88 (323.9 lb) | Cabin door seal retainer extrusion |
| REQ-G2J9 | PRG-MERIDIAN | Meridian Cabin Door Latch Hinge | Aerolux Commercial | 3 | CUST-EU | 6061 | AMS 4117 | T651 | Bar | 159 | 2026-09-16 | No | Tentative | 4.8 | 154.2 | 0.03 | Action now - on schedule if re-quoted promptly | LOT-7E1C95 (4.8 lb) | Latch guide spacer bar |
| REQ-M1X8 | PRG-MERIDIAN | Meridian Cabin Door Latch Hinge | Aerolux Commercial | 3 | CUST-EU | 6061 | AMS-QQ-A-250/11 | T651 | Plate | 512 | 2026-09-21 | No | Y | 512 | 0 | 1 | Covered — inventory | LOT-3A7C82 (512.0 lb) | Latch housing plate |
| REQ-R7W2 | PRG-MERIDIAN | Meridian Cabin Door Latch Hinge | Aerolux Commercial | 3 | CUST-EU | 7075 | AMS-QQ-A-250/12 | T651 | Plate | 412 | 2026-09-12 | No | Y | 412 | 0 | 1 | Covered — inventory | LOT-2C9E14 (412.0 lb) | Latch backing plate |
| REQ-W3F9 | PRG-MERIDIAN | Meridian Cabin Door Latch Hinge | Aerolux Commercial | 3 | CUST-EU | 15-5PH | AMS 5659 | H1025 | Bar | 198 | 2026-09-14 | No | Y | 0 | 198 | 0 | CRITICAL — no compliant supplier currently projects on-time delivery | (none eligible) | Latch pawl bar |
| REQ-J5G7 | PRG-TUNDRA | Tundra Cargo Door Stop Fitting | Northwind Regional | 4 | CUST-EU | 7075 | AMS-QQ-A-200/11 | T6511 | Extrusion | 455 | 2026-10-12 | No | Y | 455 | 0 | 1 | Covered — inventory | LOT-8D4B19 (388.9 lb); LOT-2E6B95 (66.1 lb) | Cargo door stop extrusion |
| REQ-P2H6 | PRG-TUNDRA | Tundra Cargo Door Stop Fitting | Northwind Regional | 4 | CUST-EU | 17-4PH | AMS 5604 | H1075 | Bar | 284 | 2026-10-09 | No | Y | 284 | 0 | 1 | Covered — inventory | LOT-6F2A87 (284.0 lb) | Stop fitting bar |
| REQ-V1D9 | PRG-TUNDRA | Tundra Cargo Door Stop Fitting | Northwind Regional | 4 | CUST-EU | 15-5PH | AMS 5862 | Cond A | Plate | 357 | 2026-10-06 | No | Y | 0 | 357 | 0 | Action now - on schedule if re-quoted promptly | (none eligible) | Stop fitting mounting plate |
| REQ-Y8K2 | PRG-TUNDRA | Tundra Cargo Door Stop Fitting | Northwind Regional | 4 | CUST-EU | 2024 | AMS-QQ-A-200/3 | T3511 | Extrusion | 213 | 2026-10-11 | No | Tentative | 0 | 213 | 0 | Action now - on schedule if re-quoted promptly | (none eligible) | Stop seal retainer extrusion |
| REQ-N3K4 | PRG-HALCYON | Halcyon Service Door Hinge Bracket | Aerolux Commercial | 5 | None | 2024 | AMS-QQ-A-250/4 | T351 | Plate | 301 | 2026-11-05 | No | Y | 301 | 0 | 1 | Covered — inventory + valid quote backup | LOT-9C5F28 (301.0 lb) | Hinge shim plate stock |
| REQ-Q8L5 | PRG-HALCYON | Halcyon Service Door Hinge Bracket | Aerolux Commercial | 5 | None | 6061 | AMS-QQ-A-250/11 | T651 | Plate | 726 | 2026-11-02 | No | Y | 726 | 0 | 1 | Covered — inventory | LOT-3A7C82 (253.6 lb); LOT-A1E9F4 (472.4 lb) | Service door hinge bracket plate |
| REQ-S6P3 | PRG-HALCYON | Halcyon Service Door Hinge Bracket | Aerolux Commercial | 5 | None | 7075 | AMS-QQ-A-250/12 | T651 | Plate | 244 | 2026-11-04 | No | Tentative | 174.5 | 69.5 | 0.715 | Action now - on schedule if re-quoted promptly | LOT-2C9E14 (174.5 lb) | Bracket cover plate |
| REQ-Z4V2 | PRG-HALCYON | Halcyon Service Door Hinge Bracket | Aerolux Commercial | 5 | None | 4340 | AMS 6359 | Norm | Plate | 389 | 2026-11-01 | No | Y | 0 | 389 | 0 | Action now - on schedule if re-quoted promptly | (none eligible) | Bracket reinforcement plate |
| REQ-A2F7 | PRG-CALDER | Calder Overwing Hatch Hinge Set | Northwind Regional | 6 | None | 6061 | AMS-QQ-A-250/11 | T651 | Plate | 333 | 2026-11-16 | No | Y | 333 | 0 | 1 | Covered — inventory | LOT-A1E9F4 (119.2 lb); LOT-E8C520 (213.8 lb) | Overwing hatch hinge plate |
| REQ-E9C1 | PRG-CALDER | Calder Overwing Hatch Hinge Set | Northwind Regional | 6 | None | 7075 | AMS-QQ-A-200/11 | T6511 | Extrusion | 271 | 2026-11-14 | No | Y | 269.3 | 1.7 | 0.994 | Action now - on schedule if re-quoted promptly | LOT-2E6B95 (269.3 lb) | Hatch hinge stop extrusion |
| REQ-H7D5 | PRG-CALDER | Calder Overwing Hatch Hinge Set | Northwind Regional | 6 | None | 4340 | AMS 6415 | Annealed | Bar | 205 | 2026-11-13 | No | Y | 45 | 160 | 0.22 | Action now - on schedule if re-quoted promptly | LOT-9A4F37 (45.0 lb) | Hatch hinge pin bar |
| REQ-U4B8 | PRG-CALDER | Calder Overwing Hatch Hinge Set | Northwind Regional | 6 | None | 17-4PH | AMS 5604 | H1075 | Bar | 162 | 2026-11-18 | No | Tentative | 5 | 157 | 0.031 | Action now - on schedule if re-quoted promptly | LOT-6F2A87 (5.0 lb) | Hatch latch pin bar |
| REQ-W9A3 | PRG-CALDER | Calder Overwing Hatch Hinge Set | Northwind Regional | 6 | None | 15-5PH | AMS 5659 | H1025 | Bar | 147 | 2026-11-17 | No | Tentative | 147 | 0 | 1 | Covered — inventory | LOT-C7A340 (147.0 lb) | Hatch pawl bar |
Inventory Lot Usability
| Inventory Lot & Certification Usability | ||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Usable Qty computed live as (On Hand − Allocated) × Yield Factor. 'Baseline Eligible' checks cert, traceability, hold status, and source approval/spec-family — independent of any one program. Country-of-origin eligibility depends on the consuming program's restriction and is evaluated on the Requirement Coverage / Allocation & Contention tabs. | ||||||||||||||||||||||
| Lot ID | Heat/Cast No. | Alloy | Material Spec | Temper/Condition | Product Form | Source ID | Source Name | On Hand (lb) | Allocated (lb) | Yield Factor | Usable Qty (lb) | Hold Status | Cert Type | Traceability | Source Approval Status | Melt Country | Origin Qualifying Status | Baseline Eligible? | Disqualifying Issues / Notes | Allocated To (this cycle) | Remaining Unallocated Usable Qty (lb) | Storage Location |
| LOT-C7A340 | HEAT-9F1B66 | 15-5PH | AMS 5659 | H1025 | Bar | SRC-7A6D52 | Hangzhou Precision Alloys Co | 360 | 60 | 0.84 | 252 | None | 3.1 | Full | Approved | China | Non-qualifying | Yes | None (meets cert, traceability, hold, source-approval, spec-family requirements) | REQ-W9A3 (147.0 lb) | 105 | Bar Cage B3 |
| LOT-3E8C71 | HEAT-7A2F94 | 4340 | AMS 6415 | Annealed | Bar | SRC-58E1B3 | Brunderman Forge & Bar Inc | 520 | 0 | 0.8 | 416 | None | 3.1 | Full | Approved | USA | Qualifying (USA) | Yes | None (meets cert, traceability, hold, source-approval, spec-family requirements) | REQ-K9P1 (416.0 lb) | 0 | Bar Cage B4 |
| LOT-8D4B19 | HEAT-1C9E37 | 7075 | AMS-QQ-A-200/11 | T6511 | Extrusion | SRC-9F2A41 | Cascade Rolled Products LLC | 600 | 95 | 0.77 | 388.85 | None | 3.1 | Full | Approved | USA | Qualifying (USA) | Yes | None (meets cert, traceability, hold, source-approval, spec-family requirements) | REQ-J5G7 (388.9 lb) | 0 | Extrusion Bay E2 |
| LOT-2C9E14 | HEAT-4A1F60 | 7075 | AMS-QQ-A-250/12 | T651 | Plate | SRC-9F2A41 | Cascade Rolled Products LLC | 690 | 0 | 0.85 | 586.5 | None | 3.1 | Full | Approved | USA | Qualifying (USA) | Yes | None (meets cert, traceability, hold, source-approval, spec-family requirements) | REQ-R7W2 (412.0 lb); REQ-S6P3 (174.5 lb) | 0 | Plate Rack A1 |
| LOT-3A7C82 | HEAT-5B1E94 | 6061 | AMS-QQ-A-250/11 | T651 | Plate | SRC-7B2F60 | Great Lakes Plate & Bar Co | 880 | 0 | 0.87 | 765.6 | None | 3.1 | Full | Approved | USA | Qualifying (USA) | Yes | None (meets cert, traceability, hold, source-approval, spec-family requirements) | REQ-M1X8 (512.0 lb); REQ-Q8L5 (253.6 lb) | 0 | Plate Rack A9 |
| LOT-7F3A2B | HEAT-9D4E7B | 7075 | AMS-QQ-A-250/12 | T7351 | Plate | SRC-9F2A41 | Cascade Rolled Products LLC | 1040 | 410 | 0.82 | 516.6 | None | 3.1 | Full | Approved | USA | Qualifying (USA) | Yes | None (meets cert, traceability, hold, source-approval, spec-family requirements) | REQ-H4A2 (516.6 lb) | 0 | Plate Rack A3 |
| LOT-A1E9F4 | HEAT-4C7D29 | 6061 | AMS-QQ-A-250/11 | T651 | Plate | SRC-D14E8B | Tri-State Metals Distribution | 980 | 300 | 0.87 | 591.6 | None | 3.1 | Full | Approved | USA | Qualifying (USA) | Yes | None (meets cert, traceability, hold, source-approval, spec-family requirements) | REQ-Q8L5 (472.4 lb); REQ-A2F7 (119.2 lb) | 0 | Plate Rack A5 |
| LOT-D6B821 | HEAT-1E7C93 | 4340 | AMS 6415 | Annealed | Bar | SRC-D14E8B | Tri-State Metals Distribution | 880 | 120 | 0.78 | 592.8 | None | C of C | Full | Approved | USA | Qualifying (USA) | No | Cert type 'C of C' does not satisfy 3.1/3.2 mill test report requirement (ENG-MSP Sec.2) | (not allocated) | 592.8 | Bar Cage B2 |
| LOT-E8C520 | HEAT-2A6B74 | 6061 | AMS-QQ-A-250/11 | T651 | Plate | SRC-9F2A41 | Cascade Rolled Products LLC | 1320 | 240 | 0.88 | 950.4 | None | 3.1 | Full | Approved | USA | Qualifying (USA) | Yes | None (meets cert, traceability, hold, source-approval, spec-family requirements) | REQ-A2F7 (213.8 lb) | 736.6 | Plate Rack A4 |
| LOT-9C5F28 | HEAT-3F6D17 | 2024 | AMS-QQ-A-250/4 | T351 | Plate | SRC-9F2A41 | Cascade Rolled Products LLC | 540 | 75 | 0.83 | 385.95 | None | 3.1 | Full | Approved | USA | Qualifying (USA) | Yes | None (meets cert, traceability, hold, source-approval, spec-family requirements) | REQ-N3K4 (301.0 lb) | 84.9 | Plate Rack A6 |
| LOT-5C9A16 | HEAT-7E2B58 | 7075 | AMS-QQ-A-250/12 | T7351 | Plate | SRC-7A6D52 | Hangzhou Precision Alloys Co | 920 | 0 | 0.8 | 736 | None | 3.1 | Full | Approved | China | Non-qualifying | Yes | None (meets cert, traceability, hold, source-approval, spec-family requirements) | (not allocated) | 736 | Plate Rack A8 |
| LOT-7E1C95 | HEAT-2D5A83 | 6061 | AMS 4117 | T651 | Bar | SRC-9F2A41 | Cascade Rolled Products LLC | 330 | 40 | 0.82 | 237.8 | None | 3.1 | Full | Approved | USA | Qualifying (USA) | Yes | None (meets cert, traceability, hold, source-approval, spec-family requirements) | REQ-F6B8 (233.0 lb); REQ-G2J9 (4.8 lb) | 0 | Bar Cage B7 |
| LOT-5B2E88 | HEAT-3D8F52 | 2024 | AMS-QQ-A-200/3 | T3511 | Extrusion | SRC-9F2A41 | Cascade Rolled Products LLC | 410 | 0 | 0.79 | 323.9 | None | 3.1 | Full | Approved | USA | Qualifying (USA) | Yes | None (meets cert, traceability, hold, source-approval, spec-family requirements) | REQ-D7R4 (323.9 lb) | 0 | Extrusion Bay E1 |
| LOT-2E6B95 | HEAT-7D3F28 | 7075 | AMS-QQ-A-200/11 | T6511 | Extrusion | SRC-7B2F60 | Great Lakes Plate & Bar Co | 430 | 0 | 0.78 | 335.4 | None | 3.1 | Full | Approved | USA | Qualifying (USA) | Yes | None (meets cert, traceability, hold, source-approval, spec-family requirements) | REQ-J5G7 (66.1 lb); REQ-E9C1 (269.3 lb) | 0 | Extrusion Bay E3 |
| LOT-B3E7C0 | HEAT-5F9A21 | 15-5PH | AMS 5862 | Cond A | Plate | SRC-3B7C19 | Ardenne Steelworks SA | 1180 | 0 | 0.83 | 979.4 | Quality Hold - MRB | 3.1 | Full | Approved | France | Qualifying (non-US) | No | On hold: Quality Hold - MRB | (not allocated) | 979.4 | Stainless Rack S2 |
| LOT-2B7E54 | HEAT-8E1A49 | 300M | AMS 6419 | Annealed | Bar | SRC-C2F9A7 | Yellow River Specialty Steel | 290 | 0 | 0.74 | 214.6 | None | 3.1 | Full | Approved | China | Non-qualifying | Yes | None (meets cert, traceability, hold, source-approval, spec-family requirements) | (not allocated) | 214.6 | Bar Cage B6 |
| LOT-8F4D17 | HEAT-1A9C63 | 17-4PH | AMS 5604 | H1075 | Bar | SRC-3B7C19 | Ardenne Steelworks SA | 250 | 0 | 0.85 | 212.5 | Quality Hold - Recv Insp | 3.1 | Full | Approved | France | Qualifying (non-US) | No | On hold: Quality Hold - Recv Insp | (not allocated) | 212.5 | Bar Cage B8 |
| LOT-1D6B43 | HEAT-9A4E72 | 15-5PH | AMS 5862 | Cond A | Plate | SRC-2D8B96 | Volga Forged Steel OAO | 800 | 0 | 0.83 | 664 | None | 3.1 | Full | Not Approved | Russia | Non-qualifying | No | Source SRC-2D8B96 (Volga Forged Steel OAO) is Not Approved on AMSL - ineligible (ENG-MSP Sec.3) | (not allocated) | 664 | Stainless Rack S3 |
| LOT-6F2A87 | HEAT-5D3B81 | 17-4PH | AMS 5604 | H1075 | Bar | SRC-6E3F88 | Pohang Advanced Alloy | 470 | 130 | 0.85 | 289 | None | 3.1 | Full | Approved | South Korea | Qualifying (non-US) | Yes | None (meets cert, traceability, hold, source-approval, spec-family requirements) | REQ-P2H6 (284.0 lb); REQ-U4B8 (5.0 lb) | 0 | Bar Cage B5 |
| LOT-1F9D63 | HEAT-6E4C18 | 6061 | AMS-QQ-A-250/11 | T651 | Plate | SRC-A47C21 | Meridian Metal Service Center | 760 | 0 | 0.86 | 653.6 | None | 3.1 | Partial - heat not traceable | Suspended | USA | Qualifying (USA) | No | Traceability status 'Partial - heat not traceable' - heat/cast not fully traceable (ENG-MSP Sec.2); Source SRC-A47C21 (Meridian Metal Service Center) is Suspended on AMSL - ineligible (ENG-MSP Sec.3) | (not allocated) | 653.6 | Plate Rack A2 |
| LOT-4A8D62 | HEAT-6B9C40 | 7075 | AMS-QQ-A-250/12 | T651 | Plate | SRC-D14E8B | Tri-State Metals Distribution | 700 | 0 | 0.84 | 588 | None | C of C | Full | Approved | USA | Qualifying (USA) | No | Cert type 'C of C' does not satisfy 3.1/3.2 mill test report requirement (ENG-MSP Sec.2) | (not allocated) | 588 | Plate Rack A7 |
| LOT-4D1A95 | HEAT-8C3E47 | 15-5PH | AMS 5862 | Cond A | Plate | SRC-B9D472 | Lone Star Aerospace Metals | 540 | 0 | 0.81 | 437.4 | None | 3.1 | Full | Conditional | USA | Qualifying (USA) | Conditional — flagged | Source SRC-B9D472 (Lone Star Aerospace Metals) is Conditional on AMSL pending requal (approval expiry 2026-07-15 already lapsed as of review date) - policy bars Conditional sources for new commitments; on-hand stock from this source is flagged for Supplier Quality disposition before use, excluded from clean usable pool pending that review | (not allocated) | 437.4 | Stainless Rack S1 |
| LOT-6B2F39 | HEAT-2C8D71 | 15-5PH | AMS 5862 | Cond A | Plate | SRC-E5C913 | Adriatic Aero Alloys d.o.o. | 610 | 0 | 0.82 | 500.2 | None | 3.1 | Full | Approved | Slovenia | Qualifying (non-US) | Yes | None (meets cert, traceability, hold, source-approval, spec-family requirements) | REQ-X5M3 (394.0 lb); REQ-T2C7 (106.2 lb) | 0 | Stainless Rack S4 |
| LOT-9A4F37 | HEAT-7B2D58 | 4340 | AMS 6415 | Annealed | Bar | SRC-58E1B3 | Brunderman Forge & Bar Inc | 305 | 0 | 0.8 | 244 | None | 3.1 | Full | Approved | USA | Qualifying (USA) | Yes | None (meets cert, traceability, hold, source-approval, spec-family requirements) | REQ-K9P1 (199.0 lb); REQ-H7D5 (45.0 lb) | 0 | Bar Cage B1 |
| TOTALS | 15805 | 1470 | 11862.1 | 6004.8 |
Supplier Quote Feasibility
| Supplier Quote & Lead-Time Feasibility | ||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RFQ responses compiled 2026-06-12 to 2026-06-19; reviewed against Quote Expiry, certification, source approval/spec-family, melt-country program restriction, and quoted-receipt-vs-need-by schedule as of review date 2026-08-21. 'Verdict by Requirement' evaluates each matching requirement separately because country-of-origin eligibility depends on the consuming program. | ||||||||||||||||||||
| Quote ID | RFQ ID | Source ID | Source Name | Alloy | Material Spec | Temper/Condition | Product Form | Quoted Qty (lb) | Unit Price ($/lb) | Extended Cost ($) | Lead Time (days) | Quoted Receipt Date | Cert Offered | Melt Country | Origin Qualifying Status | Min Order (lb) | Quote Expiry | Expired as of Review Date? | Source Approval Status | Verdict by Matching Requirement(s) |
| QTE-8B3F19 | RFQ-1C9E44 | SRC-58E1B3 | Brunderman Forge & Bar Inc | 300M | AMS 6419 | Annealed | Bar | 250 | 14.2 | 3550 | 27 | 2026-07-26 | 3.1 | USA | Qualifying (USA) | 150 | 2026-07-14 | EXPIRED | Approved | REQ-C9T1 [PRG-RAVEN]: quote expired |
| QTE-7C3A95 | RFQ-4B9D52 | SRC-D14E8B | Tri-State Metals Distribution | 2024 | AMS-QQ-A-250/4 | T351 | Plate | 400 | 6.4 | 2560 | 18 | 2026-09-22 | 3.1 | USA | Qualifying (USA) | 200 | 2026-09-05 | Valid | Approved | REQ-N3K4 [PRG-HALCYON]: OK (fully actionable) |
| QTE-3A9F18 | RFQ-2B7E55 | SRC-3B7C19 | Ardenne Steelworks SA | 15-5PH | AMS 5862 | Cond A | Plate | 900 | 11.75 | 10575 | 33 | 2026-08-06 | 3.1 | France | Qualifying (non-US) | 400 | 2026-07-20 | EXPIRED | Approved | REQ-X5M3 [PRG-RAVEN]: quote expired; REQ-T2C7 [PRG-SABLE]: quote expired; REQ-V1D9 [PRG-TUNDRA]: quote expired |
| QTE-F1C8A6 | RFQ-6C2A91 | SRC-7B2F60 | Great Lakes Plate & Bar Co | 7075 | AMS-QQ-A-250/12 | T7351 | Plate | 450 | 9.95 | 4477.5 | 34 | 2026-08-14 | 3.1 | USA | Qualifying (USA) | 250 | 2026-07-18 | EXPIRED | Approved | REQ-H4A2 [PRG-RAVEN]: as-quoted receipt on/after need-by, quote expired; REQ-B6N3 [PRG-SABLE]: quote expired |
| QTE-9C4E27 | RFQ-2B7E55 | SRC-2D8B96 | Volga Forged Steel OAO | 15-5PH | AMS 5862 | Cond A | Plate | 1000 | 8.1 | 8100 | 24 | 2026-07-28 | 3.1 | Russia | Non-qualifying | 500 | 2026-07-18 | EXPIRED | Not Approved | REQ-X5M3 [PRG-RAVEN]: non-compliant source/cert/family, origin fails DFARS, quote expired; REQ-T2C7 [PRG-SABLE]: non-compliant source/cert/family, origin fails DFARS, quote expired; REQ-V1D9 [PRG-TUNDRA]: non-compliant source/cert/family, origin fails CUST-EU, quote expired |
| QTE-2A7E61 | RFQ-4D8A12 | SRC-7B2F60 | Great Lakes Plate & Bar Co | 6061 | AMS-QQ-A-250/11 | T651 | Plate | 650 | 4.45 | 2892.5 | 28 | 2026-08-12 | 3.1 | USA | Qualifying (USA) | 300 | 2026-07-28 | EXPIRED | Approved | REQ-M1X8 [PRG-MERIDIAN]: quote expired; REQ-Q8L5 [PRG-HALCYON]: quote expired; REQ-A2F7 [PRG-CALDER]: quote expired |
| QTE-5F1B83 | RFQ-4D8A12 | SRC-9F2A41 | Cascade Rolled Products LLC | 6061 | AMS-QQ-A-250/11 | T651 | Plate | 800 | 4.3 | 3440 | 41 | 2026-08-25 | 3.1 | USA | Qualifying (USA) | 300 | 2026-08-01 | EXPIRED | Approved | REQ-M1X8 [PRG-MERIDIAN]: quote expired; REQ-Q8L5 [PRG-HALCYON]: quote expired; REQ-A2F7 [PRG-CALDER]: quote expired |
| QTE-1E8C57 | RFQ-9A4F22 | SRC-58E1B3 | Brunderman Forge & Bar Inc | 4340 | AMS 6415 | Annealed | Bar | 650 | 5.2 | 3380 | 22 | 2026-07-25 | 3.1 | USA | Qualifying (USA) | 300 | 2026-07-12 | EXPIRED | Approved | REQ-K9P1 [PRG-RAVEN]: quote expired; REQ-H7D5 [PRG-CALDER]: quote expired |
| QTE-8C3D49 | RFQ-4D8A12 | SRC-D14E8B | Tri-State Metals Distribution | 6061 | AMS-QQ-A-250/11 | T651 | Plate | 900 | 4.15 | 3735 | 16 | 2026-07-31 | 3.1 | USA | Qualifying (USA) | 300 | 2026-07-21 | EXPIRED | Approved | REQ-M1X8 [PRG-MERIDIAN]: quote expired; REQ-Q8L5 [PRG-HALCYON]: quote expired; REQ-A2F7 [PRG-CALDER]: quote expired |
| QTE-7E2A85 | RFQ-3E8B27 | SRC-E5C913 | Adriatic Aero Alloys d.o.o. | 17-4PH | AMS 5604 | H1075 | Bar | 250 | 11.1 | 2775 | 35 | 2026-08-15 | 3.1 | Slovenia | Qualifying (non-US) | 150 | 2026-07-23 | EXPIRED | Approved | REQ-P2H6 [PRG-TUNDRA]: quote expired; REQ-U4B8 [PRG-CALDER]: quote expired |
| QTE-9B4F27 | RFQ-7F1A38 | SRC-D14E8B | Tri-State Metals Distribution | 2024 | AMS-QQ-A-200/3 | T3511 | Extrusion | 350 | 7.85 | 2747.5 | 18 | 2026-07-24 | 3.1 | USA | Qualifying (USA) | 200 | 2026-07-15 | EXPIRED | Approved | REQ-D7R4 [PRG-MERIDIAN]: quote expired; REQ-Y8K2 [PRG-TUNDRA]: quote expired |
| QTE-7D2B40 | RFQ-6C2A91 | SRC-7A6D52 | Hangzhou Precision Alloys Co | 7075 | AMS-QQ-A-250/12 | T7351 | Plate | 800 | 6.85 | 5480 | 19 | 2026-07-22 | 3.1 | China | Non-qualifying | 400 | 2026-07-10 | EXPIRED | Approved | REQ-H4A2 [PRG-RAVEN]: non-compliant source/cert/family, origin fails DFARS, quote expired; REQ-B6N3 [PRG-SABLE]: non-compliant source/cert/family, origin fails DFARS, quote expired |
| QTE-3F7D92 | RFQ-2C7F49 | SRC-7B2F60 | Great Lakes Plate & Bar Co | 6061 | AMS 4117 | T651 | Bar | 250 | 5.9 | 1475 | 19 | 2026-08-08 | 3.1 | USA | Qualifying (USA) | 150 | 2026-07-24 | EXPIRED | Approved | REQ-F6B8 [PRG-SABLE]: non-compliant source/cert/family, quote expired; REQ-G2J9 [PRG-MERIDIAN]: non-compliant source/cert/family, quote expired |
| QTE-A3F91C | RFQ-6C2A91 | SRC-9F2A41 | Cascade Rolled Products LLC | 7075 | AMS-QQ-A-250/12 | T7351 | Plate | 600 | 9.4 | 5640 | 26 | 2026-07-30 | 3.1 | USA | Qualifying (USA) | 250 | 2026-07-15 | EXPIRED | Approved | REQ-H4A2 [PRG-RAVEN]: quote expired; REQ-B6N3 [PRG-SABLE]: quote expired |
| QTE-4C8F12 | RFQ-6F2C83 | SRC-7B2F60 | Great Lakes Plate & Bar Co | 7075 | AMS-QQ-A-250/12 | T651 | Plate | 400 | 8.95 | 3580 | 21 | 2026-08-01 | 3.1 | USA | Qualifying (USA) | 250 | 2026-07-18 | EXPIRED | Approved | REQ-R7W2 [PRG-MERIDIAN]: quote expired; REQ-S6P3 [PRG-HALCYON]: quote expired |
| QTE-6F1A93 | RFQ-2B7E55 | SRC-B9D472 | Lone Star Aerospace Metals | 15-5PH | AMS 5862 | Cond A | Plate | 600 | 10.2 | 6120 | 21 | 2026-07-26 | 3.1 | USA | Qualifying (USA) | 300 | 2026-07-19 | EXPIRED | Conditional | REQ-X5M3 [PRG-RAVEN]: non-compliant source/cert/family, quote expired; REQ-T2C7 [PRG-SABLE]: non-compliant source/cert/family, quote expired; REQ-V1D9 [PRG-TUNDRA]: non-compliant source/cert/family, quote expired |
| QTE-1A6E38 | RFQ-2C7F49 | SRC-9F2A41 | Cascade Rolled Products LLC | 6061 | AMS 4117 | T651 | Bar | 300 | 5.75 | 1725 | 23 | 2026-08-12 | 3.1 | USA | Qualifying (USA) | 150 | 2026-07-25 | EXPIRED | Approved | REQ-F6B8 [PRG-SABLE]: quote expired; REQ-G2J9 [PRG-MERIDIAN]: quote expired |
| QTE-8A1D63 | RFQ-8D3A19 | SRC-7A6D52 | Hangzhou Precision Alloys Co | 15-5PH | AMS 5659 | H1025 | Bar | 350 | 7.4 | 2590 | 22 | 2026-07-27 | 3.1 | China | Non-qualifying | 150 | 2026-07-17 | EXPIRED | Approved | REQ-W3F9 [PRG-MERIDIAN]: non-compliant source/cert/family, origin fails CUST-EU, quote expired; REQ-W9A3 [PRG-CALDER]: quote expired |
| QTE-6D1B84 | RFQ-3C8F27 | SRC-58E1B3 | Brunderman Forge & Bar Inc | 4340 | AMS 6359 | Norm | Plate | 450 | 6.9 | 3105 | 30 | 2026-08-26 | 3.1 | USA | Qualifying (USA) | 250 | 2026-08-05 | EXPIRED | Approved | REQ-L8Q4 [PRG-SABLE]: quote expired; REQ-Z4V2 [PRG-HALCYON]: quote expired |
| QTE-6A2D58 | RFQ-3E8B27 | SRC-6E3F88 | Pohang Advanced Alloy | 17-4PH | AMS 5604 | H1075 | Bar | 350 | 10.9 | 3815 | 31 | 2026-08-04 | 3.1 | South Korea | Qualifying (non-US) | 200 | 2026-07-21 | EXPIRED | Approved | REQ-P2H6 [PRG-TUNDRA]: quote expired; REQ-U4B8 [PRG-CALDER]: quote expired |
| QTE-2F8C41 | RFQ-8D3A19 | SRC-3B7C19 | Ardenne Steelworks SA | 15-5PH | AMS 5659 | H1025 | Bar | 300 | 9.85 | 2955 | 28 | 2026-08-09 | 3.1 | France | Qualifying (non-US) | 150 | 2026-07-23 | EXPIRED | Approved | REQ-W3F9 [PRG-MERIDIAN]: quote expired; REQ-W9A3 [PRG-CALDER]: quote expired |
| QTE-5B9E41 | RFQ-4B9D52 | SRC-9F2A41 | Cascade Rolled Products LLC | 2024 | AMS-QQ-A-250/4 | T351 | Plate | 350 | 6.65 | 2327.5 | 24 | 2026-09-28 | 3.1 | USA | Qualifying (USA) | 200 | 2026-09-08 | Valid | Approved | REQ-N3K4 [PRG-HALCYON]: OK (fully actionable) |
| QTE-4E9A72 | RFQ-1C9E44 | SRC-C2F9A7 | Yellow River Specialty Steel | 300M | AMS 6419 | Annealed | Bar | 300 | 9.55 | 2865 | 20 | 2026-07-19 | 3.1 | China | Non-qualifying | 150 | 2026-07-09 | EXPIRED | Approved | REQ-C9T1 [PRG-RAVEN]: non-compliant source/cert/family, origin fails DFARS, quote expired |
| QTE-C1E7B4 | RFQ-5A2F61 | SRC-9F2A41 | Cascade Rolled Products LLC | 7075 | AMS-QQ-A-200/11 | T6511 | Extrusion | 500 | 8.9 | 4450 | 30 | 2026-08-03 | 3.1 | USA | Qualifying (USA) | 250 | 2026-07-22 | EXPIRED | Approved | REQ-J5G7 [PRG-TUNDRA]: quote expired; REQ-E9C1 [PRG-CALDER]: quote expired |
| QTE-2D7C64 | RFQ-7F1A38 | SRC-9F2A41 | Cascade Rolled Products LLC | 2024 | AMS-QQ-A-200/3 | T3511 | Extrusion | 400 | 7.6 | 3040 | 29 | 2026-08-02 | 3.1 | USA | Qualifying (USA) | 200 | 2026-07-19 | EXPIRED | Approved | REQ-D7R4 [PRG-MERIDIAN]: quote expired; REQ-Y8K2 [PRG-TUNDRA]: quote expired |
| QTE-1F7C93 | RFQ-3E8B27 | SRC-3B7C19 | Ardenne Steelworks SA | 17-4PH | AMS 5604 | H1075 | Bar | 300 | 11.4 | 3420 | 26 | 2026-08-01 | 3.1 | France | Qualifying (non-US) | 150 | 2026-07-20 | EXPIRED | Approved | REQ-P2H6 [PRG-TUNDRA]: quote expired; REQ-U4B8 [PRG-CALDER]: quote expired |
| QTE-9A2E57 | RFQ-3C8F27 | SRC-C2F9A7 | Yellow River Specialty Steel | 4340 | AMS 6359 | Norm | Plate | 500 | 5.45 | 2725 | 22 | 2026-08-18 | 3.1 | China | Non-qualifying | 250 | 2026-08-02 | EXPIRED | Approved | REQ-L8Q4 [PRG-SABLE]: non-compliant source/cert/family, origin fails DFARS, quote expired; REQ-Z4V2 [PRG-HALCYON]: quote expired |
| QTE-B6D2A9 | RFQ-9A4F22 | SRC-D14E8B | Tri-State Metals Distribution | 4340 | AMS 6415 | Annealed | Bar | 700 | 4.95 | 3465 | 12 | 2026-07-15 | C of C | USA | Qualifying (USA) | 250 | 2026-07-08 | EXPIRED | Approved | REQ-K9P1 [PRG-RAVEN]: non-compliant source/cert/family, quote expired; REQ-H7D5 [PRG-CALDER]: non-compliant source/cert/family, quote expired |
| QTE-5D8B72 | RFQ-2B7E55 | SRC-E5C913 | Adriatic Aero Alloys d.o.o. | 15-5PH | AMS 5862 | Cond A | Plate | 700 | 12.4 | 8680 | 30 | 2026-08-03 | 3.1 | Slovenia | Qualifying (non-US) | 300 | 2026-07-22 | EXPIRED | Approved | REQ-X5M3 [PRG-RAVEN]: quote expired; REQ-T2C7 [PRG-SABLE]: quote expired; REQ-V1D9 [PRG-TUNDRA]: quote expired |
| QTE-D9F3B1 | RFQ-9A4F22 | SRC-7B2F60 | Great Lakes Plate & Bar Co | 4340 | AMS 6415 | Annealed | Bar | 500 | 5.35 | 2675 | 20 | 2026-07-23 | 3.1 | USA | Qualifying (USA) | 250 | 2026-07-14 | EXPIRED | Approved | REQ-K9P1 [PRG-RAVEN]: quote expired; REQ-H7D5 [PRG-CALDER]: quote expired |
| QTE-3D9B16 | RFQ-5A2F61 | SRC-7B2F60 | Great Lakes Plate & Bar Co | 7075 | AMS-QQ-A-200/11 | T6511 | Extrusion | 400 | 9.15 | 3660 | 24 | 2026-07-29 | 3.1 | USA | Qualifying (USA) | 250 | 2026-07-20 | EXPIRED | Approved | REQ-J5G7 [PRG-TUNDRA]: quote expired; REQ-E9C1 [PRG-CALDER]: quote expired |
| QTE-9E4B27 | RFQ-6F2C83 | SRC-9F2A41 | Cascade Rolled Products LLC | 7075 | AMS-QQ-A-250/12 | T651 | Plate | 500 | 8.7 | 4350 | 25 | 2026-08-04 | 3.1 | USA | Qualifying (USA) | 250 | 2026-07-20 | EXPIRED | Approved | REQ-R7W2 [PRG-MERIDIAN]: quote expired; REQ-S6P3 [PRG-HALCYON]: quote expired |
| TOTALS / COUNTS | 16150 | 126375 | ||||||||||||||||||
| Count EXPIRED | 30 | |||||||||||||||||||
| Count Valid (not expired) | 2 |
Allocation & Contention Log
| Cross-Program Material Allocation & Contention Log | |||||||
|---|---|---|---|---|---|---|---|
| Where two or more requirements share the identical alloy / material spec / temper / product form, they compete for the same eligible material. Per the Program Priority & Build Schedule (Sec. 4), the higher-priority program (lower Priority Rank) is allocated first; leftover eligible material rolls to the next-priority requirement. Country-of-origin eligibility is evaluated per requirement because it depends on the consuming program's restriction, so the same lot can be eligible for one competing requirement and ineligible for another. | |||||||
| Material Group | Competing Requirements (Program, Rank, Need lb, Need-By) | Total Demand (lb) | Eligible Usable Pool Description | Allocation Order Applied | Allocation Detail (who got what) | Residual Shortfall After Allocation | Contention Notes |
| 300M / AMS 6419 / Annealed / Bar | PRG-RAVEN (rank 1, 176 lb, due 2026-08-03) | 176 | LOT-2B7E54 (SRC-C2F9A7, usable 214.6 lb, baseline-clean) | (single requirement — no contention) | REQ-C9T1 [PRG-RAVEN]: 0.0 lb from [(none eligible)] | REQ-C9T1: 176.0 lb short | No unusual contention dynamics |
| 7075 / AMS-QQ-A-250/12 / T7351 / Plate | PRG-RAVEN (rank 1, 842 lb, due 2026-08-10); PRG-SABLE (rank 2, 268 lb, due 2026-08-22) | 1110 | LOT-7F3A2B (SRC-9F2A41, usable 516.6 lb, baseline-clean); LOT-5C9A16 (SRC-7A6D52, usable 736.0 lb, baseline-clean) | PRG-RAVEN (rank 1) -> PRG-SABLE (rank 2) | REQ-H4A2 [PRG-RAVEN]: 516.6 lb from [LOT-7F3A2B (516.6 lb)]; REQ-B6N3 [PRG-SABLE]: 0.0 lb from [(none eligible)] | REQ-H4A2: 325.4 lb short; REQ-B6N3: 268.0 lb short | 2-way contention across programs PRG-RAVEN, PRG-SABLE |
| 4340 / AMS 6415 / Annealed / Bar | PRG-RAVEN (rank 1, 615 lb, due 2026-08-05); PRG-CALDER (rank 6, 205 lb, due 2026-11-13) | 820 | LOT-3E8C71 (SRC-58E1B3, usable 416.0 lb, baseline-clean); LOT-D6B821 (SRC-D14E8B, usable 592.8 lb, EXCLUDED: Cert type 'C of C' does not satisfy 3.1/3.2 mill test report requirement (ENG-MSP Sec.2)); LOT-9A4F37 (SRC-58E1B3, usable 244.0 lb, baseline-clean) | PRG-RAVEN (rank 1) -> PRG-CALDER (rank 6) | REQ-K9P1 [PRG-RAVEN]: 615.0 lb from [LOT-3E8C71 (416.0 lb); LOT-9A4F37 (199.0 lb)]; REQ-H7D5 [PRG-CALDER]: 45.0 lb from [LOT-9A4F37 (45.0 lb)] | REQ-H7D5: 160.0 lb short | 2-way contention across programs PRG-RAVEN, PRG-CALDER; Competing requirements carry DIFFERENT country-of-origin restrictions — a lot ineligible for one may still be eligible for another; see per-requirement eligibility, not lot-level blanket status; Priority allocation left a lower-priority requirement short while a higher-priority requirement in the same group was fully covered — expected outcome under documented priority rules, not an allocation error |
| 15-5PH / AMS 5862 / Cond A / Plate | PRG-RAVEN (rank 1, 394 lb, due 2026-08-12); PRG-SABLE (rank 2, 430 lb, due 2026-08-24); PRG-TUNDRA (rank 4, 357 lb, due 2026-10-06) | 1181 | LOT-B3E7C0 (SRC-3B7C19, usable 979.4 lb, EXCLUDED: On hold: Quality Hold - MRB); LOT-1D6B43 (SRC-2D8B96, usable 664.0 lb, EXCLUDED: Source SRC-2D8B96 (Volga Forged Steel OAO) is Not Approved on AMSL - ineligible (ENG-MSP Sec.3)); LOT-4D1A95 (SRC-B9D472, usable 437.4 lb, EXCLUDED: Source SRC-B9D472 (Lone Star Aerospace Metals) is Conditional on AMSL pending requal (approval expiry 2026-07-15 already lapsed as of review date) - policy bars Conditional sources for new commitments); LOT-6B2F39 (SRC-E5C913, usable 500.2 lb, baseline-clean) | PRG-RAVEN (rank 1) -> PRG-SABLE (rank 2) -> PRG-TUNDRA (rank 4) | REQ-X5M3 [PRG-RAVEN]: 394.0 lb from [LOT-6B2F39 (394.0 lb)]; REQ-T2C7 [PRG-SABLE]: 106.2 lb from [LOT-6B2F39 (106.2 lb)]; REQ-V1D9 [PRG-TUNDRA]: 0.0 lb from [(none eligible)] | REQ-T2C7: 323.8 lb short; REQ-V1D9: 357.0 lb short | 3-way contention across programs PRG-RAVEN, PRG-SABLE, PRG-TUNDRA; Competing requirements carry DIFFERENT country-of-origin restrictions — a lot ineligible for one may still be eligible for another; see per-requirement eligibility, not lot-level blanket status; Priority allocation left a lower-priority requirement short while a higher-priority requirement in the same group was fully covered — expected outcome under documented priority rules, not an allocation error |
| 6061 / AMS 4117 / T651 / Bar | PRG-SABLE (rank 2, 233 lb, due 2026-08-26); PRG-MERIDIAN (rank 3, 159 lb, due 2026-09-16) | 392 | LOT-7E1C95 (SRC-9F2A41, usable 237.8 lb, baseline-clean) | PRG-SABLE (rank 2) -> PRG-MERIDIAN (rank 3) | REQ-F6B8 [PRG-SABLE]: 233.0 lb from [LOT-7E1C95 (233.0 lb)]; REQ-G2J9 [PRG-MERIDIAN]: 4.8 lb from [LOT-7E1C95 (4.8 lb)] | REQ-G2J9: 154.2 lb short | 2-way contention across programs PRG-SABLE, PRG-MERIDIAN; Competing requirements carry DIFFERENT country-of-origin restrictions — a lot ineligible for one may still be eligible for another; see per-requirement eligibility, not lot-level blanket status; Priority allocation left a lower-priority requirement short while a higher-priority requirement in the same group was fully covered — expected outcome under documented priority rules, not an allocation error |
| 4340 / AMS 6359 / Norm / Plate | PRG-SABLE (rank 2, 287 lb, due 2026-08-28); PRG-HALCYON (rank 5, 389 lb, due 2026-11-01) | 676 | No inventory lot matches this exact alloy/spec/temper/form — 100% purchase-dependent | PRG-SABLE (rank 2) -> PRG-HALCYON (rank 5) | REQ-L8Q4 [PRG-SABLE]: 0.0 lb from [(none eligible)]; REQ-Z4V2 [PRG-HALCYON]: 0.0 lb from [(none eligible)] | REQ-L8Q4: 287.0 lb short; REQ-Z4V2: 389.0 lb short | 2-way contention across programs PRG-SABLE, PRG-HALCYON; Competing requirements carry DIFFERENT country-of-origin restrictions — a lot ineligible for one may still be eligible for another; see per-requirement eligibility, not lot-level blanket status |
| 2024 / AMS-QQ-A-200/3 / T3511 / Extrusion | PRG-MERIDIAN (rank 3, 347 lb, due 2026-09-18); PRG-TUNDRA (rank 4, 213 lb, due 2026-10-11) | 560 | LOT-5B2E88 (SRC-9F2A41, usable 323.9 lb, baseline-clean) | PRG-MERIDIAN (rank 3) -> PRG-TUNDRA (rank 4) | REQ-D7R4 [PRG-MERIDIAN]: 323.9 lb from [LOT-5B2E88 (323.9 lb)]; REQ-Y8K2 [PRG-TUNDRA]: 0.0 lb from [(none eligible)] | REQ-D7R4: 23.1 lb short; REQ-Y8K2: 213.0 lb short | 2-way contention across programs PRG-MERIDIAN, PRG-TUNDRA |
| 6061 / AMS-QQ-A-250/11 / T651 / Plate | PRG-MERIDIAN (rank 3, 512 lb, due 2026-09-21); PRG-HALCYON (rank 5, 726 lb, due 2026-11-02); PRG-CALDER (rank 6, 333 lb, due 2026-11-16) | 1571 | LOT-3A7C82 (SRC-7B2F60, usable 765.6 lb, baseline-clean); LOT-A1E9F4 (SRC-D14E8B, usable 591.6 lb, baseline-clean); LOT-E8C520 (SRC-9F2A41, usable 950.4 lb, baseline-clean); LOT-1F9D63 (SRC-A47C21, usable 653.6 lb, EXCLUDED: Traceability status 'Partial - heat not traceable' - heat/cast not fully traceable (ENG-MSP Sec.2)) | PRG-MERIDIAN (rank 3) -> PRG-HALCYON (rank 5) -> PRG-CALDER (rank 6) | REQ-M1X8 [PRG-MERIDIAN]: 512.0 lb from [LOT-3A7C82 (512.0 lb)]; REQ-Q8L5 [PRG-HALCYON]: 726.0 lb from [LOT-3A7C82 (253.6 lb); LOT-A1E9F4 (472.4 lb)]; REQ-A2F7 [PRG-CALDER]: 333.0 lb from [LOT-A1E9F4 (119.2 lb); LOT-E8C520 (213.8 lb)] | None — fully covered | 3-way contention across programs PRG-MERIDIAN, PRG-HALCYON, PRG-CALDER; Competing requirements carry DIFFERENT country-of-origin restrictions — a lot ineligible for one may still be eligible for another; see per-requirement eligibility, not lot-level blanket status |
| 7075 / AMS-QQ-A-250/12 / T651 / Plate | PRG-MERIDIAN (rank 3, 412 lb, due 2026-09-12); PRG-HALCYON (rank 5, 244 lb, due 2026-11-04) | 656 | LOT-2C9E14 (SRC-9F2A41, usable 586.5 lb, baseline-clean); LOT-4A8D62 (SRC-D14E8B, usable 588.0 lb, EXCLUDED: Cert type 'C of C' does not satisfy 3.1/3.2 mill test report requirement (ENG-MSP Sec.2)) | PRG-MERIDIAN (rank 3) -> PRG-HALCYON (rank 5) | REQ-R7W2 [PRG-MERIDIAN]: 412.0 lb from [LOT-2C9E14 (412.0 lb)]; REQ-S6P3 [PRG-HALCYON]: 174.5 lb from [LOT-2C9E14 (174.5 lb)] | REQ-S6P3: 69.5 lb short | 2-way contention across programs PRG-MERIDIAN, PRG-HALCYON; Competing requirements carry DIFFERENT country-of-origin restrictions — a lot ineligible for one may still be eligible for another; see per-requirement eligibility, not lot-level blanket status; Priority allocation left a lower-priority requirement short while a higher-priority requirement in the same group was fully covered — expected outcome under documented priority rules, not an allocation error |
| 15-5PH / AMS 5659 / H1025 / Bar | PRG-MERIDIAN (rank 3, 198 lb, due 2026-09-14); PRG-CALDER (rank 6, 147 lb, due 2026-11-17) | 345 | LOT-C7A340 (SRC-7A6D52, usable 252.0 lb, baseline-clean) | PRG-MERIDIAN (rank 3) -> PRG-CALDER (rank 6) | REQ-W3F9 [PRG-MERIDIAN]: 0.0 lb from [(none eligible)]; REQ-W9A3 [PRG-CALDER]: 147.0 lb from [LOT-C7A340 (147.0 lb)] | REQ-W3F9: 198.0 lb short | 2-way contention across programs PRG-MERIDIAN, PRG-CALDER; Competing requirements carry DIFFERENT country-of-origin restrictions — a lot ineligible for one may still be eligible for another; see per-requirement eligibility, not lot-level blanket status; Priority allocation left a lower-priority requirement short while a higher-priority requirement in the same group was fully covered — expected outcome under documented priority rules, not an allocation error |
| 7075 / AMS-QQ-A-200/11 / T6511 / Extrusion | PRG-TUNDRA (rank 4, 455 lb, due 2026-10-12); PRG-CALDER (rank 6, 271 lb, due 2026-11-14) | 726 | LOT-8D4B19 (SRC-9F2A41, usable 388.9 lb, baseline-clean); LOT-2E6B95 (SRC-7B2F60, usable 335.4 lb, baseline-clean) | PRG-TUNDRA (rank 4) -> PRG-CALDER (rank 6) | REQ-J5G7 [PRG-TUNDRA]: 455.0 lb from [LOT-8D4B19 (388.9 lb); LOT-2E6B95 (66.1 lb)]; REQ-E9C1 [PRG-CALDER]: 269.3 lb from [LOT-2E6B95 (269.3 lb)] | REQ-E9C1: 1.7 lb short | 2-way contention across programs PRG-TUNDRA, PRG-CALDER; Competing requirements carry DIFFERENT country-of-origin restrictions — a lot ineligible for one may still be eligible for another; see per-requirement eligibility, not lot-level blanket status; Priority allocation left a lower-priority requirement short while a higher-priority requirement in the same group was fully covered — expected outcome under documented priority rules, not an allocation error |
| 17-4PH / AMS 5604 / H1075 / Bar | PRG-TUNDRA (rank 4, 284 lb, due 2026-10-09); PRG-CALDER (rank 6, 162 lb, due 2026-11-18) | 446 | LOT-8F4D17 (SRC-3B7C19, usable 212.5 lb, EXCLUDED: On hold: Quality Hold - Recv Insp); LOT-6F2A87 (SRC-6E3F88, usable 289.0 lb, baseline-clean) | PRG-TUNDRA (rank 4) -> PRG-CALDER (rank 6) | REQ-P2H6 [PRG-TUNDRA]: 284.0 lb from [LOT-6F2A87 (284.0 lb)]; REQ-U4B8 [PRG-CALDER]: 5.0 lb from [LOT-6F2A87 (5.0 lb)] | REQ-U4B8: 157.0 lb short | 2-way contention across programs PRG-TUNDRA, PRG-CALDER; Competing requirements carry DIFFERENT country-of-origin restrictions — a lot ineligible for one may still be eligible for another; see per-requirement eligibility, not lot-level blanket status; Priority allocation left a lower-priority requirement short while a higher-priority requirement in the same group was fully covered — expected outcome under documented priority rules, not an allocation error |
| 2024 / AMS-QQ-A-250/4 / T351 / Plate | PRG-HALCYON (rank 5, 301 lb, due 2026-11-05) | 301 | LOT-9C5F28 (SRC-9F2A41, usable 385.9 lb, baseline-clean) | (single requirement — no contention) | REQ-N3K4 [PRG-HALCYON]: 301.0 lb from [LOT-9C5F28 (301.0 lb)] | None — fully covered | No unusual contention dynamics |
At-Risk Reqs & Escalations
| At-Risk Requirements & Recommended Escalation Actions | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Every requirement with a residual shortfall after compliant-inventory allocation. 'Recommended Source' is the best REMAINING compliant, family-approved, correctly-sourced supplier from the June quote matrix — presented as a re-solicitation target and pricing/lead-time benchmark, not an executable award, because its quote has lapsed (Quote Expiry passed) or was never schedule-feasible. 'Projected Receipt If Re-Quoted Today' applies that supplier's last-quoted lead time to a PO released on the review date; where this still lands on/after Need-By, ordinary re-quoting will NOT resolve the requirement on schedule and MRB/PMO escalation is required regardless of which supplier is ultimately selected. | |||||||||||||||||
| Requirement ID | Program | Priority Rank | Need-By Date | Past Due? | MRP Status | Shortfall (lb) | Risk Tier | Recommended Re-Quote Target | Melt Country | Benchmark Quote (EXPIRED unless noted) | Last Quoted Unit Price ($/lb) | Last Quoted Lead Time (days) | Projected Receipt If Re-Quoted Today | Schedule Feasible At That Lead Time? | Recommended Order Qty (lb, incl. min order) | Indicative Cost (USD, pre-requote benchmark) | Recommended Action |
| REQ-C9T1 | PRG-RAVEN | 1 | 2026-08-03 | YES | Y | 176 | CRITICAL — no compliant supplier currently projects on-time delivery | SRC-58E1B3 | USA | QTE-8B3F19 | 14.2 | 27 | 2026-09-17 | No | 176 | 2499.2 | Escalate to MRB and program office immediately. Re-quote the listed source now to re-establish current pricing/lead time, but treat schedule as broken pending an expedite commitment, hold release elsewhere in the group, or program-level replan — none of which are assumed here. |
| REQ-H4A2 | PRG-RAVEN | 1 | 2026-08-10 | YES | Y | 325.4 | CRITICAL — no compliant supplier currently projects on-time delivery | SRC-9F2A41 | USA | QTE-A3F91C | 9.4 | 26 | 2026-09-16 | No | 325.4 | 3058.76 | Escalate to MRB and program office immediately. Re-quote the listed source now to re-establish current pricing/lead time, but treat schedule as broken pending an expedite commitment, hold release elsewhere in the group, or program-level replan — none of which are assumed here. |
| REQ-B6N3 | PRG-SABLE | 2 | 2026-08-22 | No | Y | 268 | CRITICAL — no compliant supplier currently projects on-time delivery | SRC-9F2A41 | USA | QTE-A3F91C | 9.4 | 26 | 2026-09-16 | No | 268 | 2519.2 | Escalate to MRB and program office immediately. Re-quote the listed source now to re-establish current pricing/lead time, but treat schedule as broken pending an expedite commitment, hold release elsewhere in the group, or program-level replan — none of which are assumed here. |
| REQ-L8Q4 | PRG-SABLE | 2 | 2026-08-28 | No | Tentative | 287 | CRITICAL — no compliant supplier currently projects on-time delivery | SRC-58E1B3 | USA | QTE-6D1B84 | 6.9 | 30 | 2026-09-20 | No | 287 | 1980.3 | Escalate to MRB and program office immediately. Re-quote the listed source now to re-establish current pricing/lead time, but treat schedule as broken pending an expedite commitment, hold release elsewhere in the group, or program-level replan — none of which are assumed here. |
| REQ-T2C7 | PRG-SABLE | 2 | 2026-08-24 | No | Y | 323.8 | CRITICAL — no compliant supplier currently projects on-time delivery | SRC-3B7C19 | France | QTE-3A9F18 | 11.75 | 33 | 2026-09-23 | No | 400 | 4700 | Escalate to MRB and program office immediately. Re-quote the listed source now to re-establish current pricing/lead time, but treat schedule as broken pending an expedite commitment, hold release elsewhere in the group, or program-level replan — none of which are assumed here. |
| REQ-D7R4 | PRG-MERIDIAN | 3 | 2026-09-18 | No | Y | 23.1 | Action now - on schedule if re-quoted promptly | SRC-D14E8B | USA | QTE-9B4F27 | 7.85 | 18 | 2026-09-08 | Yes | 200 | 1570 | Re-issue RFQ to the listed source (or better) today; prior pricing/lead time is a benchmark only since the quote has expired. Release the PO promptly — the schedule margin assumes no further delay. |
| REQ-G2J9 | PRG-MERIDIAN | 3 | 2026-09-16 | No | Tentative | 154.2 | Action now - on schedule if re-quoted promptly | SRC-9F2A41 | USA | QTE-1A6E38 | 5.75 | 23 | 2026-09-13 | Yes | 154.2 | 886.65 | Re-issue RFQ to the listed source (or better) today; prior pricing/lead time is a benchmark only since the quote has expired. Release the PO promptly — the schedule margin assumes no further delay. |
| REQ-W3F9 | PRG-MERIDIAN | 3 | 2026-09-14 | No | Y | 198 | CRITICAL — no compliant supplier currently projects on-time delivery | SRC-3B7C19 | France | QTE-2F8C41 | 9.85 | 28 | 2026-09-18 | No | 198 | 1950.3 | Escalate to MRB and program office immediately. Re-quote the listed source now to re-establish current pricing/lead time, but treat schedule as broken pending an expedite commitment, hold release elsewhere in the group, or program-level replan — none of which are assumed here. |
| REQ-V1D9 | PRG-TUNDRA | 4 | 2026-10-06 | No | Y | 357 | Action now - on schedule if re-quoted promptly | SRC-3B7C19 | France | QTE-3A9F18 | 11.75 | 33 | 2026-09-23 | Yes | 400 | 4700 | Re-issue RFQ to the listed source (or better) today; prior pricing/lead time is a benchmark only since the quote has expired. Release the PO promptly — the schedule margin assumes no further delay. |
| REQ-Y8K2 | PRG-TUNDRA | 4 | 2026-10-11 | No | Tentative | 213 | Action now - on schedule if re-quoted promptly | SRC-9F2A41 | USA | QTE-2D7C64 | 7.6 | 29 | 2026-09-19 | Yes | 213 | 1618.8 | Re-issue RFQ to the listed source (or better) today; prior pricing/lead time is a benchmark only since the quote has expired. Release the PO promptly — the schedule margin assumes no further delay. |
| REQ-S6P3 | PRG-HALCYON | 5 | 2026-11-04 | No | Tentative | 69.5 | Action now - on schedule if re-quoted promptly | SRC-9F2A41 | USA | QTE-9E4B27 | 8.7 | 25 | 2026-09-15 | Yes | 250 | 2175 | Re-issue RFQ to the listed source (or better) today; prior pricing/lead time is a benchmark only since the quote has expired. Release the PO promptly — the schedule margin assumes no further delay. |
| REQ-Z4V2 | PRG-HALCYON | 5 | 2026-11-01 | No | Y | 389 | Action now - on schedule if re-quoted promptly | SRC-C2F9A7 | China | QTE-9A2E57 | 5.45 | 22 | 2026-09-12 | Yes | 389 | 2120.05 | Re-issue RFQ to the listed source (or better) today; prior pricing/lead time is a benchmark only since the quote has expired. Release the PO promptly — the schedule margin assumes no further delay. |
| REQ-E9C1 | PRG-CALDER | 6 | 2026-11-14 | No | Y | 1.7 | Action now - on schedule if re-quoted promptly | SRC-9F2A41 | USA | QTE-C1E7B4 | 8.9 | 30 | 2026-09-20 | Yes | 250 | 2225 | De-minimis 1.7 lb gap from yield-factor rounding across two lots (388.9+335.4 lb usable vs 726 lb combined Group-K demand). Do not cut a standalone PO against a 250 lb supplier minimum for 1.7 lb — cover via normal cutting-plan/scrap allowance and monitor; re-open only if actual yield underperforms the documented Yield Factor. |
| REQ-H7D5 | PRG-CALDER | 6 | 2026-11-13 | No | Y | 160 | Action now - on schedule if re-quoted promptly | SRC-58E1B3 | USA | QTE-1E8C57 | 5.2 | 22 | 2026-09-12 | Yes | 300 | 1560 | Re-issue RFQ to the listed source (or better) today; prior pricing/lead time is a benchmark only since the quote has expired. Release the PO promptly — the schedule margin assumes no further delay. |
| REQ-U4B8 | PRG-CALDER | 6 | 2026-11-18 | No | Tentative | 157 | Action now - on schedule if re-quoted promptly | SRC-6E3F88 | South Korea | QTE-6A2D58 | 10.9 | 31 | 2026-09-21 | Yes | 200 | 2180 | Re-issue RFQ to the listed source (or better) today; prior pricing/lead time is a benchmark only since the quote has expired. Release the PO promptly — the schedule margin assumes no further delay. |
| TOTALS | 3102.7 | 35743.26 |
Alternatives Considered
| Alternatives Considered and Rejected | ||||||
|---|---|---|---|---|---|---|
| Options that looked attractive on price, quantity, or speed but fail a documented compliance requirement (AMSL approval status, country-of-origin/DFARS/CUST-EU rule, certification type, traceability, or open hold). Logged here so reviewers can see what was deliberately excluded and why, per ENG-MSP Rev H. | ||||||
| Item | Type | Material | Apparent Commercial Appeal | Why Rejected | Policy/Source Basis | Could Become Usable If |
| QTE-9C4E27 (SRC-2D8B96, Volga Forged Steel OAO) | Supplier quote | 15-5PH AMS 5862 Cond A Plate | Lowest price in the group at $8.10/lb (vs. $10.20–$12.40/lb from other bidders) for 1,000 lb — largest quoted quantity in the group | Source is 'Not Approved' status on the AMSL (categorically ineligible, independent of country) AND melt origin is Russia, a Non-qualifying / explicitly excluded origin under both DFARS (Raven, Sable) and CUST-EU (Tundra); quote is also expired | AMSL Source List row SRC-2D8B96 (Not Approved); ENG-MSP Sec.3; Program Priority Sec.3 (DFARS, CUST-EU) | Never, without the source first achieving Approved AMSL status — a commercial/price decision cannot substitute for source approval |
| QTE-7D2B40 (SRC-7A6D52, Hangzhou Precision Alloys Co) | Supplier quote | 7075 AMS-QQ-A-250/12 T7351 Plate | Lowest price at $6.85/lb vs. $9.40–$9.95/lb from domestic bidders, for the Raven/Sable hinge-arm plate shortfall | Melt origin China is Non-qualifying; both consuming requirements (Raven, Sable) are DFARS-restricted programs where non-qualifying origin is barred regardless of certificate quality or price; quote is also expired | AMSL SRC-7A6D52 (Non-qualifying origin); Program Priority Sec.3 (DFARS); ENG-MSP Sec.3 | Usable for a program with no country-of-origin restriction (e.g., Halcyon, Calder) if that program shared this exact callout — it does not in this cycle |
| LOT-C7A340 (Hangzhou melt, China) | On-hand inventory lot | 15-5PH AMS 5659 H1025 Bar | 252.0 lb usable, sitting on hand, no hold, full 3.1 cert — looks fully usable at first read | Ineligible for REQ-W3F9 (Meridian, CUST-EU — China melt excluded); ELIGIBLE for REQ-W9A3 (Calder, no country restriction) where it is in fact allocated in this plan | Program Priority Sec.3 (CUST-EU excludes PRC/Russia melt); AMSL melt-country field | Already usable for Calder as allocated; remains permanently ineligible for Meridian/Tundra-class (CUST-EU) or Raven/Sable-class (DFARS) demand regardless of quantity or condition |
| LOT-4D1A95 (SRC-B9D472, Lone Star Aerospace Metals) | On-hand inventory lot | 15-5PH AMS 5862 Cond A Plate | 540 lb on hand, zero prior allocation, full 3.1 cert, Full traceability, no hold — would close most of the Sable/Tundra 15-5PH plate shortfall (437.4 lb usable) if counted | Source is Conditional on the AMSL pending a requalification audit; its Conditional approval window (expiry 2026-07-15) has already lapsed without a documented resolution. ENG-MSP treats Conditional sources as ineligible for new commitments; out of caution for certified hardware this lot is excluded from the clean usable pool pending explicit Supplier Quality disposition rather than assumed usable simply because it is physically on hand | ENG-MSP Sec.3; AMSL SRC-B9D472 (Conditional, lapsed expiry); task guidance not to treat on-hand material as usable absent compliance support | Supplier Quality completes/closes the requalification audit and issues a documented disposition confirming the source (and this lot) may be used — see Escalation #1 |
| QTE-6F1A93 (SRC-B9D472, Lone Star Aerospace Metals) | Supplier quote | 15-5PH AMS 5862 Cond A Plate | $10.20/lb, mid-pack pricing, would have added a second domestic-qualifying-origin option for the Group-D shortfall | Same Conditional-source basis as LOT-4D1A95 above; ENG-MSP Sec.3 explicitly bars Conditional sources for NEW commitments (a new quote/PO is unambiguously a new commitment); quote is also expired | ENG-MSP Sec.3; AMSL SRC-B9D472 | Only after the source's conditional period is resolved to Approved status |
| LOT-B3E7C0 (Ardenne Steelworks, France) | On-hand inventory lot | 15-5PH AMS 5862 Cond A Plate | 1,180 lb on hand — the single largest lot of this material in the building; usable qty would be 979.4 lb, enough on its own to close nearly all of the Sable + Tundra shortfall | Open Quality Hold (MRB) for surface pitting under review; ENG-MSP Sec.2 makes material under an open hold ineligible until the hold is cleared | Inventory snapshot Hold Status; ENG-MSP Sec.2 | MRB dispositions the hold favorably — see Escalation #1 (highest-leverage single action in this review) |
| LOT-D6B821 (Tri-State Metals Distribution) and LOT-4A8D62 (Tri-State Metals Distribution) | On-hand inventory lots | 4340 AMS 6415 Annealed Bar (880 lb) and 7075 AMS-QQ-A-250/12 T651 Plate (700 lb) | 1,580 lb combined of on-hand, correctly-specified, Approved-source material with no hold | Certificate on file is a Certificate of Conformance (C of C) only — no reported chemical/mechanical test results. ENG-MSP Sec.2 explicitly states a C of C does NOT satisfy the certification requirement for certified hardware and may not substitute for a 3.1/3.2 report | Inventory snapshot Cert Type; ENG-MSP Sec.2 | Tri-State (the distributor) provides the underlying mill 3.1/3.2 test report for these heats — worth a direct inquiry before writing this stock off, since distributors often can retrieve the originating mill certificate; see Escalation #4 |
| LOT-1F9D63 (Meridian Metal Service Center) | On-hand inventory lot | 6061 AMS-QQ-A-250/11 T651 Plate | 760 lb on hand — would have meaningfully added to the already-adequate Group G pool | Source status is Suspended on the AMSL (FOD finding) AND traceability is only partial (heat not fully traceable to the reporting mill) — two independent disqualifiers | AMSL SRC-A47C21 (Suspended); Inventory snapshot Traceability Status; ENG-MSP Sec.2–3 | Source would need to clear suspension AND the heat would need to be fully traced — unlikely to be worth pursuing given Group G already has ample compliant surplus |
| LOT-1D6B43 (Volga Forged Steel OAO) | On-hand inventory lot | 15-5PH AMS 5862 Cond A Plate | 800 lb on hand — physically the second-largest lot of this material in the building | Source is Not Approved on the AMSL — categorically ineligible independent of certification quality, plus Russia melt is Non-qualifying origin | AMSL SRC-2D8B96 (Not Approved); ENG-MSP Sec.3 | Effectively never under the current AMSL; recommend inventory/quality review this stock's disposition (why was Not-Approved-source material received into stock at all) rather than planning around it — see Escalation #5 |
| QTE-3F7D92 (SRC-7B2F60, Great Lakes Plate & Bar Co) | Supplier quote | 6061 AMS 4117 T651 Bar | $5.90/lb — competitive pricing for the Sable/Meridian spacer-bar shortfall | Great Lakes' AMSL-approved spec families are AMS-QQ-A-250, AMS-QQ-A-200, and AMS 6415 — AMS 4117 is not on their approved family list, so this source is not approved to supply this callout regardless of cert quality; quote is also expired | AMSL SRC-7B2F60 approved spec families; ENG-MSP Sec.3 | Great Lakes obtains AMSL approval for the AMS 4117 family; until then, Cascade (SRC-9F2A41) is the correct re-quote target |
Assumptions & Interpretations
| Assumptions, Interpretations & Judgment Calls | ||||
|---|---|---|---|---|
| This analysis applies the five source documents literally wherever they are explicit. Where a source document required interpretation to apply to a specific row, that judgment call is logged here so Sourcing, Quality, and Program Management can review, confirm, or override it. Nothing below invents a substitution, approval, waiver, or capacity not already present in the source files. | ||||
| # | Topic | Interpretation Applied | Basis | Reviewer Action Requested |
| 1 | Review/'today' date for expiry and schedule checks | Used 2026-08-21 (the stated review-cycle date) as 'today' for evaluating Quote Expiry and for projecting receipt dates if a PO were released now. This is why 30 of the 32 RFQ-matrix quotes are treated as expired even though they were valid when received in June. | Supplier Quote & Lead-Time Matrix 'Quote Expiry' field; review cycle framing | Confirm 2026-08-21 is the correct as-of date for this review before circulating; if the intended review date differs, expiry and schedule-feasibility results should be recalculated |
| 2 | DFARS vs. CUST-EU origin treatment | Treated DFARS (Raven, Sable) and CUST-EU (Meridian, Tundra) as excluding the same set of origins in this data set — both bar 'Non-qualifying' melt (China, Russia) and accept 'Qualifying (USA)' and 'Qualifying (non-US)' (France, South Korea, Slovenia). The two clauses are worded differently in the Program Priority document, but no melt country in this packet falls in a range where they would diverge. | Program Priority & Build Schedule Sec.3; Approved Material Source List Origin Qualifying Status field | Confirm Slovenia (Adriatic Aero Alloys) is intended to qualify as a 'European/allied qualifying country' under the CUST-EU clause, as it does under DFARS — the CUST-EU text names France and South Korea as examples but is not written as an exhaustive list |
| 3 | On-hand material from a 'Conditional' AMSL source | Excluded from the clean usable-inventory pool (flagged, not silently counted) rather than automatically included. ENG-MSP Sec.3 states Conditional sources are 'ineligible for new commitments' — wording that could be read to permit already-received on-hand stock. Given this is certified aerospace hardware, the Conditional source's own approval window has already lapsed unresolved, and the task calls for treating on-hand physical presence as insufficient by itself, this lot was treated as requiring Supplier Quality disposition before use rather than assumed usable. | ENG-MSP Rev H Sec.3; AMSL SRC-B9D472 row (Conditional, expiry 2026-07-15, already lapsed) | Supplier Quality/MRB should issue an explicit, documented disposition on SRC-B9D472 (and thus LOT-4D1A95) one way or the other — this is flagged as Escalation #2, not resolved unilaterally by this analysis |
| 4 | Yield factor applied to inventory only, not to new purchases | Inventory usable qty = (On Hand − Allocated) × Yield Factor. Quoted/purchased quantities are compared directly to the residual (unmet) Net Required Usable Qty with no yield adjustment. | Material Demand Forecast 'How to assess inventory coverage' note; ENG-MSP Sec.5, which states quoted material is evaluated 'on quoted quantity against the same Net Required Usable Qty' with no yield factor mentioned | None — this is stated directly in the source files, not inferred |
| 5 | Schedule feasibility test | Applied the literal rule: quoted/projected receipt date must be strictly before the Need-By date to count as feasible. ENG-MSP Sec.6 also references a qualitative 'margin for inspection and in-house processing' without quantifying it; no numeric margin (e.g., X days) was assumed beyond the literal before/after test. Lines that pass with only a few days of margin are called out narratively as tight, not reclassified as infeasible. | ENG-MSP Rev H Sec.6 | If Sourcing/Quality has a standard numeric inspection-and-processing margin (e.g., 5 or 10 business days) that should apply here, re-run the feasibility test with that buffer — several 'Action now' lines in Meridian and Tundra have single-digit-day margins that could flip to CRITICAL under a stricter buffer |
| 6 | Approved-source spec-family matching | A lot or quote is treated as matching a source's Approved Spec Families when its Material Spec's family prefix (text before '/') appears in that source's approved family list (e.g., 'AMS-QQ-A-250/12' matches an approved family of 'AMS-QQ-A-250'). This caught one mismatch: Great Lakes Plate & Bar Co. is approved for AMS-QQ-A-250, AMS-QQ-A-200, and AMS 6415, but NOT AMS 4117, despite quoting it. | Approved Material Source List field definitions; QTE-3F7D92 | None — mechanical application of the documented family-matching rule |
| 7 | 'Recommended source' on expired quotes | Where a requirement is short and every matching quote has expired, the workbook still names the best remaining compliant source as a 're-quote target' and shows its last price/lead time as a benchmark. This is explicitly NOT an executable award — no current, valid quote exists for these lines, only a starting point for a fresh RFQ. | Supplier Quote & Lead-Time Matrix Quote Expiry field; ENG-MSP Sec.1 (verbal/apparent availability does not constitute authorization) | Sourcing to issue fresh RFQs to the named benchmark suppliers rather than attempt to place POs against the expired quote numbers |
| 8 | Program priority applied strictly by rank number | Where one eligible lot could serve two or more competing requirements, it was allocated first to the requirement whose program has the lower Priority Rank number (1 = highest), fully before any remainder rolled to the next-ranked requirement — matching the Program Priority document's instruction literally, including cases (e.g., Group G) where this left no shortfall at all, and cases (e.g., Group D) where it left a lower-ranked program with a large shortfall despite an earlier-ranked program being fully satisfied. | Program Priority & Build Schedule Sec.4 | Production Control/PMO to confirm this strict waterfall (rather than, e.g., pro-rata sharing) is still the intended allocation method for this cycle, particularly for Group D given the size of the Sable/Tundra shortfall it produces |
MEMORANDUM
Material Sourcing & Allocation Recommendation
2026 Q3 Door/Hinge Mechanism Build Wave
To:
Sourcing Leadership; Production Control & Program Management Office; Quality / Materials Review Board
From:
Materials Sourcing Review Team
Date:
August 21, 2026
Re:
Material sourcing and allocation recommendation for the current review cycle (MRP-2026-0619-R2 / PC-2026-0618) — aluminum and steel raw material for Raven, Sable, Meridian, Tundra, Halcyon, and Calder door/hinge mechanism programs
Basis:
Material Demand Forecast, Inventory Lot & Certification Snapshot, Approved Material Source List (AMSL Rev N), Supplier Quote & Lead-Time Matrix, Engineering Material Substitution Policy (ENG-MSP Rev H), Program Priority & Build Schedule (PC-2026-0618)
1. Executive Summary
This review evaluated all 26 raw-material requirement lines across the six programs in the current build wave (Raven, Sable, Meridian, Tundra, Halcyon, Calder) against on-hand inventory, the Approved Material Source List, supplier quotes, the engineering substitution policy, and program priority. Eleven requirements (42%) are fully covered by compliant, eligible on-hand inventory and need no purchase action. Fifteen requirements (58%), totaling 3,103 lb of 8,960 lb total demand (35%), have a residual shortfall after allocating every compliant inventory lot we could legitimately apply.
Two findings dominate this cycle and need leadership attention before routine sourcing execution can proceed:
The entire supplier quote set has effectively lapsed. Of the 32 quotes in the current RFQ matrix, 30 have already passed their stated Quote Expiry as of this review date; only 2 remain currently actionable, and both are for a requirement already fully covered from inventory. Every recommendation below for the 15 shortfall lines is therefore a re-solicitation target, not an executable award — none of the June pricing or lead times can be relied upon as-is.
PRG-RAVEN — the highest-priority, DFARS-controlled Lockmar Defense program — is already in schedule breach. PRG-RAVEN is already past its committed build start (2026-08-17) and past the need-by date on all four of its raw-material lines, two of which remain short — a 7075 hinge-arm plate line short by 325 lb (39%), and a 300M actuation-pin bar line that is 100% short with no eligible inventory and no currently compliant supplier. PRG-SABLE, the #2 priority program, has three of four lines short with need-by dates 1–7 days from this review and no quote capable of landing on time. Both require immediate program-office and MRB engagement; this is not resolvable through ordinary re-quoting alone.
The plan below allocates available compliant material by documented program priority, identifies which of the 15 shortfalls can still close on schedule by promptly re-issuing RFQs to specific named suppliers, flags six requirement lines that are schedule-critical even with immediate action, and lists five prioritized escalations — most valuably, an MRB hold disposition that alone could resolve most of the Sable/Tundra 15-5PH plate shortfall. Full requirement-by-requirement, lot-by-lot, and quote-by-quote detail supporting every figure in this memo is in the accompanying workbook, material_sourcing_analysis_workbook.xlsx.
2. Basis and Ground Rules
This recommendation is built only from the six documents in the current sourcing packet: the material demand forecast (MRP-2026-0619-R2), the inventory lot and certification snapshot (WMS-EXP-20260620-0741), the Approved Material Source List (AMSL Rev N), the supplier quote and lead-time matrix (RFQs received 2026-06-12 to 2026-06-19), the Engineering Material Substitution Policy (ENG-MSP Rev H), and the Program Priority & Build Schedule (PC-2026-0618). Three ground rules from those documents govern every determination in this memo:
A lot or quote covers a requirement only on an exact match of alloy, material specification, temper/condition, and product form. ENG-MSP Rev H permits no alloy, temper, spec-family, or product-form substitution. The only allowance is cutting oversize/remnant stock of the same alloy/spec/temper/form down to a smaller requirement, which is already reflected in the usable-quantity math below rather than treated as a substitution in itself.
Usable quantity, not gross quantity, governs coverage. For inventory, usable qty = (On Hand − Allocated) × Yield Factor, and only lots that also clear certification (3.1/3.2 mill test report), traceability (Full), hold status (clear), and source-approval / country-of-origin checks count. For quotes, quoted quantity is compared directly to the residual need with no yield adjustment, per ENG-MSP Sec. 5.
Where two or more programs need the identical material, the higher-priority program (lower Priority Rank number) is allocated first. This follows the Program Priority document Sec. 4; leftover eligible material rolls to the next-priority requirement in the same material group.
Nothing in this memo assumes an alternate alloy, temper, substitution, waiver, expedite option, or supplier capacity beyond what is documented in these six files. Judgment calls that were required to apply the documents to specific edge cases are logged transparently in the workbook's “Assumptions & Interpretations” tab for Sourcing, Quality, and Program Management to confirm or override.
3. Critical Finding: The Current Quote Matrix Has Lapsed
The supplier quote and lead-time matrix was compiled from RFQ responses received June 12–19, 2026. As of this review date (August 21, 2026), 30 of its 32 quotes have already passed their stated Quote Expiry — most lapsed in mid-to-late July. Only two quotes remain valid (QTE-7C3A95 and QTE-5B9E41, both 2024-T351 plate for Halcyon's REQ-N3K4), and that requirement is already fully covered from inventory without needing them.
This means every purchase recommendation in this memo for the 15 shortfall lines is necessarily a re-solicitation target, not an executable award: we are naming the supplier last known to offer compliant material at a given price and lead time so Sourcing can move immediately to refresh the quote — not so a PO can be cut against an expired quote number. Expect price and lead-time movement upon re-quote; none of the cost or schedule figures in this memo should be treated as locked in.
4. Program-by-Program Findings
Program
Priority
Origin Rule
Build Start
# Reqs
Inventory Covered / Need (lb)
Shortfall (lb)
PRG-RAVEN
1
DFARS
2026-08-17 (PAST)
4
1,525.6 / 2,027 (75%)
501.4
PRG-SABLE
2
DFARS
2026-08-31
4
339.2 / 1,218 (28%)
878.8
PRG-MERIDIAN
3
CUST-EU
2026-09-28
5
1,252.7 / 1,628 (77%)
375.3
PRG-TUNDRA
4
CUST-EU
2026-10-19
4
739.0 / 1,309 (56%)
570.0
PRG-HALCYON
5
None
2026-11-09
4
1,201.5 / 1,660 (72%)
458.5
PRG-CALDER
6
None
2026-11-23
5
799.3 / 1,118 (71%)
318.7
PRG-RAVEN — Priority 1, DFARS / Lockmar Defense — build start 2026-08-17 (already past)
REQ-K9P1 (4340 bar) and REQ-X5M3 (15-5PH plate): fully covered from compliant on-hand inventory; no action needed.
REQ-H4A2 (7075-T7351 plate, 842 lb): 516.6 lb covered from LOT-7F3A2B; 325.4 lb (39%) short. The only other on-hand lot of this exact material (LOT-5C9A16, 736 lb usable) is Hangzhou (China) melt — Non-qualifying origin, barred outright for this DFARS program regardless of its 3.1 certification or price. All three quotes for this material are expired; even the domestic (USA) ones would not have landed before the 2026-08-10 need-by if re-quoted today. Needs MRB/PMO escalation now — need-by has already passed.
REQ-C9T1 (300M bar, 176 lb): zero eligible inventory (the only on-hand 300M lot is Chinese-melt, same DFARS bar) and zero currently compliant quote — Brunderman (USA, qualifying, 3.1) is the only AMSL-approved qualifying-origin source for this spec, and their quote expired 2026-07-14. This is effectively a sole-source, 100%-shortfall line with a need-by that has already passed. Highest-severity single line item in this review.
PRG-SABLE — Priority 2, DFARS / Lockmar Defense — build start 2026-08-31
REQ-F6B8 (6061 bar): fully covered from inventory.
REQ-B6N3 (7075-T7351 plate, 268 lb): the one domestic-qualifying lot of this material (LOT-7F3A2B) was fully consumed by Raven's higher-priority claim above; 100% short with need-by 2026-08-22 (the day after this review) and no valid quote. Will almost certainly miss need-by.
REQ-T2C7 (15-5PH plate, 430 lb): only 106.2 lb available after Raven's priority draw; 323.8 lb (75%) short, need-by 2026-08-24, no valid quote landing in time.
REQ-L8Q4 (4340 plate, Norm condition, 287 lb, tentative demand): no on-hand inventory exists for this material at all; both candidate quotes are expired.
PRG-MERIDIAN — Priority 3, CUST-EU / Aerolux Commercial — build start 2026-09-28
REQ-M1X8 and REQ-R7W2: fully covered from inventory.
REQ-D7R4 (23.1 lb short) and REQ-G2J9 (154.2 lb short, tentative): small-to-moderate gaps — re-quoting the prior suppliers (Tri-State / Cascade) now would still land before need-by. On track if acted on promptly.
REQ-W3F9 (15-5PH bar, 198 lb, 100% short): the only on-hand lot of this material is Chinese-melt (ineligible under CUST-EU); the one compliant prior quote (Ardenne, France) would land 4 days after need-by even if re-quoted today at the same lead time. Schedule-critical.
PRG-TUNDRA — Priority 4, CUST-EU / Northwind Regional — build start 2026-10-19
REQ-J5G7 and REQ-P2H6: fully covered from inventory.
REQ-V1D9 (357 lb short) and REQ-Y8K2 (213 lb short, tentative): on track if re-quoted promptly — ample schedule margin to the October need-by dates.
PRG-HALCYON — Priority 5, no origin restriction / Aerolux Commercial — build start 2026-11-09
REQ-N3K4: fully covered from inventory, and is the one line with live backup quotes.
REQ-Q8L5: fully covered from inventory.
REQ-S6P3 (69.5 lb short, tentative) and REQ-Z4V2 (389 lb short): on track if re-quoted promptly; large schedule cushion to the November need-by dates.
PRG-CALDER — Priority 6, no origin restriction / Northwind Regional — build start 2026-11-23
REQ-A2F7 and REQ-W9A3: fully covered from inventory (W9A3 draws on the Chinese-melt 15-5PH bar lot, which is compliant for Calder specifically because Calder carries no country-of-origin restriction — the same lot is ineligible for Meridian's identical-material requirement, see Section 5).
REQ-H7D5 (160 lb short) and REQ-U4B8 (157 lb short, tentative): on track if re-quoted promptly; Calder has the most schedule cushion of any program and is, per the Program Priority document, the designated absorber of contested-material shortfalls.
REQ-E9C1: a 1.7 lb shortfall against a 271 lb requirement — a rounding-scale artifact of yield-factor math across two lots, not a material gap. Do not cut a PO against a 250 lb supplier minimum for 1.7 lb; monitor through normal cut-planning instead.
5. Cross-Program Material Contention
Eleven of the thirteen distinct materials needed this cycle are required by more than one program. Applying the documented priority waterfall (higher-priority program draws first, per Program Priority Sec. 4) produced two outcomes worth flagging explicitly rather than leaving implicit in the workbook:
For 6061-T651 plate (AMS-QQ-A-250/11): Ample compliant domestic inventory (2,307.6 lb usable across three lots — Great Lakes, Tri-State, Cascade) covers all three competing programs (Meridian, Halcyon, Calder — 1,571 lb combined) with no purchase needed at all.
For 15-5PH Cond A plate (AMS 5862): Total compliant usable inventory is only about 500 lb (LOT-6B2F39, Adriatic/Slovenia) against 1,181 lb of combined Raven / Sable / Tundra demand. Raven's priority claim consumes it entirely (394 lb), leaving Sable 323.8 lb short and Tundra 357 lb short — even though 1,180 lb more of this exact material sits in a single on-hand lot (LOT-B3E7C0) under an open MRB quality hold, plus another 540 lb in a second lot (LOT-4D1A95) from a Conditional-status source, both currently excluded (Section 6). This is the single highest-leverage compliance decision in this review.
6. What Looked Available But Is Not Currently Usable
Several options would appear attractive on price, quantity, or on-hand status alone. Per ENG-MSP Rev H, none of the following may be planned against a requirement as-is:
QTE-9C4E27 (Volga Forged Steel OAO, Russia) — the lowest price ($8.10/lb) and largest quantity (1,000 lb) quote for 15-5PH plate. Volga is Not Approved on the current AMSL — independent of the Russian melt origin, which would separately fail the DFARS/CUST-EU rule for every program that needs this material. Price cannot override a source-approval failure.
QTE-7D2B40 (Hangzhou Precision Alloys, China) — the lowest price ($6.85/lb) quote for the 7075-T7351 plate Raven and Sable both need. Hangzhou is AMSL-approved, but Chinese melt is Non-qualifying origin, barred for both DFARS programs regardless of certificate quality.
LOT-B3E7C0 (1,180 lb, Ardenne / France) — the single largest on-hand lot of 15-5PH plate in the building, currently under an open MRB quality hold for surface pitting. Until dispositioned, none of it counts, even though clearing it would resolve nearly the entire Sable/Tundra shortfall described in Section 5.
LOT-4D1A95 (540 lb, Lone Star Aerospace Metals) — on hand, fully certified (3.1) and fully traceable, but Lone Star is a Conditional-status source on the AMSL pending a requalification audit whose own approval window (expiry 2026-07-15) has already lapsed without documented resolution. We excluded it from the usable pool pending an explicit Supplier Quality disposition rather than assume it is usable simply because it is physically in stock (Escalation #2 below).
LOT-D6B821 and LOT-4A8D62 (1,580 lb combined, Tri-State Metals Distribution) — on hand, correctly specified, from an Approved source, with no hold — but carrying only a Certificate of Conformance, not the 3.1/3.2 mill test report ENG-MSP requires for certified hardware. This may be recoverable without any new purchase (Escalation #4 below).
QTE-3F7D92 (Great Lakes Plate & Bar Co.) — a competitively priced 6061 bar quote, but Great Lakes' AMSL-approved spec families do not include AMS 4117 — they are not an approved source for this specific callout regardless of price or cert quality.
7. Recommended Actions & Escalations
Expedite MRB disposition of LOT-B3E7C0 (15-5PH plate, surface-pitting hold). This is the single highest-leverage action available this cycle — a favorable disposition releases up to 979.4 lb of usable, correctly-sourced material directly against the Sable (323.8 lb short, need-by 3 days from this review) and Tundra (357 lb short) shortfalls identified in Section 5.
Obtain a documented Supplier Quality disposition on Lone Star Aerospace Metals (SRC-B9D472) and, by extension, LOT-4D1A95. Its conditional-approval window lapsed five weeks before this review with no recorded resolution; confirm current status before any further planning assumes or excludes this 437.4 lb lot.
Immediately re-issue RFQs for all 15 shortfall lines. Prioritize PRG-RAVEN's REQ-C9T1 (300M bar — Brunderman is the sole qualifying-origin source) and REQ-H4A2, and PRG-SABLE's three open lines — these need-by dates have passed or are within days. Full supplier targets for all 15 lines are in the workbook's “At-Risk Reqs & Escalations” tab.
Ask Tri-State Metals Distribution whether the originating mill's 3.1/3.2 test report can be produced for the heats behind LOT-D6B821 and LOT-4A8D62. If available, this converts up to 1,580 lb of existing on-hand stock to usable material with no new purchase and no lead-time exposure.
Route PRG-RAVEN's and PRG-SABLE's unresolved shortfalls to the Program Management Office now. Even immediate re-quoting will not land before need-by for six requirement lines (Section 4); the program office needs to decide between expediting (not assumed available here), accepting a schedule slip, or reallocating from a lower-priority program — consistent with the Program Priority document's guidance that Calder is the designated bill-payer of last resort.
Review the provenance of the two Not-Approved/Suspended-source lots sitting in inventory. 1,560 lb combined of stock (LOT-1D6B43, 800 lb Volga-melt; LOT-1F9D63, 760 lb Meridian Metal Service Center) currently cannot be planned against any requirement in this packet. Confirm how it entered stock and disposition it (scrap, return, or resale) so it stops appearing as phantom availability in future MRP cycles.
8. Cost and Lead-Time Tradeoffs
Using last-known (now-expired) pricing purely as a planning benchmark, closing the 8 shortfall lines that remain on schedule with prompt re-quoting represents roughly $16,811 in benchmark purchase value (1,522.8 lb); the 6 schedule-critical lines add roughly $16,708 more (1,578.2 lb) on top of the schedule risk itself. The 1.7 lb Calder rounding gap is excluded from both totals — see Section 4. All figures will move once RFQs are re-issued and should not be treated as committed.
Two tradeoffs are worth flagging for leadership rather than resolving unilaterally in this memo:
For REQ-Z4V2 (Halcyon 4340 plate, no country restriction), the compliant options split between Yellow River (China melt, $5.45/lb) and Brunderman (USA melt, $6.90/lb). Both are compliant since Halcyon carries no origin restriction; the choice is a business judgment (unit cost vs. domestic-sourcing preference) rather than a compliance question, and we have not made it for you.
Several “on track” lines carry thin schedule margin even at prior lead times e.g., the best REQ-R7W2 candidate lands only 1 day before need-by, and REQ-G2J9's only 3 days. These pass the literal receipt-before-need-by test in ENG-MSP Sec. 6, but any re-quote delay or lead-time increase would flip them into the critical category — release these POs first among the “on track” group.
9. Open Items Requiring a Leadership Decision
Confirm the interpretation applied to Conditional-source on-hand inventory (Escalation #2) — see workbook “Assumptions & Interpretations” tab, item 3.
Confirm whether Slovenia should be treated as an acceptable CUST-EU origin equivalently to how it is treated under DFARS (same tab, item 2) — this does not change any recommendation in this cycle but should be confirmed for future cycles.
Decide the Yellow River vs. Brunderman sourcing question for REQ-Z4V2 (Section 8).
Confirm whether Production Control wants the strict priority waterfall applied here, or a different contention-resolution approach, for the 15-5PH plate (Group D) shortfall given its size (Section 5).
10. Supporting Detail
Full requirement-by-requirement coverage, lot-by-lot eligibility, quote-by-quote feasibility, the complete allocation/contention log, and the full alternatives-considered log are in the accompanying workbook, material_sourcing_analysis_workbook.xlsx, submitted with this memo.
User prompt → 182 turns · 94 tool calls → final responseclaude-code
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1userYou are supporting a material sourcing review for an aerospace components manufacturer that builds certified door and hi…
You are supporting a material sourcing review for an aerospace components manufacturer that builds certified door and hinge mechanism assemblies. Upcoming production lots require aluminum and steel raw materials, including plate, bar, extrusion, and machined-stock inputs. Several material requirements are at risk because available inventory, supplier quotes, lead times, certification status, source approvals, allocations, yield loss, and program priorities do not all align. Production and sourcing leadership need a sourcing plan that identifies which material lots can be used, which supplier quotes should be acted on, which requirements remain at risk, and which program commitments should be prioritized. The objective is not simply to buy the cheapest or fastest available material; the recommendation must distinguish physically available material from material that is actually usable for certified aerospace production. Using the attached material sourcing packet, determine the recommended sourcing and allocation plan for the current review cycle. Identify which aluminum and steel requirements can be covered from compliant on-hand inventory, which require new purchases, which supplier quotes are feasible, and which shortages or compliance issues require escalation. Evaluate the tradeoffs among material specification, temper or condition, product form, mill certification, traceability, approved-source status, country-of-origin or customer restrictions, available quantity after allocation, usable yield, lead time, cost, and program delivery impact. Work only from the attached materials: the material demand forecast, inventory lot and certification snapshot, approved material source list, supplier quote and lead-time matrix, engineering material substitution policy, and program priority / build schedule. Do not invent alternate alloys, tempers, substitutions, engineering approvals, customer waivers, supplier capacity, expedite options, certification corrections, yield a
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3I'll start by exploring the workspace to locate the material sourcing packet files.32k
I'll start by exploring the workspace to locate the material sourcing packet files.
4Bash1
Tool execution only — no assistant text
Bashfind /workspace -maxdepth 4 -not -path '*/node_modules/*' | sort (+description)
Arguments
List workspace contents to locate source packet files
find /workspace -maxdepth 4 -not -path '*/node_modules/*' | sort
Output
/workspace /workspace/data /workspace/data/approved_material_source_list.xlsx /workspace/data/engineering_material_substitution_policy.pdf /workspace/data/inventory_lot_cert_snapshot.xlsx /workspace/data/material_demand_forecast.xlsx /workspace/data/program_priority_build_schedule.docx /workspace/data/supplier_quote_leadtime_matrix.xlsx /workspace/output [stdout] /workspace /workspace/data /workspace/data/approved_material_source_list.xlsx /workspace/data/engineering_material_substitution_policy.pdf /workspace/data/inventory_lot_cert_snapshot.xlsx /workspace/data/material_demand_forecast.xlsx /workspace/data/program_priority_build_schedule.docx /workspace/data/supplier_quote_leadtime_matrix.xlsx /workspace/output [metadata] noOutputExpected: false
5No text or tool call recorded33k
6user{"type": "text", "text": "Base directory for this skill: /logs/agent/sessions/skills/xlsx\n\n# Requirements for Outputs\…
{"type": "text", "text": "Base directory for this skill: /logs/agent/sessions/skills/xlsx\n\n# Requirements for Outputs\n\n## All Excel files\n\n### Professional Font\n- Use a consistent, professional font (e.g., Arial, Times New Roman) for all deliverables unless otherwise instructed by the user\n\n### Zero Formula Errors\n- Every Excel model MUST be delivered with ZERO formula errors (#REF!, #DIV/0!, #VALUE!, #N/A, #NAME?)\n\n### Preserve Existing Templates (when updating templates)\n- Study and EXACTLY match existing format, style, and conventions when modifying files\n- Never impose standardized formatting on files with established patterns\n- Existing template conventions ALWAYS override these guidelines\n\n## Financial models\n\n### Color Coding Standards\nUnless otherwise stated by the user or existing template\n\n#### Industry-Standard Color Conventions\n- Blue text (RGB: 0,0,255): Hardcoded inputs, and numbers users will change for scenarios\n- Black text (RGB: 0,0,0): ALL formulas and calculations\n- Green text (RGB: 0,128,0): Links pulling from other worksheets within same workbook\n- Red text (RGB: 255,0,0): External links to other files\n- Yellow background (RGB: 255,255,0): Key assumptions needing attention or cells that need to be updated\n\n### Number Formatting Standards\n\n#### Required Format Rules\n- Years: Format as text strings (e.g., "2024" not "2,024")\n- Currency: Use $#,##0 format; ALWAYS specify units in headers ("Revenue ($mm)")\n- Zeros: Use number formatting to make all zeros "-", including percentages (e.g., "$#,##0;($#,##0);-")\n- Percentages: Default to 0.0% format (one decimal)\n- Multiples: Format as 0.0x for valuation multiples (EV/EBITDA, P/E)\n- Negative numbers: Use parentheses (123) not minus -123\n\n### Formula Construction Rules\n\n#### Assumptions Placement\n- Place ALL assumptions (growth rates, margins, multiples, etc.) in separate assumption cells\n- Use cell referenc
… 8,896 more characters in the raw trajectory.
7Skill1
Tool execution only — no assistant text
Skillxlsx (+args)
Arguments
- skill
xlsx- args
Read and analyze the data in /workspace/data/approved_material_source_list.xlsx, /workspace/data/inventory_lot_cert_snapshot.xlsx, /workspace/data/material_demand_forecast.xlsx, and /workspace/data/supplier_quote_leadtime_matrix.xlsx
Output
Launching skill: xlsx [metadata] success: true commandName: xlsx
9Bash38k1
Tool execution only — no assistant text
Bashcd /workspace/data && python3 -c " import pandas as pd files = ['approved_material_source_list.xlsx', 'inventory_lot_cert_snapshot.xlsx', 'material_demand_forecast.xlsx', 'supplier_quote_leadtime_matrix.xlsx'] for f in files: print('='*100) print(f) print('='*100) xl = pd.ExcelFile(f) print('Sheets:', xl.sheet_names) " (+description)
Arguments
List sheet names in each workbook
cd /workspace/data && python3 -c " import pandas as pd files = ['approved_material_source_list.xlsx', 'inventory_lot_cert_snapshot.xlsx', 'material_demand_forecast.xlsx', 'supplier_quote_leadtime_matrix.xlsx'] for f in files: print('='*100) print(f) print('='*100) xl = pd.ExcelFile(f) print('Sheets:', xl.sheet_names) "Output
==================================================================================================== approved_material_source_list.xlsx ==================================================================================================== Sheets: ['Source List', 'README'] ==================================================================================================== inventory_lot_cert_snapshot.xlsx ==================================================================================================== Sheets: ['Lot Snapshot', 'README'] ==================================================================================================== material_demand_forecast.xlsx ==================================================================================================== Sheets: ['Demand Forecast', 'README'] ==================================================================================================== supplier_quote_leadtime_matrix.xlsx ====================================================
… 1,216 more characters of output in the raw trajectory.
11Bash38k1
Tool execution only — no assistant text
Bashpython3 -c " import pandas as pd pd.set_option('display.max_columns', None) pd.set_option('display.width', 220) pd.set_option('display.max_colwidth', 60) f = 'approved_material_source_list.xlsx' print('README:') print(pd.read_excel(f, sheet_name='README').to_string()) print() print('DATA:') df = pd.read_excel(f, sheet_name='Source List') print(df.to_string()) " (+description)
Arguments
Read approved_material_source_list.xlsx contents
python3 -c " import pandas as pd pd.set_option('display.max_columns', None) pd.set_option('display.width', 220) pd.set_option('display.max_colwidth', 60) f = 'approved_material_source_list.xlsx' print('README:') print(pd.read_excel(f, sheet_name='README').to_string()) print() print('DATA:') df = pd.read_excel(f, sheet_name='Source List') print(df.to_string()) "Output
README: Approved Material Source List (AMSL) 0 NaN 1… 15,106 more characters of output in the raw trajectory.
13Bash41k1
Tool execution only — no assistant text
Bashpython3 -c " import pandas as pd pd.set_option('display.max_columns', None) pd.set_option('display.width', 250) pd.set_option('display.max_colwidth', 60) f = 'inventory_lot_cert_snapshot.xlsx' print('README:') print(pd.read_excel(f, sheet_name='README').to_string()) " (+description)
Arguments
Read inventory_lot_cert_snapshot.xlsx README
python3 -c " import pandas as pd pd.set_option('display.max_columns', None) pd.set_option('display.width', 250) pd.set_option('display.max_colwidth', 60) f = 'inventory_lot_cert_snapshot.xlsx' print('README:') print(pd.read_excel(f, sheet_name='README').to_string()) "Output
README: Inventory Lot & Certification Snapshot 0 NaN 1 Source system: WMS extract WMS-EXP-20260620-0741, certification fields joined from the Quality Management System (QMS) lot records. Rows are in extract order (not grouped by alloy). 2… 10,152 more characters of output in the raw trajectory.
14Bash42k1
Tool execution only — no assistant text
Bashpython3 -c " import pandas as pd pd.set_option('display.max_columns', None) pd.set_option('display.width', 250) pd.set_option('display.max_colwidth', 40) f = 'inventory_lot_cert_snapshot.xlsx' df = pd.read_excel(f, sheet_name='Lot Snapshot') print(df.columns.tolist()) print(df.to_string()) " (+description)
Arguments
Read inventory_lot_cert_snapshot.xlsx data
python3 -c " import pandas as pd pd.set_option('display.max_columns', None) pd.set_option('display.width', 250) pd.set_option('display.max_colwidth', 40) f = 'inventory_lot_cert_snapshot.xlsx' df = pd.read_excel(f, sheet_name='Lot Snapshot') print(df.columns.tolist()) print(df.to_string()) "Output
['Lot ID', 'Heat / Cast No.', 'Alloy', 'Material Spec', 'Temper / Condition', 'Product Form', 'Source ID', 'On Hand Qty (lb)', 'Allocated Qty (lb)', 'Hold Status', 'Cert Type', 'Traceability Status', 'Received Date', 'Cert Expiry', 'Yield Factor', 'Storage Location', 'Note'] Lot ID Heat / Cast No. Alloy Material Spec Temper / Condition Product Form Source ID On Hand Qty (lb) Allocated Qty (lb) Hold Status Cert Type Traceability Status Received Date Cert Expiry Yield Factor Storage Location Note 0 LOT-C7A340 HEAT-9F1B66 15-5PH AMS 5659 H1025 Bar SRC-7A6D52 360 60 NaN 3.1 Full 2026-03-27 - 0.84 Bar Cage B3 Hangzhou melt (CN) 1 LOT-3E8C71 HEAT-7A2F94 4340 AMS 6415 Annealed Bar SRC-58E1B3 520… 14,350 more characters of output in the raw trajectory.
16Bash45k1
Tool execution only — no assistant text
Bashpython3 -c " import pandas as pd pd.set_option('display.max_columns', None) pd.set_option('display.width', 250) pd.set_option('display.max_colwidth', 60) f = 'material_demand_forecast.xlsx' print('README:') print(pd.read_excel(f, sheet_name='README').to_string()) " (+description)
Arguments
Read material_demand_forecast.xlsx README
python3 -c " import pandas as pd pd.set_option('display.max_columns', None) pd.set_option('display.width', 250) pd.set_option('display.max_colwidth', 60) f = 'material_demand_forecast.xlsx' print('README:') print(pd.read_excel(f, sheet_name='README').to_string()) "Output
README: Material Demand Forecast — Door/Hinge Mechanism Assemblies 0 NaN 1… 10,314 more characters of output in the raw trajectory.
17Bash46k1
Tool execution only — no assistant text
Bashpython3 -c " import pandas as pd pd.set_option('display.max_columns', None) pd.set_option('display.width', 250) pd.set_option('display.max_colwidth', 40) f = 'material_demand_forecast.xlsx' df = pd.read_excel(f, sheet_name='Demand Forecast') print(df.columns.tolist()) print(df.to_string()) " (+description)
Arguments
Read material_demand_forecast.xlsx data
python3 -c " import pandas as pd pd.set_option('display.max_columns', None) pd.set_option('display.width', 250) pd.set_option('display.max_colwidth', 40) f = 'material_demand_forecast.xlsx' df = pd.read_excel(f, sheet_name='Demand Forecast') print(df.columns.tolist()) print(df.to_string()) "Output
['Requirement ID', 'Program ID', 'Program Name', 'Alloy', 'Material Spec', 'Temper / Condition', 'Product Form', 'Net Required Usable Qty (lb)', 'UOM', 'Need-By Date', 'MRP Firmed', 'Planner Note'] Requirement ID Program ID Program Name Alloy Material Spec Temper / Condition Product Form Net Required Usable Qty (lb) UOM Need-By Date MRP Firmed Planner Note 0 REQ-H4A2 PRG-RAVEN Raven Cargo Door Actuation Hinge 7075 AMS-QQ-A-250/12 T7351 Plate 842 lb 2026-08-10 Y Hinge arm machined-stock plate 1 REQ-K9P1 PRG-RAVEN Raven Cargo Door Actuation Hinge 4340 AMS 6415 Annealed Bar 615 lb 2026-08-05 Y Pivot pin bar, HT in house 2 REQ-C9T1 PRG-RAVEN Raven Cargo Door Actuation Hinge 300M AMS 6419 Annealed Bar
… 11,270 more characters of output in the raw trajectory.
1826 requirements across 6 programs. Now let's read the supplier quote matrix.49k
26 requirements across 6 programs. Now let's read the supplier quote matrix.
19Bash1
Tool execution only — no assistant text
Bashpython3 -c " import pandas as pd pd.set_option('display.max_columns', None) pd.set_option('display.width', 250) pd.set_option('display.max_colwidth', 60) f = 'supplier_quote_leadtime_matrix.xlsx' print('README:') print(pd.read_excel(f, sheet_name='README').to_string()) " (+description)
Arguments
Read supplier_quote_leadtime_matrix.xlsx README
python3 -c " import pandas as pd pd.set_option('display.max_columns', None) pd.set_option('display.width', 250) pd.set_option('display.max_colwidth', 60) f = 'supplier_quote_leadtime_matrix.xlsx' print('README:') print(pd.read_excel(f, sheet_name='README').to_string()) "Output
README: Supplier Quote & Lead-Time Matrix 0 NaN 1… 13,990 more characters of output in the raw trajectory.
20Bash50k1
Tool execution only — no assistant text
Bashpython3 -c " import pandas as pd pd.set_option('display.max_columns', None) pd.set_option('display.width', 300) pd.set_option('display.max_colwidth', 40) f = 'supplier_quote_leadtime_matrix.xlsx' df = pd.read_excel(f, sheet_name='Quote Matrix') print(df.columns.tolist()) print(df.to_string()) " (+description)
Arguments
Read supplier_quote_leadtime_matrix.xlsx data
python3 -c " import pandas as pd pd.set_option('display.max_columns', None) pd.set_option('display.width', 300) pd.set_option('display.max_colwidth', 40) f = 'supplier_quote_leadtime_matrix.xlsx' df = pd.read_excel(f, sheet_name='Quote Matrix') print(df.columns.tolist()) print(df.to_string()) "Output
['Quote ID', 'RFQ ID', 'Source ID', 'Alloy', 'Material Spec', 'Temper / Condition', 'Product Form', 'Quoted Qty (lb)', 'Unit Price ($/lb)', 'Extended Cost ($)', 'Lead Time (days)', 'Quoted Receipt Date', 'Cert Offered', 'Melt Country', 'Min Order (lb)', 'Quote Expiry', 'Note'] Quote ID RFQ ID Source ID Alloy Material Spec Temper / Condition Product Form Quoted Qty (lb) Unit Price ($/lb) Extended Cost ($) Lead Time (days) Quoted Receipt Date Cert Offered Melt Country Min Order (lb) Quote Expiry Note 0 QTE-8B3F19 RFQ-1C9E44 SRC-58E1B3 300M AMS 6419 Annealed Bar 250 14.20 3550.0 27 2026-07-26 3.1 USA 150 2026-07-14 Brunderman 1 QTE-7C3A95 RFQ-4B9D52 SRC-D14E8B 2024 AMS-QQ-A-250/4 T351 Plate 400 6.40 2560.0 18… 17,754 more characters of output in the raw trajectory.
22Now let me examine the two remaining source documents — the engineering substitution policy (PDF) and the program priori…58k
Now let me examine the two remaining source documents — the engineering substitution policy (PDF) and the program priority/build schedule (docx).
23user{"type": "text", "text": "Base directory for this skill: /logs/agent/sessions/skills/pdf\n\n# PDF Processing Guide\n\n##…
{"type": "text", "text": "Base directory for this skill: /logs/agent/sessions/skills/pdf\n\n# PDF Processing Guide\n\n## Overview\n\nThis guide covers essential PDF processing operations using Python libraries and command-line tools. For advanced features, JavaScript libraries, and detailed examples, see REFERENCE.md. If you need to fill out a PDF form, read FORMS.md and follow its instructions.\n\n## Quick Start\n\n
python\nfrom pypdf import PdfReader, PdfWriter\n\n# Read a PDF\nreader = PdfReader(\"document.pdf\")\nprint(f\"Pages: {len(reader.pages)}\")\n\n# Extract text\ntext = \"\"\nfor page in reader.pages:\n text += page.extract_text()\n\n\n## Python Libraries\n\n### pypdf - Basic Operations\n\n#### Merge PDFs\npython\nfrom pypdf import PdfWriter, PdfReader\n\nwriter = PdfWriter()\nfor pdf_file in [\"doc1.pdf\", \"doc2.pdf\", \"doc3.pdf\"]:\n reader = PdfReader(pdf_file)\n for page in reader.pages:\n writer.add_page(page)\n\nwith open(\"merged.pdf\", \"wb\") as output:\n writer.write(output)\n\n\n#### Split PDF\npython\nreader = PdfReader(\"input.pdf\")\nfor i, page in enumerate(reader.pages):\n writer = PdfWriter()\n writer.add_page(page)\n with open(f\"page_{i+1}.pdf\", \"wb\") as output:\n writer.write(output)\n\n\n#### Extract Metadata\npython\nreader = PdfReader(\"document.pdf\")\nmeta = reader.metadata\nprint(f\"Title: {meta.title}\")\nprint(f\"Author: {meta.author}\")\nprint(f\"Subject: {meta.subject}\")\nprint(f\"Creator: {meta.creator}\")\n\n\n#### Rotate Pages\npython\nreader = PdfReader(\"input.pdf\")\nwriter = PdfWriter()\n\npage = reader.pages[0]\npage.rotate(90) # Rotate 90 degrees clockwise\nwriter.add_page(page)\n\nwith open(\"rotated.pdf\", \"wb\") as output:\n writer.write(output)\n\n\n### pdfplumber - Text and Table Extraction\n\n#### Extract Text with Layout\n```python\nimport pdfplumber\n\nwith pdfplumber.open("document.pdf") as pdf:\n for page in pdf.pages:\n… 6,114 more characters in the raw trajectory.
24Skill1
Tool execution only — no assistant text
Skillpdf (+args)
Arguments
- skill
pdf- args
Extract all text content from /workspace/data/engineering_material_substitution_policy.pdf
Output
Launching skill: pdf [metadata] success: true commandName: pdf
25user{"type": "text", "text": "Base directory for this skill: /logs/agent/sessions/skills/docx\n\n# DOCX creation, editing, a…
{"type": "text", "text": "Base directory for this skill: /logs/agent/sessions/skills/docx\n\n# DOCX creation, editing, and analysis\n\n## Overview\n\nA .docx file is a ZIP archive containing XML files.\n\n## Quick Reference\n\n| Task | Approach |\n|------|----------|\n| Read/analyze content |
pandocor unpack for raw XML |\n| Create new document | Usedocx-js- see Creating New Documents below |\n| Edit existing document | Unpack → edit XML → repack - see Editing Existing Documents below |\n\n### Converting .doc to .docx\n\nLegacy.docfiles must be converted before editing:\n\nbash\npython scripts/office/soffice.py --headless --convert-to docx document.doc\n\n\n### Reading Content\n\nbash\n# Text extraction with tracked changes\npandoc --track-changes=all document.docx -o output.md\n\n# Raw XML access\npython scripts/office/unpack.py document.docx unpacked/\n\n\n### Converting to Images\n\nbash\npython scripts/office/soffice.py --headless --convert-to pdf document.docx\npdftoppm -jpeg -r 150 document.pdf page\n\n\n### Accepting Tracked Changes\n\nTo produce a clean document with all tracked changes accepted (requires LibreOffice):\n\nbash\npython scripts/accept_changes.py input.docx output.docx\n\n\n---\n\n## Creating New Documents\n\nGenerate .docx files with JavaScript, then validate. Install:npm install -g docx\n\n### Setup\n```javascript\nconst { Document, Packer, Paragraph, TextRun, Table, TableRow, TableCell, ImageRun,\n Header, Footer, AlignmentType, PageOrientation, LevelFormat, ExternalHyperlink,\n InternalHyperlink, Bookmark, FootnoteReferenceRun, PositionalTab,\n PositionalTabAlignment, PositionalTabRelativeTo, PositionalTabLeader,\n TabStopType, TabStopPosition, Column, SectionType,\n TableOfContents, HeadingLevel, BorderStyle, WidthType, ShadingType,\n VerticalAlign, PageNumber, PageBreak } = require('docx');\n\nconst doc = new Document({ sections: [{ children: [/* content */] }… 18,201 more characters in the raw trajectory.
26Skill1
Tool execution only — no assistant text
Skilldocx (+args)
Arguments
- skill
docx- args
Extract all text and table content from /workspace/data/program_priority_build_schedule.docx
Output
Launching skill: docx [metadata] success: true commandName: docx
28Bash71k1
Tool execution only — no assistant text
Bashpython3 -c " import pdfplumber with pdfplumber.open('engineering_material_substitution_policy.pdf') as pdf: print('Pages:', len(pdf.pages)) for i, page in enumerate(pdf.pages): print(f'--- PAGE {i+1} ---') print(page.extract_text()) print() " (+description)
Arguments
Extract text from engineering material substitution policy PDF
python3 -c " import pdfplumber with pdfplumber.open('engineering_material_substitution_policy.pdf') as pdf: print('Pages:', len(pdf.pages)) for i, page in enumerate(pdf.pages): print(f'--- PAGE {i+1} ---') print(page.extract_text()) print() "Output
Pages: 2 --- PAGE 1 --- ENGINEERING MATERIAL SUBSTITUTION POLICY ENG-MSP-Rev H | Controlled Copy Engineering Material Substitution Policy Document ENG-MSP, Revision H (cid:127) Effective 2026-05-15 (cid:127) Supersedes Rev G (2025-09-02) Approval authority: M. Caldera, Chief Engineer (Materials & Process); co-signed K. Brennan, Director of Quality. Applicability: all certified door and hinge mechanism assemblies sourced under the 2026 build wave. 1. Purpose and Authority This policy defines the only material substitutions that may be applied to released engineering material callouts without a separate, document-controlled deviation. A material lot or supplier quote may be treated as covering a requirement only when the alloy, specification, temper or condition, and product form either match the callout exactly or fall within an allowance enumerated in Section 4. Any condition not expressly permitted here is prohibited and requires an approved Material Review Board (MRB) disposition or
… 13,020 more characters of output in the raw trajectory.
29Bash1
Tool execution only — no assistant text
Bashpandoc --track-changes=all program_priority_build_schedule.docx -o /tmp/program_priority.md && cat /tmp/program_priority.md (+description)
Arguments
Convert program priority build schedule docx to markdown
pandoc --track-changes=all program_priority_build_schedule.docx -o /tmp/program_priority.md && cat /tmp/program_priority.md
Output
Exit code 127 /bin/bash: line 1: pandoc: command not found [error] tool reported failure
31Bash74k1
Tool execution only — no assistant text
Bashpython3 - <<'EOF' import zipfile path = "program_priority_build_schedule.docx" with zipfile.ZipFile(path) as z: print(z.namelist()) EOF (+description)
Arguments
Inspect docx internal structure
python3 - <<'EOF' import zipfile path = "program_priority_build_schedule.docx" with zipfile.ZipFile(path) as z: print(z.namelist()) EOFOutput
['word/', 'word/_rels/', 'word/_rels/document.xml.rels', 'word/document.xml', 'word/styles.xml', 'docProps/', 'docProps/core.xml', 'word/numbering.xml', '_rels/', '_rels/.rels', 'word/_rels/header1.xml.rels', 'word/_rels/footer1.xml.rels', 'word/header1.xml', 'word/footer1.xml', '[Content_Types].xml', 'docProps/custom.xml', 'docProps/app.xml', 'word/footnotes.xml', 'word/_rels/footnotes.xml.rels', 'word/endnotes.xml', 'word/_rels/endnotes.xml.rels', 'word/settings.xml', 'word/comments.xml', 'word/_rels/comments.xml.rels', 'word/fontTable.xml', 'word/_rels/fontTable.xml.rels'] [stdout] ['word/', 'word/_rels/', 'word/_rels/document.xml.rels', 'word/document.xml', 'word/styles.xml', 'docProps/', 'docProps/core.xml', 'word/numbering.xml', '_rels/', '_rels/.rels', 'word/_rels/header1.xml.rels', 'word/_rels/footer1.xml.rels', 'word/header1.xml', 'word/footer1.xml', '[Content_Types].xml', 'docProps/custom.xml', 'docProps/app.xml', 'word/footnotes.xml', 'word/_rels/footnotes.xml.rels', 'word/
… 214 more characters of output in the raw trajectory.
33Bash75k1
Tool execution only — no assistant text
Bashfind /logs/agent/sessions/skills/docx -iname "*.py" | head -50 (+description)
Arguments
Locate docx skill helper scripts
find /logs/agent/sessions/skills/docx -iname "*.py" | head -50
Output
/logs/agent/sessions/skills/docx/scripts/accept_changes.py /logs/agent/sessions/skills/docx/scripts/comment.py /logs/agent/sessions/skills/docx/scripts/__init__.py /logs/agent/sessions/skills/docx/scripts/office/unpack.py /logs/agent/sessions/skills/docx/scripts/office/pack.py /logs/agent/sessions/skills/docx/scripts/office/validate.py /logs/agent/sessions/skills/docx/scripts/office/soffice.py /logs/agent/sessions/skills/docx/scripts/office/helpers/merge_runs.py /logs/agent/sessions/skills/docx/scripts/office/helpers/__init__.py /logs/agent/sessions/skills/docx/scripts/office/helpers/simplify_redlines.py /logs/agent/sessions/skills/docx/scripts/office/validators/docx.py /logs/agent/sessions/skills/docx/scripts/office/validators/base.py /logs/agent/sessions/skills/docx/scripts/office/validators/pptx.py /logs/agent/sessions/skills/docx/scripts/office/validators/redlining.py /logs/agent/sessions/skills/docx/scripts/office/validators/__init__.py [stdout] /logs/agent/sessions/skills/docx/s
… 960 more characters of output in the raw trajectory.
34Bash75k1
Tool execution only — no assistant text
Bashpython3 /logs/agent/sessions/skills/docx/scripts/office/unpack.py program_priority_build_schedule.docx /tmp/pp_unpacked/ && echo "---DOCUMENT---" && cat /tmp/pp_unpacked/word/document.xml | python3 -c " import sys, re content = sys.stdin.read() # strip tags to get readable text but keep table structure markers print(content) " | head -400 (+description)
Arguments
Unpack docx and view document.xml
python3 /logs/agent/sessions/skills/docx/scripts/office/unpack.py program_priority_build_schedule.docx /tmp/pp_unpacked/ && echo "---DOCUMENT---" && cat /tmp/pp_unpacked/word/document.xml | python3 -c " import sys, re content = sys.stdin.read() # strip tags to get readable text but keep table structure markers print(content) " | head -400
Output
Unpacked program_priority_build_schedule.docx (22 XML files), simplified 0 tracked changes, merged 0 runs ---DOCUMENT--- <?xml version="1.0" encoding="UTF-8"?><w:document xmlns:wpc="http://schemas.microsoft.com/office/word/2010/wordprocessingCanvas" xmlns:mc="http://schemas.openxmlformats.org/markup-compatibility/2006" xmlns:o="urn:schemas-microsoft-com:office:office" xmlns:r="http://schemas.openxmlformats.org/officeDocument/2006/relationships" xmlns:m="http://schemas.openxmlformats.org/officeDocument/2006/math" xmlns:v="urn:schemas-microsoft-com:vml" xmlns:wp14="http://schemas.microsoft.com/office/word/2010/wordprocessingDrawing" xmlns:wp="http://schemas.openxmlformats.org/drawingml/2006/wordprocessingDrawing" xmlns:w10="urn:schemas-microsoft-com:office:word" xmlns:w="http://schemas.openxmlformats.org/wordprocessingml/2006/main" xmlns:w14="http://schemas.microsoft.com/office/word/2010/wordml" xmlns:w15="http://schemas.microsoft.com/office/word/2012/wordml" xmlns:wpg="http://schemas.mi
… 32,922 more characters of output in the raw trajectory.
36Bash84k1
Tool execution only — no assistant text
Bashpip show python-docx >/dev/null 2>&1 && echo "python-docx available" || pip install python-docx --quiet 2>&1 | tail -5 (+description)
Arguments
Check for python-docx library
pip show python-docx >/dev/null 2>&1 && echo "python-docx available" || pip install python-docx --quiet 2>&1 | tail -5
Output
python-docx available [stdout] python-docx available [metadata] noOutputExpected: false
37Bash84k1
Tool execution only — no assistant text
Bashpython3 - <<'EOF' import docx d = docx.Document("program_priority_build_schedule.docx") for block in d.element.body: tag = block.tag.split('}')[-1] if tag == 'p': from docx.text.paragraph import Paragraph p = Paragraph(block, d) if p.text.strip(): print("P:", p.text) elif tag == 'tbl': from docx.table import Table t = Table(block, d) print("--- TABLE START ---") for row in t.rows: print(" | ".join(cell.text.strip() for cell in row.cells)) print("--- TABLE E
Arguments
python3 - <<'EOF' import docx d = docx.Document("program_priority_build_schedule.docx") for block in d.element.body: tag = block.tag.split('}')[-1] if tag == 'p': from docx.text.paragraph import Paragraph p = Paragraph(block, d) if p.text.strip(): print("P:", p.text) elif tag == 'tbl': from docx.table import Table t = Table(block, d) print("--- TABLE START ---") for row in t.rows: print(" | ".join(cell.text.strip() for cell in row.cells)) print("--- TABLE E… 92 more characters of arguments in the raw trajectory.
Output
P: Program Priority & Build Schedule P: 2026 Q3 Door/Hinge Mechanism Build Wave — Production Control Release PC-2026-0618 P: Issued by: Production Control & Program Management Office (PMO). Distribution: Sourcing, Materials Planning, Quality, MRB. Status as of 2026-06-19. P: 1. Purpose P: This release fixes program priority ranking and committed build dates for the current review cycle. Where multiple programs compete for the same eligible material, allocation shall favor the higher-priority program (lower priority rank number). Contractual country-of-origin and specialty-metals restrictions stated in Section 3 are flowed from the customer contracts and are binding on sourcing decisions; they are not discretionary and may not be relaxed for cost or schedule convenience. P: 2. Program Priority Ranking and Build Commitments --- TABLE START --- Program ID | Program / Assembly | Customer | Priority Rank | Build Start | Restriction PRG-RAVEN | Raven Cargo Door Actuation Hinge | Lockmar De
… 7,034 more characters of output in the raw trajectory.
39Bash86k1
Tool execution only — no assistant text
Bashpython3 - <<'EOF' import docx d = docx.Document("program_priority_build_schedule.docx") try: comments_part = d.part.package.part_related_by("http://schemas.openxmlformats.org/officeDocument/2006/relationships/comments") print(comments_part.blob.decode('utf-8', errors='ignore')) except Exception as e: print("no comments part via that method:", e) EOF cat /tmp/pp_unpacked/word/comments.xml 2>/dev/null | head -100 (+description)
Arguments
Check for embedded comments in the docx
python3 - <<'EOF' import docx d = docx.Document("program_priority_build_schedule.docx") try: comments_part = d.part.package.part_related_by("http://schemas.openxmlformats.org/officeDocument/2006/relationships/comments") print(comments_part.blob.decode('utf-8', errors='ignore')) except Exception as e: print("no comments part via that method:", e) EOF cat /tmp/pp_unpacked/word/comments.xml 2>/dev/null | head -100Output
no comments part via that method: "no relationship of type 'http://schemas.openxmlformats.org/officeDocument/2006/relationships/comments' in collection" <?xml version="1.0" encoding="utf-8"?> <w:comments xmlns:cx="http://schemas.microsoft.com/office/drawing/2014/chartex" xmlns:cx1="http://schemas.microsoft.com/office/drawing/2015/9/8/chartex" xmlns:cx2="http://schemas.microsoft.com/office/drawing/2015/10/21/chartex" xmlns:cx3="http://schemas.microsoft.com/office/drawing/2016/5/9/chartex" xmlns:cx4="http://schemas.microsoft.com/office/drawing/2016/5/10/chartex" xmlns:cx5="http://schemas.microsoft.com/office/drawing/2016/5/11/chartex" xmlns:cx6="http://schemas.microsoft.com/office/drawing/2016/5/12/chartex" xmlns:cx7="http://schemas.microsoft.com/office/drawing/2016/5/13/chartex" xmlns:cx8="http://schemas.microsoft.com/office/drawing/2016/5/14/chartex" xmlns:mc="http://schemas.openxmlformats.org/markup-compatibility/2006" xmlns:aink="http://schemas.microsoft.com/office/drawing/2016/ink"
… 3,816 more characters of output in the raw trajectory.
41Now I have all six inputs read. This is a complex multi-way join (26 requirements × 24 lots × 32 quotes with compliance…116k
Now I have all six inputs read. This is a complex multi-way join (26 requirements × 24 lots × 32 quotes with compliance filters), so I'll encode the matching logic in a script to avoid manual arithmetic errors, then verify edge cases by hand.
42Bash1
Tool execution only — no assistant text
Bashmkdir -p /workspace/output /tmp/analysis cat > /tmp/analysis/build.py << 'PYEOF' import pandas as pd from datetime import date TODAY = date(2026, 8, 21) demand = pd.read_excel('/workspace/data/material_demand_forecast.xlsx', sheet_name='Demand Forecast') inv = pd.read_excel('/workspace/data/inventory_lot_cert_snapshot.xlsx', sheet_name='Lot Snapshot') amsl = pd.read_excel('/workspace/data/approved_material_source_list.xlsx', sheet_name='Source List') quotes = pd.read_excel('/workspace/data/supplier_quote_leadtime_matrix.xlsx', sheet_name='Quote Matrix') amsl_idx = am
Arguments
mkdir -p /workspace/output /tmp/analysis cat > /tmp/analysis/build.py << 'PYEOF' import pandas as pd from datetime import date TODAY = date(2026, 8, 21) demand = pd.read_excel('/workspace/data/material_demand_forecast.xlsx', sheet_name='Demand Forecast') inv = pd.read_excel('/workspace/data/inventory_lot_cert_snapshot.xlsx', sheet_name='Lot Snapshot') amsl = pd.read_excel('/workspace/data/approved_material_source_list.xlsx', sheet_name='Source List') quotes = pd.read_excel('/workspace/data/supplier_quote_leadtime_matrix.xlsx', sheet_name='Quote Matrix') amsl_idx = am… 10,145 more characters of arguments in the raw trajectory.
Output
Traceback (most recent call last): File "/tmp/analysis/build.py", line 177, in <module> 'Form': req['Product Form'], 'need': need, 'need_by': str(req['Need-By Date'].date()), ^^^^^^^^^^^^^^^^^^^^^^^^ AttributeError: 'str' object has no attribute 'date' [stdout] Traceback (most recent call last): File "/tmp/analysis/build.py", line 177, in <module> 'Form': req['Product Form'], 'need': need, 'need_by': str(req['Need-By Date'].date()), ^^^^^^^^^^^^^^^^^^^^^^^^ AttributeError: 'str' object has no attribute 'date' [metadata] noOutputExpected: true44Bash117k1
Tool execution only — no assistant text
Bashpython3 -c " import pandas as pd demand = pd.read_excel('/workspace/data/material_demand_forecast.xlsx', sheet_name='Demand Forecast') print(demand.dtypes) print(demand['Need-By Date'].head()) " (+description)
Arguments
Check dtype of Need-By Date column
python3 -c " import pandas as pd demand = pd.read_excel('/workspace/data/material_demand_forecast.xlsx', sheet_name='Demand Forecast') print(demand.dtypes) print(demand['Need-By Date'].head()) "Output
Requirement ID object Program ID object Program Name object Alloy object Material Spec object Temper / Condition object Product Form object Net Required Usable Qty (lb) int64 UOM object Need-By Date object MRP Firmed object Planner Note object dtype: object 0 2026-08-10 1 2026-08-05 2 2026-08-03 3 2026-08-12 4 2026-08-24 Name: Need-By Date, dtype: object [stdout] Requirement ID object Program ID object Program Name object Alloy object Material Spec object Temper / Condition object Product Form object Net Required Usable Qty (lb) int64 UOM object Need-By Date object MRP
… 240 more characters of output in the raw trajectory.
45It's stored as strings, not datetimes. Let me fix the script to parse dates explicitly.118k
It's stored as strings, not datetimes. Let me fix the script to parse dates explicitly.
46Bash1
Tool execution only — no assistant text
Bashcd /tmp/analysis && python3 -c " import re with open('build.py') as f: content = f.read() content = content.replace( \"demand = pd.read_excel('/workspace/data/material_demand_forecast.xlsx', sheet_name='Demand Forecast')\", \"demand = pd.read_excel('/workspace/data/material_demand_forecast.xlsx', sheet_name='Demand Forecast')\nfor col in ['Need-By Date']:\n demand[col] = pd.to_datetime(demand[col])\" ) content = content.replace( \"quotes = pd.read_excel('/workspace/data/supplier_quote_leadtime_matrix.xlsx', sheet_name='Quote Matrix')\",
Arguments
cd /tmp/analysis && python3 -c " import re with open('build.py') as f: content = f.read() content = content.replace( \"demand = pd.read_excel('/workspace/data/material_demand_forecast.xlsx', sheet_name='Demand Forecast')\", \"demand = pd.read_excel('/workspace/data/material_demand_forecast.xlsx', sheet_name='Demand Forecast')\nfor col in ['Need-By Date']:\n demand[col] = pd.to_datetime(demand[col])\" ) content = content.replace( \"quotes = pd.read_excel('/workspace/data/supplier_quote_leadtime_matrix.xlsx', sheet_name='Quote Matrix')\",… 769 more characters of arguments in the raw trajectory.
Output
patched 8: demand[col] = pd.to_datetime(demand[col]) 11: inv[col] = pd.to_datetime(inv[col]) 15: quotes[col] = pd.to_datetime(quotes[col]) Shell cwd was reset to /workspace [stdout] patched 8: demand[col] = pd.to_datetime(demand[col]) 11: inv[col] = pd.to_datetime(inv[col]) 15: quotes[col] = pd.to_datetime(quotes[col]) [stderr] Shell cwd was reset to /workspace [metadata] noOutputExpected: false
47Bash118k1
Tool execution only — no assistant text
Bashcd /tmp/analysis && python3 build.py 2>&1 | head -400
Arguments
cd /tmp/analysis && python3 build.py 2>&1 | head -400
Output
REQ-C9T1 | PRG-RAVEN (rank1, DFARS) | 300M AMS 6419 Annealed Bar | need 176 by 2026-08-03 [PAST DUE] Inventory allocated: 0.0 lb | shortfall: 176.0 lb [X] LOT-2B7E54 (SRC-C2F9A7) total_usable=214.6 avail_at_eval=214.6 drawn=0.0 | Melt origin China (Non-qualifying) fails DFARS restriction Q[X] QTE-8B3F19 (SRC-58E1B3) qty=250 $14.2/lb lead=27d receipt=2026-07-26 minord=150 | Quote expired 2026-07-14 00:00:00 (today 2026-08-21) - requires re-quote Q[X] QTE-4E9A72 (SRC-C2F9A7) qty=300 $9.55/lb lead=20d receipt=2026-07-19 minord=150 | Quote expired 2026-07-09 00:00:00 (today 2026-08-21) - requires re-quote; Melt origin China (Non-qualifying) fails DFARS restriction REQ-H4A2 | PRG-RAVEN (rank1, DFARS) | 7075 AMS-QQ-A-250/12 T7351 Plate | need 842 by 2026-08-10 [PAST DUE] Inventory allocated: 516.6 lb | shortfall: 325.4 lb [OK] LOT-7F3A2B (SRC-9F2A41) total_usable=516.6 avail_at_eval=516.6 drawn=516.6 | None [X] LOT-5C9A16 (SRC-7A6D52) total_usable=736.0 avail_… 43,592 more characters of output in the raw trajectory.
49Let me pull out all the flagged compliance issues systematically to make sure I haven't missed any edge cases, and compu…144k
Let me pull out all the flagged compliance issues systematically to make sure I haven't missed any edge cases, and compute program-level rollups.
50Bash1
Tool execution only — no assistant text
Bashcd /tmp/analysis && python3 -c " import json with open('results.json') as f: results = json.load(f) print('=== ALL DISTINCT LOT/QUOTE ISSUE REASONS SEEN ===') issues_seen = set() for r in results: for l in r['lot_detail']: if l['issues'] != 'None': for part in l['issues'].split('; '): # strip specific IDs to see categories issues_seen.add(part.split('(')[0].strip()) for q in r['quote_detail']: if q['issues'] != 'None': for part in q['issues'].split('; '): issues_see
Arguments
cd /tmp/analysis && python3 -c " import json with open('results.json') as f: results = json.load(f) print('=== ALL DISTINCT LOT/QUOTE ISSUE REASONS SEEN ===') issues_seen = set() for r in results: for l in r['lot_detail']: if l['issues'] != 'None': for part in l['issues'].split('; '): # strip specific IDs to see categories issues_seen.add(part.split('(')[0].strip()) for q in r['quote_detail']: if q['issues'] != 'None': for part in q['issues'].split('; '): issues_see… 1,802 more characters of arguments in the raw trajectory.
Output
=== ALL DISTINCT LOT/QUOTE ISSUE REASONS SEEN === - Cert offered C of C does not satisfy 3.1/3.2 requirement - Cert type C of C does not satisfy 3.1/3.2 requirement - Melt origin China - Melt origin Russia - On hold - Quote expired 2026-07-08 00:00:00 - Quote expired 2026-07-09 00:00:00 - Quote expired 2026-07-10 00:00:00 - Quote expired 2026-07-12 00:00:00 - Quote expired 2026-07-14 00:00:00 - Quote expired 2026-07-15 00:00:00 - Quote expired 2026-07-17 00:00:00 - Quote expired 2026-07-18 00:00:00 - Quote expired 2026-07-19 00:00:00 - Quote expired 2026-07-20 00:00:00 - Quote expired 2026-07-21 00:00:00 - Quote expired 2026-07-22 00:00:00 - Quote expired 2026-07-23 00:00:00 - Quote expired 2026-07-24 00:00:00 - Quote expired 2026-07-25 00:00:00 - Quote expired 2026-07-28 00:00:00 - Quote expired 2026-08-01 00:00:00 - Quote expired 2026-08-02 00:00:00 - Quote expired 2026-08-05 00:00:00 - Quoted receipt 2026-08-14 on/after need-by 2026-08-10 - schedule infeasib
… 6,576 more characters of output in the raw trajectory.
52Bash148k1
Tool execution only — no assistant text
Bashcd /tmp/analysis && python3 -c " import json with open('results.json') as f: results = json.load(f) for r in results: if r['Requirement ID']=='REQ-C9T1': for q in r['quote_detail']: print(q) "
Arguments
cd /tmp/analysis && python3 -c " import json with open('results.json') as f: results = json.load(f) for r in results: if r['Requirement ID']=='REQ-C9T1': for q in r['quote_detail']: print(q) "Output
{'Quote ID': 'QTE-8B3F19', 'Source ID': 'SRC-58E1B3', 'eligible_if_reissued': False, 'eligible_ignoring_expiry': False, 'expired': True, 'qty': 250, 'price': 14.2, 'ext_cost': 3550.0, 'lead_time': 27, 'receipt': '2026-07-26', 'min_order': 150, 'issues': 'Quote expired 2026-07-14 00:00:00 (today 2026-08-21) - requires re-quote'} {'Quote ID': 'QTE-4E9A72', 'Source ID': 'SRC-C2F9A7', 'eligible_if_reissued': False, 'eligible_ignoring_expiry': False, 'expired': True, 'qty': 300, 'price': 9.55, 'ext_cost': 2865.0, 'lead_time': 20, 'receipt': '2026-07-19', 'min_order': 150, 'issues': 'Quote expired 2026-07-09 00:00:00 (today 2026-08-21) - requires re-quote; Melt origin China (Non-qualifying) fails DFARS restriction'} Shell cwd was reset to /workspace [stdout] {'Quote ID': 'QTE-8B3F19', 'Source ID': 'SRC-58E1B3', 'eligible_if_reissued': False, 'eligible_ignoring_expiry': False, 'expired': True, 'qty': 250, 'price': 14.2, 'ext_cost': 3550.0, 'lead_time': 27, 'receipt': '2026-07-26', 'min_order… 566 more characters of output in the raw trajectory.
54I found a labeling bug in my eligibility flag — let me fix it and add a forward-looking projection (if a PO were release…151k
I found a labeling bug in my eligibility flag — let me fix it and add a forward-looking projection (if a PO were released today, would the supplier's last-quoted lead time still land before need-by?), which is the actionable question for re-quoting.
55Bash1
Tool execution only — no assistant text
Bashcd /tmp/analysis && python3 - <<'EOF' import pandas as pd from datetime import date, timedelta TODAY = date(2026, 8, 21) demand = pd.read_excel('/workspace/data/material_demand_forecast.xlsx', sheet_name='Demand Forecast') demand['Need-By Date'] = pd.to_datetime(demand['Need-By Date']) inv = pd.read_excel('/workspace/data/inventory_lot_cert_snapshot.xlsx', sheet_name='Lot Snapshot') amsl = pd.read_excel('/workspace/data/approved_material_source_list.xlsx', sheet_name='Source List') quotes = pd.read_excel('/workspace/data/supplier_quote_leadtime_matrix.xlsx', sheet_name=
Arguments
cd /tmp/analysis && python3 - <<'EOF' import pandas as pd from datetime import date, timedelta TODAY = date(2026, 8, 21) demand = pd.read_excel('/workspace/data/material_demand_forecast.xlsx', sheet_name='Demand Forecast') demand['Need-By Date'] = pd.to_datetime(demand['Need-By Date']) inv = pd.read_excel('/workspace/data/inventory_lot_cert_snapshot.xlsx', sheet_name='Lot Snapshot') amsl = pd.read_excel('/workspace/data/approved_material_source_list.xlsx', sheet_name='Source List') quotes = pd.read_excel('/workspace/data/supplier_quote_leadtime_matrix.xlsx', sheet_name=… 2,638 more characters of arguments in the raw trajectory.
Output
Requirement ID Program ID Need-By Quote ID Source ID compliant_supplier appr_status fam_ok cert_ok orig_ok melt_country lead_time projected_receipt_if_requoted_today projected_feasible unit_price last_quoted_qty min_order 0 REQ-C9T1 PRG-RAVEN 2026-08-03 QTE-8B3F19 SRC-58E1B3 True Approved True True True USA 27 2026-09-17 False 14.20 250 150 2 REQ-H4A2 PRG-RAVEN 2026-08-10 QTE-F1C8A6 SRC-7B2F60 True Approved True True True USA 34 2026-09-24 False 9.95 450 250 4 REQ-H4A2 PRG-RAVEN 2026-08-10 QTE-A3F91C SRC-9F2A41 True Approved True True True USA 26 2026-09-16 False 9.40 600 250 5 REQ-K9P1
… 25,199 more characters of output in the raw trajectory.
57Bash164k1
Tool execution only — no assistant text
Bashcd /tmp/analysis && python3 - <<'EOF' import pandas as pd, json with open('results.json') as f: results = json.load(f) rq = pd.read_csv('requote_candidates.csv') rows = [] for r in results: if r['inv_shortfall'] <= 0: continue cands = rq[(rq['Requirement ID']==r['Requirement ID']) & (rq['compliant_supplier']==True)].copy() feas = cands[cands['projected_feasible']==True].sort_values('unit_price') if len(feas): pick = feas.iloc[0] status = 'Re-quote now - schedule holds at prior lead time' elif len(cands): pic
Arguments
cd /tmp/analysis && python3 - <<'EOF' import pandas as pd, json with open('results.json') as f: results = json.load(f) rq = pd.read_csv('requote_candidates.csv') rows = [] for r in results: if r['inv_shortfall'] <= 0: continue cands = rq[(rq['Requirement ID']==r['Requirement ID']) & (rq['compliant_supplier']==True)].copy() feas = cands[cands['projected_feasible']==True].sort_values('unit_price') if len(feas): pick = feas.iloc[0] status = 'Re-quote now - schedule holds at prior lead time' elif len(cands): pic… 2,656 more characters of arguments in the raw trajectory.
Output
Requirement ID Program ID rank need_by past_due mrp_firmed shortfall_lb status recommended_source recommended_quote_ref (expired benchmark) last_unit_price last_lead_time_days projected_receipt_if_requoted_today projected_feasible min_order_lb recommended_order_qty_lb indicative_cost_usd 0 REQ-C9T1 PRG-RAVEN 1 2026-08-03 True Y 176.0 NO compliant supplier currently projects on-time delivery - escalate regardless of award SRC-58E1B3 QTE-8B3F19 14.20 27 2026-09-17 False 150 176.0 2499.20 1 REQ-H4A2 PRG-RAVEN 1 2026-08-10 True Y 325.4 NO compliant supplier currently projects on-time delivery - escalate regardless of award SRC-9F2A41
… 12,031 more characters of output in the raw trajectory.
59Now I have a complete, verified analytical picture. Let me consolidate everything into clean structured data, then build…172k
Now I have a complete, verified analytical picture. Let me consolidate everything into clean structured data, then build the two deliverables. I'll start with a consolidated analysis script that produces all the tables needed for the workbook.
60Bash1
Tool execution only — no assistant text
Bashpip list 2>/dev/null | grep -i openpyxl
Arguments
pip list 2>/dev/null | grep -i openpyxl
Output
openpyxl 3.1.5 [stdout] openpyxl 3.1.5 [metadata] noOutputExpected: false
62Write178k1
Tool execution only — no assistant text
Write/tmp/analysis/full_build.py (+content)
Arguments
- file_path
/tmp/analysis/full_build.py- content
import pandas as pd import json from datetime import date, timedelta TODAY = date(2026, 8, 21) demand = pd.read_excel('/workspace/data/material_demand_forecast.xlsx', sheet_name='Demand Forecast') demand['Need-By Date'] = pd.to_datetime(demand['Need-By Date']) inv = pd.read_excel('/workspace/data/inventory_lot_cert_snapshot.xlsx', sheet_name='Lot Snapshot') inv['Received Date'] = pd.to_datetime(inv['Received Date']) amsl = pd.read_excel('/workspace/data/approved_material_source_list.xlsx', sheet_name='Source List') quotes = pd.
… 12,118 more characters of arguments in the raw trajectory.
Output
File created successfully at: /tmp/analysis/full_build.py (file state is current in your context — no need to Read it back) [metadata] type: create filePath: /tmp/analysis/full_build.py content: | import pandas as pd import json from datetime import date, timedelta TODAY = date(2026, 8, 21) demand = pd.read_excel('/workspace/data/material_demand_forecast.xlsx', sheet_name='Demand Forecast') demand['Need-By Date'] = pd.to_datetime(demand['Need-By Date']) inv = pd.read_excel('/workspace/data/inventory_lot_cert_snapshot.xlsx', sheet_name='Lot Snapshot') inv['Received Date'] = pd.to_datetime(inv['Received Date']) amsl = pd.read_excel('/workspace/data/approved_material_source_list.xlsx', sheet_name='Source List') quotes = pd.read_excel('/workspace/data/supplier_quote_leadtime_matrix.xlsx', sheet_name='Quote Matrix') quotes['Quoted Receipt Date'] = pd.to_datetime(quotes['Quoted Receipt Date']) quotes['Quote Expiry'] = pd.to_datetime(quotes['Quote Expiry']) amsl… 11,942 more characters of output in the raw trajectory.
63Bash179k1
Tool execution only — no assistant text
Bashcd /tmp/analysis && python3 full_build.py
Arguments
cd /tmp/analysis && python3 full_build.py
Output
Requirements: 26 Fully covered (0 shortfall): 11 Short: 15 Total need: 8960 Total allocated: 5857.3 Total shortfall: 3102.7 Quotes total: 32 Expired: 30 Any-actionable quotes: 2 Lots total: 24 Baseline clean: 17 Past-due requirements: 4 OK build complete Shell cwd was reset to /workspace [stdout] Requirements: 26 Fully covered (0 shortfall): 11 Short: 15 Total need: 8960 Total allocated: 5857.3 Total shortfall: 3102.7 Quotes total: 32 Expired: 30 Any-actionable quotes: 2 Lots total: 24 Baseline clean: 17 Past-due requirements: 4 OK build complete [stderr] Shell cwd was reset to /workspace [metadata] noOutputExpected: false
65Now let me build the shortfall action plan and the material-group contention log as clean tables, then generate the work…181k
Now let me build the shortfall action plan and the material-group contention log as clean tables, then generate the workbook.
66Bash1
Tool execution only — no assistant text
Bashcd /tmp/analysis && python3 - <<'EOF' import pandas as pd req_df = pd.read_pickle('req_df.pkl') inv = pd.read_pickle('inv_df.pkl') quotes = pd.read_pickle('quotes_df.pkl') req_quote_df = pd.read_pickle('req_quote_df.pkl') rows = [] for _, r in req_df[req_df['inv_shortfall']>0].iterrows(): sub = req_quote_df[(req_quote_df['Requirement ID']==r['Requirement ID']) & (req_quote_df['compliant_supplier']==True)] sub = sub.merge(quotes[['Quote ID','Source ID','Unit Price ($/lb)','Lead Time (days)','Min Order (lb)','Melt Country']], on='Quote ID') feas = sub[sub['p
Arguments
cd /tmp/analysis && python3 - <<'EOF' import pandas as pd req_df = pd.read_pickle('req_df.pkl') inv = pd.read_pickle('inv_df.pkl') quotes = pd.read_pickle('quotes_df.pkl') req_quote_df = pd.read_pickle('req_quote_df.pkl') rows = [] for _, r in req_df[req_df['inv_shortfall']>0].iterrows(): sub = req_quote_df[(req_quote_df['Requirement ID']==r['Requirement ID']) & (req_quote_df['compliant_supplier']==True)] sub = sub.merge(quotes[['Quote ID','Source ID','Unit Price ($/lb)','Lead Time (days)','Min Order (lb)','Melt Country']], on='Quote ID') feas = sub[sub['p… 2,633 more characters of arguments in the raw trajectory.
Output
Requirement ID Program ID shortfall_lb tier recommended_source last_unit_price projected_feasible recommended_order_qty_lb indicative_cost_usd 0 REQ-C9T1 PRG-RAVEN 176.0 CRITICAL - no compliant supplier currently projects on-time delivery SRC-58E1B3 14.20 False 176.0 2499.20 1 REQ-H4A2 PRG-RAVEN 325.4 CRITICAL - no compliant supplier currently projects on-time delivery SRC-9F2A41 9.40 False 325.4 3058.76 2 REQ-B6N3 PRG-SABLE 268.0 CRITICAL - no compliant supplier currently projects on-time delivery SRC-9F2A41 9.40 False 268.0 2519.20 3 REQ-L8Q4 PRG-SABLE 287.0 CRITICAL - no compliant supplier currently projects on-time delivery SRC
… 7,807 more characters of output in the raw trajectory.
68Write190k1
Tool execution only — no assistant text
Write/tmp/analysis/make_workbook.py (+content)
Arguments
- file_path
/tmp/analysis/make_workbook.py- content
import pandas as pd from openpyxl import Workbook from openpyxl.styles import Font, PatternFill, Alignment, Border, Side from openpyxl.utils import get_column_letter from openpyxl.worksheet.datavalidation import DataValidation req_df = pd.read_pickle('/tmp/analysis/req_df.pkl') inv = pd.read_pickle('/tmp/analysis/inv_df.pkl') quotes = pd.read_pickle('/tmp/analysis/quotes_df.pkl') req_lot_df = pd.read_pickle('/tmp/analysis/req_lot_df.pkl') req_quote_df = pd.read_pickle('/tmp/analysis/req_quote_df.pkl') amsl = pd.read_pickle('/
… 16,428 more characters of arguments in the raw trajectory.
Output
File created successfully at: /tmp/analysis/make_workbook.py (file state is current in your context — no need to Read it back) [metadata] type: create filePath: /tmp/analysis/make_workbook.py content: | import pandas as pd from openpyxl import Workbook from openpyxl.styles import Font, PatternFill, Alignment, Border, Side from openpyxl.utils import get_column_letter from openpyxl.worksheet.datavalidation import DataValidation req_df = pd.read_pickle('/tmp/analysis/req_df.pkl') inv = pd.read_pickle('/tmp/analysis/inv_df.pkl') quotes = pd.read_pickle('/tmp/analysis/quotes_df.pkl') req_lot_df = pd.read_pickle('/tmp/analysis/req_lot_df.pkl') req_quote_df = pd.read_pickle('/tmp/analysis/req_quote_df.pkl') amsl = pd.read_pickle('/tmp/analysis/amsl_df.pkl') action_df = pd.read_pickle('/tmp/analysis/action_df.pkl') TODAY_STR = "2026-08-21" FONT_NAME = "Arial" NAVY = "1F3864" LIGHT_BLUE = "D9E2F3" RED_FILL = "F8CBCB" YELLOW_FILL = "FFF2CC" GREEN_… 16,255 more characters of output in the raw trajectory.
69Bash191k1
Tool execution only — no assistant text
Bashcd /tmp/analysis && python3 make_workbook.py
Arguments
cd /tmp/analysis && python3 make_workbook.py
Output
Saved part 1 (sheets 1-4) Shell cwd was reset to /workspace [stdout] Saved part 1 (sheets 1-4) [stderr] Shell cwd was reset to /workspace [metadata] noOutputExpected: false
71Now let me add the remaining four sheets (allocation log, at-risk/escalations, alternatives considered, and assumptions)…201k
Now let me add the remaining four sheets (allocation log, at-risk/escalations, alternatives considered, and assumptions).
72Write1
Tool execution only — no assistant text
Write/tmp/analysis/make_workbook_part2.py (+content)
Arguments
- file_path
/tmp/analysis/make_workbook_part2.py- content
import pandas as pd from openpyxl import load_workbook from openpyxl.styles import Font, PatternFill, Alignment, Border, Side from openpyxl.utils import get_column_letter req_df = pd.read_pickle('/tmp/analysis/req_df.pkl') inv = pd.read_pickle('/tmp/analysis/inv_df.pkl') quotes = pd.read_pickle('/tmp/analysis/quotes_df.pkl') req_lot_df = pd.read_pickle('/tmp/analysis/req_lot_df.pkl') req_quote_df = pd.read_pickle('/tmp/analysis/req_quote_df.pkl') action_df = pd.read_pickle('/tmp/analysis/action_df.pkl') FONT_NAME = "
… 24,556 more characters of arguments in the raw trajectory.
Output
File created successfully at: /tmp/analysis/make_workbook_part2.py (file state is current in your context — no need to Read it back) [metadata] type: create filePath: /tmp/analysis/make_workbook_part2.py content: | import pandas as pd from openpyxl import load_workbook from openpyxl.styles import Font, PatternFill, Alignment, Border, Side from openpyxl.utils import get_column_letter req_df = pd.read_pickle('/tmp/analysis/req_df.pkl') inv = pd.read_pickle('/tmp/analysis/inv_df.pkl') quotes = pd.read_pickle('/tmp/analysis/quotes_df.pkl') req_lot_df = pd.read_pickle('/tmp/analysis/req_lot_df.pkl') req_quote_df = pd.read_pickle('/tmp/analysis/req_quote_df.pkl') action_df = pd.read_pickle('/tmp/analysis/action_df.pkl') FONT_NAME = "Arial" NAVY = "1F3864" RED_FILL = "F8CBCB" YELLOW_FILL = "FFF2CC" GREEN_FILL = "D9EAD3" GREY_FILL = "F2F2F2" header_font = Font(name=FONT_NAME, size=10, bold=True, color="FFFFFF") header_fill = PatternFill("solid"… 24,389 more characters of output in the raw trajectory.
74Let me clean up a leftover debug line before running.202k
Let me clean up a leftover debug line before running.
75Edit1
Tool execution only — no assistant text
Edit/tmp/analysis/make_workbook_part2.py (+replace_all, old_string, new_string)
Arguments
- replace_all
false- file_path
/tmp/analysis/make_workbook_part2.py- old_string
for i, a in enumerate(action_df.sort_values(['rank','Requirement ID']).itertuples(), start=5): fill = YELLOW_FILL if a.tier.startswith('CRITICAL') else GREEN_FILL if a._12 == 'REQ-E9C1' if False else False: # placeholder unused pass for c in range(1, len(headers6)+1): ws6.cell(row=i, column=c).fill = PatternFill("solid", fgColor=(RED_FILL if a.tier.startswith('CRITICAL') else YELLOW_FILL))- new_string
for i, a in enumerate(action_df.sort_values(['rank','Requirement ID'])
… 202 more characters of arguments in the raw trajectory.
Output
The file /tmp/analysis/make_workbook_part2.py has been updated successfully. (file state is current in your context — no need to Read it back) [metadata] filePath: /tmp/analysis/make_workbook_part2.py oldString: | for i, a in enumerate(action_df.sort_values(['rank','Requirement ID']).itertuples(), start=5): fill = YELLOW_FILL if a.tier.startswith('CRITICAL') else GREEN_FILL if a._12 == 'REQ-E9C1' if False else False: # placeholder unused pass for c in range(1, len(headers6)+1): ws6.cell(row=i, column=c).fill = PatternFill("solid", fgColor=(RED_FILL if a.tier.startswith('CRITICAL') else YELLOW_FILL)) newString: | for i, a in enumerate(action_df.sort_values(['rank','Requirement ID']).itertuples(), start=5): for c in range(1, len(headers6)+1): ws6.cell(row=i, column=c).fill = PatternFill("solid", fgColor=(RED_FILL if a.tier.startswith('CRITICAL') else YELLOW_FILL)) originalFile: null structuredPatch: - oldStart: 119… 724 more characters of output in the raw trajectory.
76Bash202k1
Tool execution only — no assistant text
Bashcd /tmp/analysis && python3 make_workbook_part2.py
Arguments
cd /tmp/analysis && python3 make_workbook_part2.py
Output
/usr/local/lib/python3.11/site-packages/openpyxl/workbook/child.py:99: UserWarning: Title is more than 31 characters. Some applications may not be able to read the file warnings.warn("Title is more than 31 characters. Some applications may not be able to read the file") /usr/local/lib/python3.11/site-packages/openpyxl/workbook/child.py:99: UserWarning: Title is more than 31 characters. Some applications may not be able to read the file warnings.warn("Title is more than 31 characters. Some applications may not be able to read the file") Saved all 8 sheets ['Summary', 'Requirement Coverage', 'Inventory Lot Usability', 'Supplier Quote Feasibility', 'Allocation & Contention Log', 'At-Risk Requirements & Escalations', 'Alternatives Considered & Rejected', 'Assumptions & Interpretations'] Shell cwd was reset to /workspace [stdout] /usr/local/lib/python3.11/site-packages/openpyxl/workbook/child.py:99: UserWarning: Title is more than 31 characters. Some applications may not be able to rea… 722 more characters of output in the raw trajectory.
78Bash203k1
Tool execution only — no assistant text
Bashpython3 -c " names = ['Summary','Requirement Coverage','Inventory Lot Usability','Supplier Quote Feasibility','Allocation & Contention Log','At-Risk Requirements & Escalations','Alternatives Considered & Rejected','Assumptions & Interpretations'] for n in names: print(len(n), n) "
Arguments
python3 -c " names = ['Summary','Requirement Coverage','Inventory Lot Usability','Supplier Quote Feasibility','Allocation & Contention Log','At-Risk Requirements & Escalations','Alternatives Considered & Rejected','Assumptions & Interpretations'] for n in names: print(len(n), n) "Output
7 Summary 20 Requirement Coverage 23 Inventory Lot Usability 26 Supplier Quote Feasibility 27 Allocation & Contention Log 34 At-Risk Requirements & Escalations 34 Alternatives Considered & Rejected 29 Assumptions & Interpretations [stdout] 7 Summary 20 Requirement Coverage 23 Inventory Lot Usability 26 Supplier Quote Feasibility 27 Allocation & Contention Log 34 At-Risk Requirements & Escalations 34 Alternatives Considered & Rejected 29 Assumptions & Interpretations [metadata] noOutputExpected: false
79I need to shorten two sheet names to fit Excel's 31-character limit.204k
I need to shorten two sheet names to fit Excel's 31-character limit.
80Bash1
Tool execution only — no assistant text
Bashcd /tmp/analysis && sed -i \ -e 's/ws6 = wb.create_sheet("At-Risk Requirements & Escalations")/ws6 = wb.create_sheet("At-Risk Reqs \& Escalations")/' \ -e 's/ws7 = wb.create_sheet("Alternatives Considered & Rejected")/ws7 = wb.create_sheet("Alternatives Considered")/' \ make_workbook_part2.py grep -n "create_sheet" make_workbook_part2.py
Arguments
cd /tmp/analysis && sed -i \ -e 's/ws6 = wb.create_sheet("At-Risk Requirements & Escalations")/ws6 = wb.create_sheet("At-Risk Reqs \& Escalations")/' \ -e 's/ws7 = wb.create_sheet("Alternatives Considered & Rejected")/ws7 = wb.create_sheet("Alternatives Considered")/' \ make_workbook_part2.py grep -n "create_sheet" make_workbook_part2.pyOutput
66:ws5 = wb.create_sheet("Allocation & Contention Log") 102:ws6 = wb.create_sheet("At-Risk Reqs & Escalations") 131:ws7 = wb.create_sheet("Alternatives Considered") 151:ws8 = wb.create_sheet("Assumptions & Interpretations") Shell cwd was reset to /workspace [stdout] 66:ws5 = wb.create_sheet("Allocation & Contention Log") 102:ws6 = wb.create_sheet("At-Risk Reqs & Escalations") 131:ws7 = wb.create_sheet("Alternatives Considered") 151:ws8 = wb.create_sheet("Assumptions & Interpretations") [stderr] Shell cwd was reset to /workspace [metadata] noOutputExpected: false82Bash208k1
Tool execution only — no assistant text
Bashcd /tmp/analysis && python3 make_workbook.py && python3 make_workbook_part2.py
Arguments
cd /tmp/analysis && python3 make_workbook.py && python3 make_workbook_part2.py
Output
Saved part 1 (sheets 1-4) Saved all 8 sheets ['Summary', 'Requirement Coverage', 'Inventory Lot Usability', 'Supplier Quote Feasibility', 'Allocation & Contention Log', 'At-Risk Reqs & Escalations', 'Alternatives Considered', 'Assumptions & Interpretations'] Shell cwd was reset to /workspace [stdout] Saved part 1 (sheets 1-4) Saved all 8 sheets ['Summary', 'Requirement Coverage', 'Inventory Lot Usability', 'Supplier Quote Feasibility', 'Allocation & Contention Log', 'At-Risk Reqs & Escalations', 'Alternatives Considered', 'Assumptions & Interpretations'] [stderr] Shell cwd was reset to /workspace [metadata] noOutputExpected: false
83No more warnings, all 8 sheets built cleanly. Now let me recalculate formulas and check for errors using the skill's rec…208k
No more warnings, all 8 sheets built cleanly. Now let me recalculate formulas and check for errors using the skill's recalc script.
84Bash1
Tool execution only — no assistant text
Bashfind /logs/agent/sessions/skills/xlsx -iname "recalc.py"
Arguments
find /logs/agent/sessions/skills/xlsx -iname "recalc.py"
Output
/logs/agent/sessions/skills/xlsx/scripts/recalc.py [stdout] /logs/agent/sessions/skills/xlsx/scripts/recalc.py [metadata] noOutputExpected: false
85Bash208k1
Tool execution only — no assistant text
Bashcd /workspace/output && python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py material_sourcing_analysis_workbook.xlsx 60
Arguments
cd /workspace/output && python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py material_sourcing_analysis_workbook.xlsx 60
Output
{ "status": "success", "total_errors": 0, "error_summary": {}, "total_formulas": 34 } [stdout] { "status": "success", "total_errors": 0, "error_summary": {}, "total_formulas": 34 } [metadata] noOutputExpected: false87Bash209k1
Tool execution only — no assistant text
Bashpython3 -c " from openpyxl import load_workbook wb = load_workbook('material_sourcing_analysis_workbook.xlsx', data_only=True) ws = wb['Inventory Lot Usability'] print('Sheet3 dims:', ws.dimensions) for row in ws.iter_rows(min_row=4, max_row=8, max_col=12, values_only=True): print(row) print('...') tot_row = 4 + 24 + 1 for cell in ['I','J','L','V']: print(cell, ws[f'{cell}{tot_row}'].value) ws4 = wb['Supplier Quote Feasibility'] print() print('Quote sheet totals row area:') for r in range(4+32, 4+32+4): print(r, [ws4.cell(row=r, column=c).value for c i
Arguments
python3 -c " from openpyxl import load_workbook wb = load_workbook('material_sourcing_analysis_workbook.xlsx', data_only=True) ws = wb['Inventory Lot Usability'] print('Sheet3 dims:', ws.dimensions) for row in ws.iter_rows(min_row=4, max_row=8, max_col=12, values_only=True): print(row) print('...') tot_row = 4 + 24 + 1 for cell in ['I','J','L','V']: print(cell, ws[f'{cell}{tot_row}'].value) ws4 = wb['Supplier Quote Feasibility'] print() print('Quote sheet totals row area:') for r in range(4+32, 4+32+4): print(r, [ws4.cell(row=r, column=c).value for c i… 23 more characters of arguments in the raw trajectory.
Output
Sheet3 dims: A1:W29 ('Lot ID', 'Heat/Cast No.', 'Alloy', 'Material Spec', 'Temper/Condition', 'Product Form', 'Source ID', 'Source Name', 'On Hand (lb)', 'Allocated (lb)', 'Yield Factor', 'Usable Qty (lb)') ('LOT-C7A340', 'HEAT-9F1B66', '15-5PH', 'AMS 5659', 'H1025', 'Bar', 'SRC-7A6D52', 'Hangzhou Precision Alloys Co', 360, 60, 0.84, 252) ('LOT-3E8C71', 'HEAT-7A2F94', '4340', 'AMS 6415', 'Annealed', 'Bar', 'SRC-58E1B3', 'Brunderman Forge & Bar Inc', 520, 0, 0.8, 416) ('LOT-8D4B19', 'HEAT-1C9E37', '7075', 'AMS-QQ-A-200/11', 'T6511', 'Extrusion', 'SRC-9F2A41', 'Cascade Rolled Products LLC', 600, 95, 0.77, 388.85) ('LOT-2C9E14', 'HEAT-4A1F60', '7075', 'AMS-QQ-A-250/12', 'T651', 'Plate', 'SRC-9F2A41', 'Cascade Rolled Products LLC', 690, 0, 0.85, 586.5) ... I 15805 J 1470 L 11862.1 V 6004.8 Quote sheet totals row area: 36 ['QTE-9E4B27', 'RFQ-6F2C83', 'SRC-9F2A41', 'Cascade Rolled Products LLC', '7075', 'AMS-QQ-A-250/12', 'T651', 'Plate', 500, 8.7, 4350, 25, '2026-08-04', '3.1', 'USA', 'Qua… 1,938 more characters of output in the raw trajectory.
89Let me check number formatting quality across the workbook and apply proper currency/percentage formats where missing.211k
Let me check number formatting quality across the workbook and apply proper currency/percentage formats where missing.
90Bash1
Tool execution only — no assistant text
Bashpython3 -c " from openpyxl import load_workbook wb = load_workbook('material_sourcing_analysis_workbook.xlsx') for name in wb.sheetnames: ws = wb[name] print(name, ws.dimensions) "
Arguments
python3 -c " from openpyxl import load_workbook wb = load_workbook('material_sourcing_analysis_workbook.xlsx') for name in wb.sheetnames: ws = wb[name] print(name, ws.dimensions) "Output
Summary A1:M32 Requirement Coverage A1:T30 Inventory Lot Usability A1:W29 Supplier Quote Feasibility A1:U39 Allocation & Contention Log A1:H17 At-Risk Reqs & Escalations A1:R20 Alternatives Considered A1:G14 Assumptions & Interpretations A1:E12 [stdout] Summary A1:M32 Requirement Coverage A1:T30 Inventory Lot Usability A1:W29 Supplier Quote Feasibility A1:U39 Allocation & Contention Log A1:H17 At-Risk Reqs & Escalations A1:R20 Alternatives Considered A1:G14 Assumptions & Interpretations A1:E12 [metadata] noOutputExpected: false
92Write213k1
Tool execution only — no assistant text
Write/tmp/analysis/format_polish.py (+content)
Arguments
- file_path
/tmp/analysis/format_polish.py- content
from openpyxl import load_workbook wb = load_workbook('/workspace/output/material_sourcing_analysis_workbook.xlsx') def fmt_col(ws, col_letter, row_start, row_end, fmt): for r in range(row_start, row_end+1): cell = ws[f"{col_letter}{r}"] if isinstance(cell.value, (int, float)): cell.number_format = fmt LB = '#,##0.0' USD = '$#,##0.00' PCT = '0.0"%"' # Summary sheet: rows 6-17 are KPI table (value col B), then program rollup table ws = wb['Summary'] for r in range(6, 18): c = ws
… 2,173 more characters of arguments in the raw trajectory.
Output
File created successfully at: /tmp/analysis/format_polish.py (file state is current in your context — no need to Read it back) [metadata] type: create filePath: /tmp/analysis/format_polish.py content: | from openpyxl import load_workbook wb = load_workbook('/workspace/output/material_sourcing_analysis_workbook.xlsx') def fmt_col(ws, col_letter, row_start, row_end, fmt): for r in range(row_start, row_end+1): cell = ws[f"{col_letter}{r}"] if isinstance(cell.value, (int, float)): cell.number_format = fmt LB = '#,##0.0' USD = '$#,##0.00' PCT = '0.0"%"' # Summary sheet: rows 6-17 are KPI table (value col B), then program rollup table ws = wb['Summary'] for r in range(6, 18): c = ws[f'B{r}'] if isinstance(c.value, float): c.number_format = USD if 'USD' in str(ws[f'A{r}'].value) else LB # program rollup table starts after; find header row dynamically by scanning col A for 'Program ID' for row in ws.iter_… 2,000 more characters of output in the raw trajectory.
93Bash213k1
Tool execution only — no assistant text
Bashcd /tmp/analysis && python3 format_polish.py && python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py material_sourcing_analysis_workbook.xlsx 60
Arguments
cd /tmp/analysis && python3 format_polish.py && python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py material_sourcing_analysis_workbook.xlsx 60
Output
formatting polished { "error": "File material_sourcing_analysis_workbook.xlsx does not exist" } Shell cwd was reset to /workspace [stdout] formatting polished { "error": "File material_sourcing_analysis_workbook.xlsx does not exist" } [stderr] Shell cwd was reset to /workspace [metadata] noOutputExpected: false95Bash213k1
Tool execution only — no assistant text
Bashpython3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 60
Arguments
python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 60
Output
{ "status": "success", "total_errors": 0, "error_summary": {}, "total_formulas": 34 } [stdout] { "status": "success", "total_errors": 0, "error_summary": {}, "total_formulas": 34 } [metadata] noOutputExpected: false97Bash214k1
Tool execution only — no assistant text
Bashpython3 -c " from openpyxl import load_workbook wb = load_workbook('/workspace/output/material_sourcing_analysis_workbook.xlsx', data_only=True) ws = wb['Summary'] for r in range(4, 20): row = [ws.cell(row=r, column=c).value for c in range(1,4)] if any(v is not None for v in row): print(r, row) print('---program rollup---') for r in range(20, 30): row = [ws.cell(row=r, column=c).value for c in range(1,13)] if any(v is not None for v in row): print(r, row) "
Arguments
python3 -c " from openpyxl import load_workbook wb = load_workbook('/workspace/output/material_sourcing_analysis_workbook.xlsx', data_only=True) ws = wb['Summary'] for r in range(4, 20): row = [ws.cell(row=r, column=c).value for c in range(1,4)] if any(v is not None for v in row): print(r, row) print('---program rollup---') for r in range(20, 30): row = [ws.cell(row=r, column=c).value for c in range(1,13)] if any(v is not None for v in row): print(r, row) "Output
4 ['Headline Metrics', None, None] 5 ['Metric', 'Value', 'Note'] 6 ['Total raw-material requirements this cycle', 26, 'Across 6 programs (Raven, Sable, Meridian, Tundra, Halcyon, Calder)'] 7 ['Requirements fully covered by compliant on-hand inventory', 11, 'No purchase required for these lines'] 8 ['Requirements with a residual shortfall after allocation', 15, 'Require new purchase and/or escalation'] 9 ['Requirements already past their raw-material need-by date', 4, 'All 4 belong to PRG-RAVEN (see Critical Findings)'] 10 ['Total net required usable qty (lb)', 8960, 'Sum of demand forecast column, post-yield basis'] 11 ['Total usable qty covered from compliant inventory (lb)', 5857.3, '65.4% of total demand'] 12 ['Total residual shortfall (lb)', 3102.7, '34.6% of total demand'] 13 ['Supplier quotes in current RFQ matrix', 32, 'RFQ responses received 2026-06-12 to 2026-06-19'] 14 ['Quotes still within their stated Quote Expiry as of review date', 2, 'All other quotes have lapsed and are
… 5,230 more characters of output in the raw trajectory.
99Let me pull exact aggregate figures from the analysis to make sure the memo's numbers are precise before I write it.225k
Let me pull exact aggregate figures from the analysis to make sure the memo's numbers are precise before I write it.
100Bash1
Tool execution only — no assistant text
Bashcd /tmp/analysis && python3 -c " import pandas as pd action_df = pd.read_pickle('action_df.pkl') crit = action_df[action_df['tier'].str.startswith('CRITICAL')] ontrack = action_df[(~action_df['tier'].str.startswith('CRITICAL')) & (action_df['Requirement ID']!='REQ-E9C1')] e9c1 = action_df[action_df['Requirement ID']=='REQ-E9C1'] print('CRITICAL lines:', len(crit), 'sum shortfall lb:', crit['shortfall_lb'].sum(), 'sum indicative cost:', crit['indicative_cost_usd'].sum()) print(crit['Requirement ID'].tolist()) print() print('ON-TRACK lines (excl E9C1):', len(ontrack), 'sum
Arguments
cd /tmp/analysis && python3 -c " import pandas as pd action_df = pd.read_pickle('action_df.pkl') crit = action_df[action_df['tier'].str.startswith('CRITICAL')] ontrack = action_df[(~action_df['tier'].str.startswith('CRITICAL')) & (action_df['Requirement ID']!='REQ-E9C1')] e9c1 = action_df[action_df['Requirement ID']=='REQ-E9C1'] print('CRITICAL lines:', len(crit), 'sum shortfall lb:', crit['shortfall_lb'].sum(), 'sum indicative cost:', crit['indicative_cost_usd'].sum()) print(crit['Requirement ID'].tolist()) print() print('ON-TRACK lines (excl E9C1):', len(ontrack), 'sum… 931 more characters of arguments in the raw trajectory.
Output
CRITICAL lines: 6 sum shortfall lb: 1578.2 sum indicative cost: 16707.76 ['REQ-C9T1', 'REQ-H4A2', 'REQ-B6N3', 'REQ-L8Q4', 'REQ-T2C7', 'REQ-W3F9'] ON-TRACK lines (excl E9C1): 8 sum shortfall lb: 1522.8 sum indicative cost: 16810.5 ['REQ-D7R4', 'REQ-G2J9', 'REQ-V1D9', 'REQ-Y8K2', 'REQ-S6P3', 'REQ-Z4V2', 'REQ-H7D5', 'REQ-U4B8'] E9C1 row: [{'shortfall_lb': 1.7, 'indicative_cost_usd': 2225.0}] Grand total shortfall lb (all 15): 3102.7 Grand total indicative cost (all 15, incl E9C1 min-order artifact): 35743.259999999995 Total need: 8960 Total allocated: 5857.3 65.4 % Total shortfall: 3102.7 34.6 % Fully covered count: 11 Short count: 15 Shell cwd was reset to /workspace [stdout] CRITICAL lines: 6 sum shortfall lb: 1578.2 sum indicative cost: 16707.76 ['REQ-C9T1', 'REQ-H4A2', 'REQ-B6N3', 'REQ-L8Q4', 'REQ-T2C7', 'REQ-W3F9'] ON-TRACK lines (excl E9C1): 8 sum shortfall lb: 1522.8 sum indicative cost: 16810.5 ['REQ-D7R4', 'REQ-G2J9', 'REQ-V1D9', 'REQ-Y8K2', 'REQ-S6P3', 'REQ-Z4V2', 'REQ-H7D… 414 more characters of output in the raw trajectory.
102Now I have verified figures. Let me check the docx-js tooling is available, then build the memo.226k
Now I have verified figures. Let me check the docx-js tooling is available, then build the memo.
103Bash1
Tool execution only — no assistant text
Bashnode -v 2>&1; npm list -g docx 2>&1; which node npm 2>&1
Arguments
node -v 2>&1; npm list -g docx 2>&1; which node npm 2>&1
Output
Exit code 1 /bin/bash: line 1: node: command not found /bin/bash: line 1: npm: command not found [error] tool reported failure
105Node.js isn't available, so I'll build the memo with python-docx instead. Let me write the full document generation scri…226k
Node.js isn't available, so I'll build the memo with python-docx instead. Let me write the full document generation script.
106Bash1
Tool execution only — no assistant text
Bashpython3 -c " import docx print(docx.__version__ if hasattr(docx,'__version__') else 'no version attr') from docx.shared import Pt, Inches, RGBColor from docx.enum.text import WD_ALIGN_PARAGRAPH from docx.enum.table import WD_TABLE_ALIGNMENT print('imports ok') "
Arguments
python3 -c " import docx print(docx.__version__ if hasattr(docx,'__version__') else 'no version attr') from docx.shared import Pt, Inches, RGBColor from docx.enum.text import WD_ALIGN_PARAGRAPH from docx.enum.table import WD_TABLE_ALIGNMENT print('imports ok') "Output
1.2.0 imports ok [stdout] 1.2.0 imports ok [metadata] noOutputExpected: false
108Write230k1
Tool execution only — no assistant text
Write/tmp/analysis/make_memo.py (+content)
Arguments
- file_path
/tmp/analysis/make_memo.py- content
# -*- coding: utf-8 -*- import docx from docx import Document from docx.shared import Pt, Inches, RGBColor, Cm from docx.enum.text import WD_ALIGN_PARAGRAPH from docx.enum.table import WD_TABLE_ALIGNMENT from docx.oxml.ns import qn from docx.oxml import OxmlElement from docx.enum.section import WD_SECTION NAVY = RGBColor(0x1F, 0x38, 0x64) DARKRED = RGBColor(0xA0, 0x20, 0x20) GREY = RGBColor(0x59, 0x59, 0x59) FONT = "Arial" doc = Document() # ---- base style ---- normal = doc.styles['Normal'] normal.font.name = FONT n
… 7,177 more characters of arguments in the raw trajectory.
Output
File created successfully at: /tmp/analysis/make_memo.py (file state is current in your context — no need to Read it back) [metadata] type: create filePath: /tmp/analysis/make_memo.py content: | # -*- coding: utf-8 -*- import docx from docx import Document from docx.shared import Pt, Inches, RGBColor, Cm from docx.enum.text import WD_ALIGN_PARAGRAPH from docx.enum.table import WD_TABLE_ALIGNMENT from docx.oxml.ns import qn from docx.oxml import OxmlElement from docx.enum.section import WD_SECTION NAVY = RGBColor(0x1F, 0x38, 0x64) DARKRED = RGBColor(0xA0, 0x20, 0x20) GREY = RGBColor(0x59, 0x59, 0x59) FONT = "Arial" doc = Document() # ---- base style ---- normal = doc.styles['Normal'] normal.font.name = FONT normal.font.size = Pt(10.5) normal._element.rPr.rFonts.set(qn('w:eastAsia'), FONT) for sec in doc.sections: sec.page_width = Inches(8.5) sec.page_height = Inches(11) sec.top_margin = Inches(0.8) sec.bottom_margin = Inches(… 7,000 more characters of output in the raw trajectory.
110Bash230k1
Tool execution only — no assistant text
Bashcd /tmp/analysis && python3 make_memo.py
Arguments
cd /tmp/analysis && python3 make_memo.py
Output
Title block written Shell cwd was reset to /workspace [stdout] Title block written [stderr] Shell cwd was reset to /workspace [metadata] noOutputExpected: false
111Good, the title block works. Now let me append the full body content — executive summary, critical findings, program-by-…233k
Good, the title block works. Now let me append the full body content — executive summary, critical findings, program-by-program tables, escalations, and tradeoffs.
112Edit1
Tool execution only — no assistant text
Edit/tmp/analysis/make_memo.py (+replace_all, old_string, new_string)
Arguments
- replace_all
false- file_path
/tmp/analysis/make_memo.py- old_string
doc.add_paragraph().paragraph_format.space_after = Pt(4) doc.save('/workspace/output/material_sourcing_recommendation_memo.docx') print("Title block written")- new_string
doc.add_paragraph().paragraph_format.space_after = Pt(4) # ================= 1. EXECUTIVE SUMMARY ================= heading("1. Executive Summary") para("This review evaluated all 26 raw-material requirement lines across the six programs in the current build wave " "(Raven, Sable, Meridian, Tundra, Halcyon, Calder) against on-
… 5,200 more characters of arguments in the raw trajectory.
Output
The file /tmp/analysis/make_memo.py has been updated successfully. (file state is current in your context — no need to Read it back) [metadata] filePath: /tmp/analysis/make_memo.py oldString: | doc.add_paragraph().paragraph_format.space_after = Pt(4) doc.save('/workspace/output/material_sourcing_recommendation_memo.docx') print("Title block written") newString: | doc.add_paragraph().paragraph_format.space_after = Pt(4) # ================= 1. EXECUTIVE SUMMARY ================= heading("1. Executive Summary") para("This review evaluated all 26 raw-material requirement lines across the six programs in the current build wave " "(Raven, Sable, Meridian, Tundra, Halcyon, Calder) against on-hand inventory, the Approved Material Source List, " "supplier quotes, the engineering substitution policy, and program priority. Eleven requirements (42%) are fully " "covered by compliant, eligible on-hand inventory and need no purchase action. Fifteen re… 18,590 more characters of output in the raw trajectory.
113Bash233k1
Tool execution only — no assistant text
Bashcd /tmp/analysis && python3 make_memo.py
Arguments
cd /tmp/analysis && python3 make_memo.py
Output
Sections 1-2 written Shell cwd was reset to /workspace [stdout] Sections 1-2 written [stderr] Shell cwd was reset to /workspace [metadata] noOutputExpected: false
114Now let me add Section 3 (the critical quote-expiry finding) and Section 4 (program-by-program findings with tables).236k
Now let me add Section 3 (the critical quote-expiry finding) and Section 4 (program-by-program findings with tables).
115Edit1
Tool execution only — no assistant text
Edit/tmp/analysis/make_memo.py (+replace_all, old_string, new_string)
Arguments
- replace_all
false- file_path
/tmp/analysis/make_memo.py- old_string
doc.save('/workspace/output/material_sourcing_recommendation_memo.docx') print("Sections 1-2 written")- new_string
# ================= 3. CRITICAL FINDING: QUOTES LAPSED ================= heading("3. Critical Finding: The Current Quote Matrix Has Lapsed") para("The supplier quote and lead-time matrix was compiled from RFQ responses received June 12–19, 2026. As of " "this review date (August 21, 2026), 30 of its 32 quotes have already passed their stated Quote Expiry — " "most lapsed in mid-t
… 6,581 more characters of arguments in the raw trajectory.
Output
The file /tmp/analysis/make_memo.py has been updated successfully. (file state is current in your context — no need to Read it back) [metadata] filePath: /tmp/analysis/make_memo.py oldString: | doc.save('/workspace/output/material_sourcing_recommendation_memo.docx') print("Sections 1-2 written") newString: | # ================= 3. CRITICAL FINDING: QUOTES LAPSED ================= heading("3. Critical Finding: The Current Quote Matrix Has Lapsed") para("The supplier quote and lead-time matrix was compiled from RFQ responses received June 12–19, 2026. As of " "this review date (August 21, 2026), 30 of its 32 quotes have already passed their stated Quote Expiry — " "most lapsed in mid-to-late July. Only two quotes remain valid (QTE-7C3A95 and QTE-5B9E41, both 2024-T351 " "plate for Halcyon's REQ-N3K4), and that requirement is already fully covered from inventory without needing them.") para("This means every purchase recommendation in this mem… 13,970 more characters of output in the raw trajectory.
116Bash236k1
Tool execution only — no assistant text
Bashcd /tmp/analysis && python3 make_memo.py
Arguments
cd /tmp/analysis && python3 make_memo.py
Output
Sections 3-4 written Shell cwd was reset to /workspace [stdout] Sections 3-4 written [stderr] Shell cwd was reset to /workspace [metadata] noOutputExpected: false
117Now let me add Section 5 (contention), Section 6 (compliance exclusions), Section 7 (escalations), Section 8 (cost/trade…240k
Now let me add Section 5 (contention), Section 6 (compliance exclusions), Section 7 (escalations), Section 8 (cost/tradeoffs), and Section 9 (open items) plus a closing reference line.
118Edit1
Tool execution only — no assistant text
Edit/tmp/analysis/make_memo.py (+replace_all, old_string, new_string)
Arguments
- replace_all
false- file_path
/tmp/analysis/make_memo.py- old_string
doc.save('/workspace/output/material_sourcing_recommendation_memo.docx') print("Sections 3-4 written")- new_string
# ================= 5. CROSS-PROGRAM CONTENTION ================= heading("5. Cross-Program Material Contention") para("Eleven of the thirteen distinct materials needed this cycle are required by more than one program. Applying " "the documented priority waterfall (higher-priority program draws first, per Program Priority Sec. 4) produced " "two outcomes worth flagging explicitly
… 9,593 more characters of arguments in the raw trajectory.
Output
The file /tmp/analysis/make_memo.py has been updated successfully. (file state is current in your context — no need to Read it back) [metadata] filePath: /tmp/analysis/make_memo.py oldString: | doc.save('/workspace/output/material_sourcing_recommendation_memo.docx') print("Sections 3-4 written") newString: | # ================= 5. CROSS-PROGRAM CONTENTION ================= heading("5. Cross-Program Material Contention") para("Eleven of the thirteen distinct materials needed this cycle are required by more than one program. Applying " "the documented priority waterfall (higher-priority program draws first, per Program Priority Sec. 4) produced " "two outcomes worth flagging explicitly rather than leaving implicit in the workbook:") bullet("Ample compliant domestic inventory (2,307.6 lb usable across three lots — Great Lakes, Tri-State, Cascade) " "covers all three competing programs (Meridian, Halcyon, Calder — 1,571 lb combined) with no p… 19,983 more characters of output in the raw trajectory.
119Bash240k1
Tool execution only — no assistant text
Bashcd /tmp/analysis && python3 make_memo.py
Arguments
cd /tmp/analysis && python3 make_memo.py
Output
All sections written Shell cwd was reset to /workspace [stdout] All sections written [stderr] Shell cwd was reset to /workspace [metadata] noOutputExpected: false
120Now let me validate the docx structure using the skill's validator, and add page numbers/footer for a professional finis…241k
Now let me validate the docx structure using the skill's validator, and add page numbers/footer for a professional finish.
121Bash1
Tool execution only — no assistant text
Bashpython3 /logs/agent/sessions/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx
Arguments
python3 /logs/agent/sessions/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx
Output
Exit code 1 FAILED - Found NEW validation errors: word/document.xml: 2 new error(s) - Element '{http://schemas.openxmlformats.org/wordprocessingml/2006/main}pBdr': This element is not expected. Expected is one of ( {http://schemas.openxmlformats.org/wordprocessingml/2006/main}ind, {http://schemas.openxmlformats.org/wordprocessingml/20... - Element '{http://schemas.openxmlformats.org/wordprocessingml/2006/main}tcBorders': This element is not expected. Expected is one of ( {http://schemas.openxmlformats.org/wordprocessingml/2006/main}noWrap, {http://schemas.openxmlformats.org/wordprocess... word/settings.xml: 1 new error(s) - Element '{http://schemas.openxmlformats.org/wordprocessingml/2006/main}zoom': The attribute '{http://schemas.openxmlformats.org/wordprocessingml/2006/main}percent' is required but missing. Paragraphs: 0 → 136 (+136) [error] tool reported failure123The validator caught real OOXML schema-ordering issues (element sequence in pPr/tcPr). Let me check whether the zoom war…246k
The validator caught real OOXML schema-ordering issues (element sequence in
pPr/tcPr). Let me check whether the zoom warning is inherent to python-docx's default template, then fix my border/shading ordering bugs.124Bash1
Tool execution only — no assistant text
Bashcd /tmp && python3 -c " import docx d = docx.Document() d.add_paragraph('test') d.save('/tmp/blank_test.docx') " python3 /logs/agent/sessions/skills/docx/scripts/office/validate.py /tmp/blank_test.docx
Arguments
cd /tmp && python3 -c " import docx d = docx.Document() d.add_paragraph('test') d.save('/tmp/blank_test.docx') " python3 /logs/agent/sessions/skills/docx/scripts/office/validate.py /tmp/blank_test.docxOutput
Exit code 1 FAILED - Found NEW validation errors: word/settings.xml: 1 new error(s) - Element '{http://schemas.openxmlformats.org/wordprocessingml/2006/main}zoom': The attribute '{http://schemas.openxmlformats.org/wordprocessingml/2006/main}percent' is required but missing. Paragraphs: 0 → 1 (+1) [error] tool reported failure126Confirmed — the zoom warning is a pre-existing python-docx template quirk, not something I introduced. Let me fix the tw…247k
Confirmed — the zoom warning is a pre-existing python-docx template quirk, not something I introduced. Let me fix the two real ordering bugs (
pBdrandtcBorders/shdsequence) in my generation script.127Read1
Tool execution only — no assistant text
Read/tmp/analysis/make_memo.py (+offset, limit)
Arguments
- file_path
/tmp/analysis/make_memo.py- offset
1- limit
95
Output
1 # -*- coding: utf-8 -*- 2 import docx 3 from docx import Document 4 from docx.shared import Pt, Inches, RGBColor, Cm 5 from docx.enum.text import WD_ALIGN_PARAGRAPH 6 from docx.enum.table import WD_TABLE_ALIGNMENT 7 from docx.oxml.ns import qn 8 from docx.oxml import OxmlElement 9 from docx.enum.section import WD_SECTION 10 11 NAVY = RGBColor(0x1F, 0x38, 0x64) 12 DARKRED = RGBColor(0xA0, 0x20, 0x20) 13 GREY = RGBColor(0x59, 0x59, 0x59) 14 FONT = "Arial" 15 16 doc = Document() 17 18 # ---- base style ---- 19 normal = doc.styles['Normal'] 20 normal.font.name = FONT 21 normal.font.size = Pt(10.5) 22 normal._element.rPr.rFonts.set(qn('w:eastAsia'), FONT) 23 24 for sec in doc.sections: 25 sec.page_width = Inches(8.5) 26 sec.page_height = Inches(11) 27 sec.top_margin = Inches(0.8) 28 sec.bottom_margin = Inches(0.8) 29 sec.left_margin = Inches(0.9) 30 sec.right_margin = Inches(0.9) 31 32 def set_cell_shading(cell, hex_color): 33 tcPr = cell._tc.get_or_add_tc… 6,747 more characters of output in the raw trajectory.
129Edit250k1
Tool execution only — no assistant text
Edit/tmp/analysis/make_memo.py (+replace_all, old_string)
Arguments
- replace_all
false- file_path
/tmp/analysis/make_memo.py- old_string
def heading(text, level=1): if level == 1: p = doc.add_paragraph() p.paragraph_format.space_before = Pt(16); p.paragraph_format.space_after = Pt(6) p.paragraph_format.keep_with_next = True pPr = p._p.get_or_add_pPr() border = OxmlElement('w:pBdr') bottom = OxmlElement('w:bottom') bottom.set(qn('w:val'),'single'); bottom.set(qn('w:sz'),'8'); bottom.set(qn('w:space'),'2'); bottom.set(qn('w:color'),'1F3864') border.append(bottom); pPr.append(bord
… 1,460 more characters of arguments in the raw trajectory.
Output
The file /tmp/analysis/make_memo.py has been updated successfully. (file state is current in your context — no need to Read it back) [metadata] filePath: /tmp/analysis/make_memo.py oldString: | def heading(text, level=1): if level == 1: p = doc.add_paragraph() p.paragraph_format.space_before = Pt(16); p.paragraph_format.space_after = Pt(6) p.paragraph_format.keep_with_next = True pPr = p._p.get_or_add_pPr() border = OxmlElement('w:pBdr') bottom = OxmlElement('w:bottom') bottom.set(qn('w:val'),'single'); bottom.set(qn('w:sz'),'8'); bottom.set(qn('w:space'),'2'); bottom.set(qn('w:color'),'1F3864') border.append(bottom); pPr.append(border) r = p.add_run(text) r.font.name = FONT; r.font.size = Pt(13); r.bold = True; r.font.color.rgb = NAVY else: p = doc.add_paragraph() p.paragraph_format.space_before = Pt(10); p.paragraph_format.space_after = Pt(4) p.paragr… 2,798 more characters of output in the raw trajectory.
130Now let me fix the table cell border/shading ordering by restructuring make_table to set widths → borders → shading in s…251k
Now let me fix the table cell border/shading ordering by restructuring
make_tableto set widths → borders → shading in sequence.131Read1
Tool execution only — no assistant text
Read/tmp/analysis/make_memo.py (+offset, limit)
Arguments
- file_path
/tmp/analysis/make_memo.py- offset
106- limit
30
Output
106 107 def make_table(headers, rows, widths=None, header_color="1F3864"): 108 table = doc.add_table(rows=1, cols=len(headers)) 109 table.alignment = WD_TABLE_ALIGNMENT.CENTER 110 table.autofit = True 111 hdr_cells = table.rows[0].cells 112 for i, h in enumerate(headers): 113 hdr_cells[i].text = "" 114 p = hdr_cells[i].paragraphs[0] 115 r = p.add_run(h); r.font.name=FONT; r.font.size=Pt(9); r.bold=True; r.font.color.rgb = RGBColor(0xFF,0xFF,0xFF) 116 set_cell_shading(hdr_cells[i], header_color) 117 set_cell_borders(hdr_cells[i]) 118 for rowdata in rows: 119 cells = table.add_row().cells 120 for i, val in enumerate(rowdata): 121 cells[i].text = "" 122 p = cells[i].paragraphs[0] 123 r = p.add_run(str(val)); r.font.name=FONT; r.font.size=Pt(9) 124 set_cell_borders(cells[i]) 125 if widths: 126 for row in table.rows: 127 for i, w in enumera
… 1,688 more characters of output in the raw trajectory.
133Edit252k1
Tool execution only — no assistant text
Edit/tmp/analysis/make_memo.py (+replace_all, old_string)
Arguments
- replace_all
false- file_path
/tmp/analysis/make_memo.py- old_string
def make_table(headers, rows, widths=None, header_color="1F3864"): table = doc.add_table(rows=1, cols=len(headers)) table.alignment = WD_TABLE_ALIGNMENT.CENTER table.autofit = True hdr_cells = table.rows[0].cells for i, h in enumerate(headers): hdr_cells[i].text = "" p = hdr_cells[i].paragraphs[0] r = p.add_run(h); r.font.name=FONT; r.font.size=Pt(9); r.bold=True; r.font.color.rgb = RGBColor(0xFF,0xFF,0xFF) set_cell_shading(hdr_cells[i], header_color)
… 1,905 more characters of arguments in the raw trajectory.
Output
The file /tmp/analysis/make_memo.py has been updated successfully. (file state is current in your context — no need to Read it back) [metadata] filePath: /tmp/analysis/make_memo.py oldString: | def make_table(headers, rows, widths=None, header_color="1F3864"): table = doc.add_table(rows=1, cols=len(headers)) table.alignment = WD_TABLE_ALIGNMENT.CENTER table.autofit = True hdr_cells = table.rows[0].cells for i, h in enumerate(headers): hdr_cells[i].text = "" p = hdr_cells[i].paragraphs[0] r = p.add_run(h); r.font.name=FONT; r.font.size=Pt(9); r.bold=True; r.font.color.rgb = RGBColor(0xFF,0xFF,0xFF) set_cell_shading(hdr_cells[i], header_color) set_cell_borders(hdr_cells[i]) for rowdata in rows: cells = table.add_row().cells for i, val in enumerate(rowdata): cells[i].text = "" p = cells[i].paragraphs[0] r = p.add_run(str(val)); r.font.name=FONT;… 3,079 more characters of output in the raw trajectory.
134Now let's regenerate and re-validate.253k
Now let's regenerate and re-validate.
135Bash1
Tool execution only — no assistant text
Bashcd /tmp/analysis && python3 make_memo.py && python3 /logs/agent/sessions/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx
Arguments
cd /tmp/analysis && python3 make_memo.py && python3 /logs/agent/sessions/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx
Output
Exit code 1 All sections written FAILED - Found NEW validation errors: word/settings.xml: 1 new error(s) - Element '{http://schemas.openxmlformats.org/wordprocessingml/2006/main}zoom': The attribute '{http://schemas.openxmlformats.org/wordprocessingml/2006/main}percent' is required but missing. Paragraphs: 0 → 136 (+136) [error] tool reported failure137Both real bugs are fixed. Let me patch the remaining pre-existing python-docx template quirk (missing zoom percent attri…253k
Both real bugs are fixed. Let me patch the remaining pre-existing python-docx template quirk (missing
zoompercent attribute) directly in the XML for a fully clean validation.138Bash1
Tool execution only — no assistant text
Bashcd /tmp && mkdir -p memo_unpack && python3 /logs/agent/sessions/skills/docx/scripts/office/unpack.py /workspace/output/material_sourcing_recommendation_memo.docx /tmp/memo_unpack/ && grep -n "w:zoom" /tmp/memo_unpack/word/settings.xml
Arguments
cd /tmp && mkdir -p memo_unpack && python3 /logs/agent/sessions/skills/docx/scripts/office/unpack.py /workspace/output/material_sourcing_recommendation_memo.docx /tmp/memo_unpack/ && grep -n "w:zoom" /tmp/memo_unpack/word/settings.xml
Output
Unpacked /workspace/output/material_sourcing_recommendation_memo.docx (16 XML files), simplified 0 tracked changes, merged 0 runs 3: <w:zoom w:val="bestFit"/> Shell cwd was reset to /workspace [stdout] Unpacked /workspace/output/material_sourcing_recommendation_memo.docx (16 XML files), simplified 0 tracked changes, merged 0 runs 3: <w:zoom w:val="bestFit"/> [stderr] Shell cwd was reset to /workspace [metadata] noOutputExpected: false
139Edit254k1
Tool execution only — no assistant text
Edit/tmp/memo_unpack/word/settings.xml (+replace_all, old_string, new_string)
Arguments
- replace_all
false- file_path
/tmp/memo_unpack/word/settings.xml- old_string
<w:zoom w:val="bestFit"/>- new_string
<w:zoom w:val="bestFit" w:percent="100"/>
Output
The file /tmp/memo_unpack/word/settings.xml has been updated successfully. (file state is current in your context — no need to Read it back) [metadata] filePath: /tmp/memo_unpack/word/settings.xml oldString: <w:zoom w:val="bestFit"/> newString: <w:zoom w:val="bestFit" w:percent="100"/> originalFile: | <?xml version="1.0" encoding="utf-8"?> <w:settings xmlns:mc="http://schemas.openxmlformats.org/markup-compatibility/2006" xmlns:o="urn:schemas-microsoft-com:office:office" xmlns:r="http://schemas.openxmlformats.org/officeDocument/2006/relationships" xmlns:m="http://schemas.openxmlformats.org/officeDocument/2006/math" xmlns:v="urn:schemas-microsoft-com:vml" xmlns:w10="urn:schemas-microsoft-com:office:word" xmlns:w="http://schemas.openxmlformats.org/wordprocessingml/2006/main" xmlns:w14="http://schemas.microsoft.com/office/word/2010/wordml" xmlns:sl="http://schemas.openxmlformats.org/schemaLibrary/2006/main" mc:Ignorable="w14"> <w:zoom… 3,314 more characters of output in the raw trajectory.
140Bash254k1
Tool execution only — no assistant text
Bashpython3 /logs/agent/sessions/skills/docx/scripts/office/pack.py /tmp/memo_unpack/ /workspace/output/material_sourcing_recommendation_memo.docx --original /workspace/output/material_sourcing_recommendation_memo.docx
Arguments
python3 /logs/agent/sessions/skills/docx/scripts/office/pack.py /tmp/memo_unpack/ /workspace/output/material_sourcing_recommendation_memo.docx --original /workspace/output/material_sourcing_recommendation_memo.docx
Output
Paragraphs: 136 → 136 (0) All validations PASSED! Successfully packed /tmp/memo_unpack to /workspace/output/material_sourcing_recommendation_memo.docx [stdout] Paragraphs: 136 → 136 (0) All validations PASSED! Successfully packed /tmp/memo_unpack to /workspace/output/material_sourcing_recommendation_memo.docx [metadata] noOutputExpected: false
142The memo now validates cleanly. Let me visually verify the rendered output by converting to PDF and viewing a few pages.254k
The memo now validates cleanly. Let me visually verify the rendered output by converting to PDF and viewing a few pages.
143Bash1
Tool execution only — no assistant text
Bashcd /tmp && python3 /logs/agent/sessions/skills/docx/scripts/office/soffice.py --headless --convert-to pdf --outdir /tmp/memo_preview /workspace/output/material_sourcing_recommendation_memo.docx 2>&1 | tail -20
Arguments
cd /tmp && python3 /logs/agent/sessions/skills/docx/scripts/office/soffice.py --headless --convert-to pdf --outdir /tmp/memo_preview /workspace/output/material_sourcing_recommendation_memo.docx 2>&1 | tail -20
Output
Warning: failed to launch javaldx - java may not function correctly convert /workspace/output/material_sourcing_recommendation_memo.docx as a Writer document -> /tmp/memo_preview/material_sourcing_recommendation_memo.pdf using filter : writer_pdf_Export Shell cwd was reset to /workspace [stdout] Warning: failed to launch javaldx - java may not function correctly convert /workspace/output/material_sourcing_recommendation_memo.docx as a Writer document -> /tmp/memo_preview/material_sourcing_recommendation_memo.pdf using filter : writer_pdf_Export [stderr] Shell cwd was reset to /workspace [metadata] noOutputExpected: false
144Bash254k1
Tool execution only — no assistant text
Bashcd /tmp/memo_preview && pdfinfo material_sourcing_recommendation_memo.pdf | grep Pages && pdftoppm -jpeg -r 100 material_sourcing_recommendation_memo.pdf page
Arguments
cd /tmp/memo_preview && pdfinfo material_sourcing_recommendation_memo.pdf | grep Pages && pdftoppm -jpeg -r 100 material_sourcing_recommendation_memo.pdf page
Output
Pages: 7 Shell cwd was reset to /workspace [stdout] Pages: 7 [stderr] Shell cwd was reset to /workspace [metadata] noOutputExpected: false
145Read255k1
Tool execution only — no assistant text
Read/tmp/memo_preview/page-1.jpg
Arguments
/tmp/memo_preview/page-1.jpg
Output
type: image source: type: base64 data: 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
… 348,757 more characters of output in the raw trajectory.
146Read1
Tool execution only — no assistant text
Read/tmp/memo_preview/page-2.jpg
Arguments
/tmp/memo_preview/page-2.jpg
Output
type: image source: type: base64 data: /9j/4AAQSkZJRgABAQEAZABkAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDAxNDQ0Hyc5PTgyPC4zNDL/2wBDAQkJCQwLDBgNDRgyIRwhMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjL/wAARCARMA1IDASIAAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQAAAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWmp6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEAAwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSExBhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElKU1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwD3+iiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKA
… 601,413 more characters of output in the raw trajectory.
147This looks clean and professional. Let me check the remaining pages, especially the table rendering.257k
This looks clean and professional. Let me check the remaining pages, especially the table rendering.
148Read1
Tool execution only — no assistant text
Read/tmp/memo_preview/page-3.jpg
Arguments
/tmp/memo_preview/page-3.jpg
Output
type: image source: type: base64 data: 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
… 411,341 more characters of output in the raw trajectory.
149Read1
Tool execution only — no assistant text
Read/tmp/memo_preview/page-4.jpg
Arguments
/tmp/memo_preview/page-4.jpg
Output
type: image source: type: base64 data: 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
… 491,501 more characters of output in the raw trajectory.
150The table renders cleanly and the content reads well. Let me check the remaining pages for the recommendations, tradeoff…260k
The table renders cleanly and the content reads well. Let me check the remaining pages for the recommendations, tradeoffs, and closing sections.
151Read1
Tool execution only — no assistant text
Read/tmp/memo_preview/page-5.jpg
Arguments
/tmp/memo_preview/page-5.jpg
Output
type: image source: type: base64 data: 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
… 518,373 more characters of output in the raw trajectory.
152Read1
Tool execution only — no assistant text
Read/tmp/memo_preview/page-6.jpg
Arguments
/tmp/memo_preview/page-6.jpg
Output
type: image source: type: base64 data: 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
… 595,677 more characters of output in the raw trajectory.
153This is rendering very well — clean typography, proper numbered escalations, good use of bold leads. Let me check the fi…263k
This is rendering very well — clean typography, proper numbered escalations, good use of bold leads. Let me check the final page.
154Read1
Tool execution only — no assistant text
Read/tmp/memo_preview/page-7.jpg
Arguments
/tmp/memo_preview/page-7.jpg
Output
type: image source: type: base64 data: 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
… 514,485 more characters of output in the raw trajectory.
156Let me add page numbers to the footer for a more polished, leadership-ready finish.265k
Let me add page numbers to the footer for a more polished, leadership-ready finish.
157Read1
Tool execution only — no assistant text
Read/tmp/analysis/make_memo.py (+offset, limit)
Arguments
- file_path
/tmp/analysis/make_memo.py- offset
16- limit
15
Output
16 doc = Document() 17 18 # ---- base style ---- 19 normal = doc.styles['Normal'] 20 normal.font.name = FONT 21 normal.font.size = Pt(10.5) 22 normal._element.rPr.rFonts.set(qn('w:eastAsia'), FONT) 23 24 for sec in doc.sections: 25 sec.page_width = Inches(8.5) 26 sec.page_height = Inches(11) 27 sec.top_margin = Inches(0.8) 28 sec.bottom_margin = Inches(0.8) 29 sec.left_margin = Inches(0.9) 30 sec.right_margin = Inches(0.9) [metadata] type: text file: filePath: /tmp/analysis/make_memo.py content: | doc = Document() # ---- base style ---- normal = doc.styles['Normal'] normal.font.name = FONT normal.font.size = Pt(10.5) normal._element.rPr.rFonts.set(qn('w:eastAsia'), FONT) for sec in doc.sections: sec.page_width = Inches(8.5) sec.page_height = Inches(11) sec.top_margin = Inches(0.8) sec.bottom_margin = Inches(0.8) sec.left_margin = Inches(0.9) sec.right_margin = Inches(0.9) numLines: 15 startLine: 16… 21 more characters of output in the raw trajectory.
158Edit266k1
Tool execution only — no assistant text
Edit/tmp/analysis/make_memo.py (+replace_all, old_string, new_string)
Arguments
- replace_all
false- file_path
/tmp/analysis/make_memo.py- old_string
for sec in doc.sections: sec.page_width = Inches(8.5) sec.page_height = Inches(11) sec.top_margin = Inches(0.8) sec.bottom_margin = Inches(0.8) sec.left_margin = Inches(0.9) sec.right_margin = Inches(0.9)- new_string
for sec in doc.sections: sec.page_width = Inches(8.5) sec.page_height = Inches(11) sec.top_margin = Inches(0.8) sec.bottom_margin = Inches(0.8) sec.left_margin = Inches(0.9) sec.right_margin = Inches(0.9) footer = sec.footer fp = foot
… 1,546 more characters of arguments in the raw trajectory.
Output
The file /tmp/analysis/make_memo.py has been updated successfully. (file state is current in your context — no need to Read it back) [metadata] filePath: /tmp/analysis/make_memo.py oldString: | for sec in doc.sections: sec.page_width = Inches(8.5) sec.page_height = Inches(11) sec.top_margin = Inches(0.8) sec.bottom_margin = Inches(0.8) sec.left_margin = Inches(0.9) sec.right_margin = Inches(0.9) newString: | for sec in doc.sections: sec.page_width = Inches(8.5) sec.page_height = Inches(11) sec.top_margin = Inches(0.8) sec.bottom_margin = Inches(0.8) sec.left_margin = Inches(0.9) sec.right_margin = Inches(0.9) footer = sec.footer fp = footer.paragraphs[0] fp.alignment = WD_ALIGN_PARAGRAPH.CENTER fp.paragraph_format.space_before = Pt(0) left = fp.add_run("Material Sourcing & Allocation Recommendation — 2026 Q3 Door/Hinge Mechanism Build Wave | Page ") left.font.name = FONT; left.font.… 3,287 more characters of output in the raw trajectory.
159Bash266k1
Tool execution only — no assistant text
Bashcd /tmp/analysis && python3 make_memo.py && python3 /logs/agent/sessions/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx
Arguments
cd /tmp/analysis && python3 make_memo.py && python3 /logs/agent/sessions/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx
Output
Exit code 1 All sections written FAILED - Found NEW validation errors: word/settings.xml: 1 new error(s) - Element '{http://schemas.openxmlformats.org/wordprocessingml/2006/main}zoom': The attribute '{http://schemas.openxmlformats.org/wordprocessingml/2006/main}percent' is required but missing. Paragraphs: 0 → 136 (+136) [error] tool reported failure161Bash267k1
Tool execution only — no assistant text
Bashrm -rf /tmp/memo_unpack && python3 /logs/agent/sessions/skills/docx/scripts/office/unpack.py /workspace/output/material_sourcing_recommendation_memo.docx /tmp/memo_unpack/ && grep -n "w:zoom" /tmp/memo_unpack/word/settings.xml
Arguments
rm -rf /tmp/memo_unpack && python3 /logs/agent/sessions/skills/docx/scripts/office/unpack.py /workspace/output/material_sourcing_recommendation_memo.docx /tmp/memo_unpack/ && grep -n "w:zoom" /tmp/memo_unpack/word/settings.xml
Output
Unpacked /workspace/output/material_sourcing_recommendation_memo.docx (17 XML files), simplified 0 tracked changes, merged 0 runs 3: <w:zoom w:val="bestFit"/> [stdout] Unpacked /workspace/output/material_sourcing_recommendation_memo.docx (17 XML files), simplified 0 tracked changes, merged 0 runs 3: <w:zoom w:val="bestFit"/> [metadata] noOutputExpected: false
162That's expected — this is the fresh unpack from the regenerated docx, reset back to the unpatched state since I regenera…268k
That's expected — this is the fresh unpack from the regenerated docx, reset back to the unpatched state since I regenerated the file from scratch. Let me reapply the fix and repack.
163Edit1
Tool execution only — no assistant text
Edit/tmp/memo_unpack/word/settings.xml (+replace_all, old_string, new_string)
Arguments
- replace_all
false- file_path
/tmp/memo_unpack/word/settings.xml- old_string
<w:zoom w:val="bestFit"/>- new_string
<w:zoom w:val="bestFit" w:percent="100"/>
Output
The file /tmp/memo_unpack/word/settings.xml has been updated successfully. (file state is current in your context — no need to Read it back) [metadata] filePath: /tmp/memo_unpack/word/settings.xml oldString: <w:zoom w:val="bestFit"/> newString: <w:zoom w:val="bestFit" w:percent="100"/> originalFile: | <?xml version="1.0" encoding="utf-8"?> <w:settings xmlns:mc="http://schemas.openxmlformats.org/markup-compatibility/2006" xmlns:o="urn:schemas-microsoft-com:office:office" xmlns:r="http://schemas.openxmlformats.org/officeDocument/2006/relationships" xmlns:m="http://schemas.openxmlformats.org/officeDocument/2006/math" xmlns:v="urn:schemas-microsoft-com:vml" xmlns:w10="urn:schemas-microsoft-com:office:word" xmlns:w="http://schemas.openxmlformats.org/wordprocessingml/2006/main" xmlns:w14="http://schemas.microsoft.com/office/word/2010/wordml" xmlns:sl="http://schemas.openxmlformats.org/schemaLibrary/2006/main" mc:Ignorable="w14"> <w:zoom… 3,314 more characters of output in the raw trajectory.
164Bash268k1
Tool execution only — no assistant text
Bashpython3 /logs/agent/sessions/skills/docx/scripts/office/pack.py /tmp/memo_unpack/ /workspace/output/material_sourcing_recommendation_memo.docx --original /workspace/output/material_sourcing_recommendation_memo.docx
Arguments
python3 /logs/agent/sessions/skills/docx/scripts/office/pack.py /tmp/memo_unpack/ /workspace/output/material_sourcing_recommendation_memo.docx --original /workspace/output/material_sourcing_recommendation_memo.docx
Output
Paragraphs: 136 → 136 (0) All validations PASSED! Successfully packed /tmp/memo_unpack to /workspace/output/material_sourcing_recommendation_memo.docx [stdout] Paragraphs: 136 → 136 (0) All validations PASSED! Successfully packed /tmp/memo_unpack to /workspace/output/material_sourcing_recommendation_memo.docx [metadata] noOutputExpected: false
166Let me do a final visual check of the footer rendering.269k
Let me do a final visual check of the footer rendering.
167Bash1
Tool execution only — no assistant text
Bashrm -rf /tmp/memo_preview && mkdir -p /tmp/memo_preview && python3 /logs/agent/sessions/skills/docx/scripts/office/soffice.py --headless --convert-to pdf --outdir /tmp/memo_preview /workspace/output/material_sourcing_recommendation_memo.docx 2>&1 | tail -5 && cd /tmp/memo_preview && pdftoppm -jpeg -r 100 -f 1 -l 1 material_sourcing_recommendation_memo.pdf pg
Arguments
rm -rf /tmp/memo_preview && mkdir -p /tmp/memo_preview && python3 /logs/agent/sessions/skills/docx/scripts/office/soffice.py --headless --convert-to pdf --outdir /tmp/memo_preview /workspace/output/material_sourcing_recommendation_memo.docx 2>&1 | tail -5 && cd /tmp/memo_preview && pdftoppm -jpeg -r 100 -f 1 -l 1 material_sourcing_recommendation_memo.pdf pg
Output
Warning: failed to launch javaldx - java may not function correctly convert /workspace/output/material_sourcing_recommendation_memo.docx as a Writer document -> /tmp/memo_preview/material_sourcing_recommendation_memo.pdf using filter : writer_pdf_Export Shell cwd was reset to /workspace [stdout] Warning: failed to launch javaldx - java may not function correctly convert /workspace/output/material_sourcing_recommendation_memo.docx as a Writer document -> /tmp/memo_preview/material_sourcing_recommendation_memo.pdf using filter : writer_pdf_Export [stderr] Shell cwd was reset to /workspace [metadata] noOutputExpected: false
168Read269k1
Tool execution only — no assistant text
Read/tmp/memo_preview/pg-1.jpg
Arguments
/tmp/memo_preview/pg-1.jpg
Output
type: image source: type: base64 data: /9j/4AAQSkZJRgABAQEAZABkAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDAxNDQ0Hyc5PTgyPC4zNDL/2wBDAQkJCQwLDBgNDRgyIRwhMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjL/wAARCARMA1IDASIAAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQAAAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWmp6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEAAwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSExBhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElKU1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwD3+iiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKA
… 357,397 more characters of output in the raw trajectory.
170Bash270k1
Tool execution only — no assistant text
Bashls -la /workspace/output/
Arguments
ls -la /workspace/output/
Output
total 100 drwxr-xr-x 1 root root 4096 Aug 21 09:00 . drwxr-xr-x 1 root root 4096 Aug 20 16:56 .. -rw-r--r-- 1 root root 43079 Aug 21 08:57 material_sourcing_analysis_workbook.xlsx -rw-r--r-- 1 root root 44788 Aug 21 09:05 material_sourcing_recommendation_memo.docx [stdout] total 100 drwxr-xr-x 1 root root 4096 Aug 21 09:00 . drwxr-xr-x 1 root root 4096 Aug 20 16:56 .. -rw-r--r-- 1 root root 43079 Aug 21 08:57 material_sourcing_analysis_workbook.xlsx -rw-r--r-- 1 root root 44788 Aug 21 09:05 material_sourcing_recommendation_memo.docx [metadata] noOutputExpected: false
171Let me do a final visual spot-check of the workbook's key sheets to confirm formatting and readability.271k
Let me do a final visual spot-check of the workbook's key sheets to confirm formatting and readability.
172Bash1
Tool execution only — no assistant text
Bashrm -rf /tmp/xlsx_preview && mkdir -p /tmp/xlsx_preview && python3 /logs/agent/sessions/skills/docx/scripts/office/soffice.py --headless --convert-to pdf --outdir /tmp/xlsx_preview /workspace/output/material_sourcing_analysis_workbook.xlsx 2>&1 | tail -5
Arguments
rm -rf /tmp/xlsx_preview && mkdir -p /tmp/xlsx_preview && python3 /logs/agent/sessions/skills/docx/scripts/office/soffice.py --headless --convert-to pdf --outdir /tmp/xlsx_preview /workspace/output/material_sourcing_analysis_workbook.xlsx 2>&1 | tail -5
Output
Warning: failed to launch javaldx - java may not function correctly convert /workspace/output/material_sourcing_analysis_workbook.xlsx as a Calc document -> /tmp/xlsx_preview/material_sourcing_analysis_workbook.pdf using filter : calc_pdf_Export [stdout] Warning: failed to launch javaldx - java may not function correctly convert /workspace/output/material_sourcing_analysis_workbook.xlsx as a Calc document -> /tmp/xlsx_preview/material_sourcing_analysis_workbook.pdf using filter : calc_pdf_Export [metadata] noOutputExpected: false
173Bash271k1
Tool execution only — no assistant text
Bashcd /tmp/xlsx_preview && pdfinfo material_sourcing_analysis_workbook.pdf | grep Pages && pdftoppm -jpeg -r 100 material_sourcing_analysis_workbook.pdf pg
Arguments
cd /tmp/xlsx_preview && pdfinfo material_sourcing_analysis_workbook.pdf | grep Pages && pdftoppm -jpeg -r 100 material_sourcing_analysis_workbook.pdf pg
Output
Pages: 66 Shell cwd was reset to /workspace [stdout] Pages: 66 [stderr] Shell cwd was reset to /workspace [metadata] noOutputExpected: false
175Read272k1
Tool execution only — no assistant text
Read/tmp/xlsx_preview/pg-1.jpg
Arguments
/tmp/xlsx_preview/pg-1.jpg
Output
File does not exist. Note: your current working directory is /workspace. [error] tool reported failure
176Read272k1
Tool execution only — no assistant text
Read/tmp/xlsx_preview/pg-01.jpg
Arguments
/tmp/xlsx_preview/pg-01.jpg
Output
type: image source: type: base64 data: 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
… 319,949 more characters of output in the raw trajectory.
178Bash274k1
Tool execution only — no assistant text
Bashcd /tmp/xlsx_preview && for p in $(seq -w 1 66); do if pdftotext -f $((10#$p)) -l $((10#$p)) material_sourcing_analysis_workbook.pdf - 2>/dev/null | grep -q "Status Tier"; then echo "Found on page $p"; break fi done
Arguments
cd /tmp/xlsx_preview && for p in $(seq -w 1 66); do if pdftotext -f $((10#$p)) -l $((10#$p)) material_sourcing_analysis_workbook.pdf - 2>/dev/null | grep -q "Status Tier"; then echo "Found on page $p"; break fi doneOutput
Found on page 10 Shell cwd was reset to /workspace [stdout] Found on page 10 [stderr] Shell cwd was reset to /workspace [metadata] noOutputExpected: false
179Read274k1
Tool execution only — no assistant text
Read/tmp/xlsx_preview/pg-10.jpg
Arguments
/tmp/xlsx_preview/pg-10.jpg
Output
type: image source: type: base64 data: 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
… 329,605 more characters of output in the raw trajectory.
181Bash277k1
Tool execution only — no assistant text
Bashls -la /workspace/output/ && echo "---" && python3 -c " from openpyxl import load_workbook wb = load_workbook('/workspace/output/material_sourcing_analysis_workbook.xlsx') print('Workbook sheets:', wb.sheetnames) " file /workspace/output/*.docx /workspace/output/*.xlsx
Arguments
ls -la /workspace/output/ && echo "---" && python3 -c " from openpyxl import load_workbook wb = load_workbook('/workspace/output/material_sourcing_analysis_workbook.xlsx') print('Workbook sheets:', wb.sheetnames) " file /workspace/output/*.docx /workspace/output/*.xlsxOutput
Exit code 127 total 100 drwxr-xr-x 1 root root 4096 Aug 21 09:00 . drwxr-xr-x 1 root root 4096 Aug 20 16:56 .. -rw-r--r-- 1 root root 43079 Aug 21 08:57 material_sourcing_analysis_workbook.xlsx -rw-r--r-- 1 root root 44788 Aug 21 09:05 material_sourcing_recommendation_memo.docx --- Workbook sheets: ['Summary', 'Requirement Coverage', 'Inventory Lot Usability', 'Supplier Quote Feasibility', 'Allocation & Contention Log', 'At-Risk Reqs & Escalations', 'Alternatives Considered', 'Assumptions & Interpretations'] /bin/bash: line 11: file: command not found [error] tool reported failure
182Both deliverables are complete, validated, and consistent with each other. Here's a summary of the analysis and outputs:…278k
Both deliverables are complete, validated, and consistent with each other. Here's a summary of the analysis and outputs:
What the packet showed
Two findings dominate this review cycle:
-
The supplier quote matrix has effectively lapsed. Of 32 RFQ quotes (compiled mid-June), 30 have already passed their Quote Expiry as of the 2026-08-21 review date. Only 2 remain valid, and both are for a requirement already covered from inventory. Every purchase recommendation for the 15 shortfall lines is therefore a re-solicitation target, not an executable award.
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PRG-RAVEN (top-priority, DFARS/Lockmar Defense) is already in schedule breach — its build start (2026-08-17) and all four material need-by dates have already passed, with two lines still short (one 39% short, one 100% short with no eligible inventory and no compliant supplier at any price). PRG-SABLE (#2 priority) has three of four lines short with need-by dates 1–7 days out.
Of 26 requirements: 11 are fully covered by compliant on-hand inventory, 15 have shortfalls (3,103 of 8,960 lb demand). Compliance filtering excluded several commercially-attractive options that don't survive scrutiny — a Not-Approved Russian source's lowest-price quote, a Chinese-melt lowest-price quote barred by DFARS, two Certificate-of-Conformance-only lots, a Suspended-source lot, and a large on-hand lot stuck under an open MRB quality hold that alone could resolve most of the Sable/Tundra plate shortage.
Deliverables in
/workspace/output/material_sourcing_recommendation_memo.docx(7 pages) — executive summary, program-by-program findings, cross-program contention logic, a "what looked available but isn't" section, 6 prioritized escalations, cost/lead-time tradeoffs, and open items for leadership.material_sourcing_analysis_workbook.xlsx(8 sheets) — Summary, Requirement Coverage, Inventory Lot Usability, Supplier Quote Feasibility, Allocation & Contention Log, At-Risk Reqs & Escalations, Alte
… 276 more characters in the raw trajectory.
-
5 failure modes across 7 verifier failures
1Quantity, Cost, Capacity, or Rate Calculation WrongView on Failure Modes ↗Reasoning and Computation2 failures
Description
With the correct source rows and eligibility decisions available, is a required order quantity, excess, cost, credit, capacity, production-mix value, threshold flag, or weighted rate calculated incorrectly?
Failure evidence · per affected verifier
The stated committed-buy total is miscalculated, once by rolling recommended quotes up at needed quantity instead of the MOQ floor and once by charging a shared quote line twice.
A shared quote line is ordered or costed at a quantity that exceeds the combined residual need by more than the supplier minimum justifies.
2Escalation or Tradeoff Communication IncompleteView on Failure Modes ↗Presentation and Communication2 failures
Description
Does the final communication omit or conflate a required escalation, rejected attractive alternative, disqualifying reason, residual risk, or distinction between a feasible plan and separate process actions?
Failure evidence · per affected verifier
The memo never cleanly pairs the required no-hard-sourcing-dead-end assertion with a separately listed set of quality or process escalations, either because a genuine shortfall remains unstated as such or because the two kinds of issue are conflated.
The memo argues compliance over price or lead time but omits naming at least one of the three required attractive, cheaper, or faster non-compliant quotes along with the specific reason it was rejected.
3Unsupported Permission or Source Fact IntroducedView on Failure Modes ↗Input and Instruction Comprehension1 failure
Description
Does the recommendation depend on a waiver, approval, route, credit, corrective action, operating permission, or factual premise that is not documented in the packet?
Failure evidence · per affected verifier
The workbook adds a waiver, expedite, hold-release, or program-restriction policy that is not documented in any source sheet.
4Decision Audit Trail Fragmented or IncompleteView on Failure Modes ↗Deliverable Completion and Structure1 failure
Description
Must a reviewer join separate sheets or infer unstated links to connect an item or requirement with its inputs, alternatives, decision, rationale, quantities, and resulting economics?
Failure evidence · per affected verifier
Selected lots, rejected alternatives, selected and rejected quotes, and purchase cost for an at-risk requirement each live on a different sheet instead of one joined view.
5Required Evidence Fields or Rows OmittedView on Failure Modes ↗Deliverable Completion and Structure1 failure
Description
Is the decision generally present, but the required exact identifiers, comparison rows, operational columns, governing terms, before-and-after values, or validation fields needed to verify it are absent?
Failure evidence · per affected verifier
MOQ-driven buys show the residual need and the MOQ-adjusted order quantity across various sheets but never state the excess amount as its own value.