EKWbench

task_111Manufacturing

16 verifiers · 15 core · 1 secondary · 16 LLM-graded

TaxonomyManufacturingBuyers and purchasing agents

All trialsClaude Sonnet 5claude-codeTrial 04

57%

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 matters

    Coverage 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 pass

    Checks 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 matters

    Country-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 pass

    Checks 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 matters

    EN 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 pass

    Checks that Certificate-of-Conformance-only lots/quotes and partial-traceability lots are excluded from certified-production coverage.

    Reads

  • source_hold_statusLLMPass
    Why it matters

    Approved-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 pass

    Checks 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 matters

    The 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 pass

    Checks 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 matters

    Program-priority allocation is an explicit contention rule, and getting it wrong misassigns scarce compliant stock between competing programs.

    How to pass

    Checks 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 matters

    Lead-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 pass

    Checks 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 matters

    Requirement-level coverage classification is the core analytical output the task asks for and must be complete across all demand lines.

    How to pass

    Checks 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 matters

    Requirement-level traceability is an explicit auditability obligation and is exactly where a weaker solution omits the why-rejected evidence chain.

    How to pass

    Checks 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 failed

    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.

    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 matters

    Conflating need with MOQ-inflated buy quantity was a defect in the earlier attempt and obscures both true demand and committed spend.

    How to pass

    Checks 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 failed

    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.

    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 matters

    A 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 pass

    Checks 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 failed

    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.

    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 matters

    Clarifying 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 pass

    Checks 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 failed

    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.

    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 matters

    The 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 pass

    Checks 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 failed

    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.

    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 matters

    The 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 pass

    Checks 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 failed

    The 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 matters

    The 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 pass

    Checks 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 failed

    A 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 matters

    If 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 pass

    Checks 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

material_sourcing_analysis_workbook.xlsx42 KB

Summary31 rows

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
MetricValueNote
Total raw-material requirements this cycle26Across 6 programs (Raven, Sable, Meridian, Tundra, Halcyon, Calder)
Requirements fully covered by compliant on-hand inventory11No purchase required for these lines
Requirements with a residual shortfall after allocation15Require new purchase and/or escalation
Requirements already past their raw-material need-by date4All 4 belong to PRG-RAVEN (see Critical Findings)
Total net required usable qty (lb)8960Sum of demand forecast column, post-yield basis
Total usable qty covered from compliant inventory (lb)5857.365.4% of total demand
Total residual shortfall (lb)3102.734.6% of total demand
Supplier quotes in current RFQ matrix32RFQ responses received 2026-06-12 to 2026-06-19
Quotes still within their stated Quote Expiry as of review date2All other quotes have lapsed and are not currently actionable
Quotes expired as of review date (require re-solicitation)30See 'Critical Finding' in memo — affects nearly the entire matrix
Inventory lots with a disqualifying compliance issue7Hold, cert type, traceability, or source-approval status — see Inventory Lot Usability tab
Indicative reorder value for shortfalls with an identifiable compliant supplier (USD)35743.26Directional 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 IDProgram / AssemblyCustomerPriority RankOrigin RestrictionBuild StartBuild Start Status# Reqs# ShortTotal Need (lb)Inventory Covered (lb)Shortfall (lb)Coverage %
PRG-RAVENRaven Cargo Door Actuation HingeLockmar Defense Systems1DFARS2026-08-17PAST — build start already elapsed4220271525.6501.40.753
PRG-SABLESable Emergency Egress Hinge ArmLockmar Defense Systems2DFARS2026-08-31Upcoming431218339.2878.80.278
PRG-MERIDIANMeridian Cabin Door Latch HingeAerolux Commercial3CUST-EU2026-09-28Upcoming5316281252.7375.30.769
PRG-TUNDRATundra Cargo Door Stop FittingNorthwind Regional4CUST-EU2026-10-19Upcoming4213097395700.565
PRG-HALCYONHalcyon Service Door Hinge BracketAerolux Commercial5None2026-11-09Upcoming4216601201.5458.50.724
PRG-CALDERCalder Overwing Hatch Hinge SetNorthwind Regional6None2026-11-23Upcoming531118799.3318.70.715
Risk Tier Legend (used on Requirement Coverage and At-Risk Requirements tabs)
Covered — inventoryFully covered by compliant, eligible on-hand inventory. No purchase needed.
Covered — inventory + valid quote backupCovered by inventory; a currently non-expired, compliant quote also exists as backup.
Action now — on schedule if re-quoted promptlyShortfall 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-quoteShortfall 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.

User prompt → 182 turns · 94 tool calls → final responseclaude-code

134 of 182 turns are kept here; the rest were cut to fit the trajectory's byte budget, and each cut is marked where it fell.

  1. 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

    … 1,544 more characters in the raw trajectory.

  2. 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.

  3. 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
  4. 5No text or tool call recorded33k
  5. 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.

  6. 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
  7. 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)2k chars

    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.

  8. 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)16k chars

    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.

  9. 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)11k chars

    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.

  10. 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)15k chars

    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.

  11. 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)11k chars

    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.

  12. 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)12k chars

    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.

  13. 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.

  14. 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)15k chars

    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.

  15. 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)19k chars

    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.

  16. 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).

  17. 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\npython\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.

  18. 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
  19. 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 | pandoc or unpack for raw XML |\n| Create new document | Use docx-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 .doc files 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.

  20. 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
  21. 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)14k chars

    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.

  22. 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
  23. 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)1k chars

    Arguments

    Inspect docx internal structure

    python3 - <<'EOF'
    import zipfile
    path = "program_priority_build_schedule.docx"
    with zipfile.ZipFile(path) as z:
        print(z.namelist())
    EOF
    

    Output

    ['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.

  24. 33Bash75k1

    Tool execution only — no assistant text

    Bashfind /logs/agent/sessions/skills/docx -iname "*.py" | head -50 (+description)2k chars

    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.

  25. 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)34k chars

    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.

  26. 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
  27. 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 E8k chars

    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.

  28. 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)5k chars

    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 -100
    

    Output

    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.

  29. 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.

  30. 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: true
  31. 44Bash117k1

    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)1k chars

    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.

  32. 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.

  33. 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
  34. 47Bash118k1

    Tool execution only — no assistant text

    Bashcd /tmp/analysis && python3 build.py 2>&1 | head -40045k chars

    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.

  35. 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.

  36. 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_see8k chars

    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.

  37. 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) "2k chars

    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.

  38. 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.

  39. 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=26k chars

    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.

  40. 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): pic13k chars

    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.

  41. 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.

  42. 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
  43. 62Write178k1

    Tool execution only — no assistant text

    Write/tmp/analysis/full_build.py (+content)13k chars

    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.

  44. 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
  45. 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.

  46. 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['p9k chars

    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.

  47. 68Write190k1

    Tool execution only — no assistant text

    Write/tmp/analysis/make_workbook.py (+content)17k chars

    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.

  48. 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
  49. 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).

  50. 72Write1

    Tool execution only — no assistant text

    Write/tmp/analysis/make_workbook_part2.py (+content)25k chars

    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.

  51. 74Let me clean up a leftover debug line before running.202k

    Let me clean up a leftover debug line before running.

  52. 75Edit1

    Tool execution only — no assistant text

    Edit/tmp/analysis/make_workbook_part2.py (+replace_all, old_string, new_string)2k chars

    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.

  53. 76Bash202k1

    Tool execution only — no assistant text

    Bashcd /tmp/analysis && python3 make_workbook_part2.py2k chars

    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.

  54. 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
  55. 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.

  56. 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.py

    Output

    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: false
  57. 82Bash208k1

    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
  58. 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.

  59. 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
  60. 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: false
  61. 87Bash209k1

    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 i3k chars

    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.

  62. 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.

  63. 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
  64. 92Write213k1

    Tool execution only — no assistant text

    Write/tmp/analysis/format_polish.py (+content)3k chars

    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.

  65. 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: false
  66. 95Bash213k1

    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: false
  67. 97Bash214k1

    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) "6k chars

    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.

  68. 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.

  69. 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), 'sum1k chars

    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.

  70. 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.

  71. 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
  72. 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.

  73. 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
  74. 108Write230k1

    Tool execution only — no assistant text

    Write/tmp/analysis/make_memo.py (+content)8k chars

    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.

  75. 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
  76. 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.

  77. 112Edit1

    Tool execution only — no assistant text

    Edit/tmp/analysis/make_memo.py (+replace_all, old_string, new_string)20k chars

    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.

  78. 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
  79. 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).

  80. 115Edit1

    Tool execution only — no assistant text

    Edit/tmp/analysis/make_memo.py (+replace_all, old_string, new_string)15k chars

    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.

  81. 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
  82. 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.

  83. 118Edit1

    Tool execution only — no assistant text

    Edit/tmp/analysis/make_memo.py (+replace_all, old_string, new_string)21k chars

    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.

  84. 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
  85. 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.

  86. 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 failure
  87. 123The 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.

  88. 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.docx

    Output

    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 failure
  89. 126Confirmed — 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 (pBdr and tcBorders/shd sequence) in my generation script.

  90. 127Read1

    Tool execution only — no assistant text

    Read/tmp/analysis/make_memo.py (+offset, limit)8k chars

    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.

  91. 129Edit250k1

    Tool execution only — no assistant text

    Edit/tmp/analysis/make_memo.py (+replace_all, old_string)4k chars

    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.

  92. 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_table to set widths → borders → shading in sequence.

  93. 131Read1

    Tool execution only — no assistant text

    Read/tmp/analysis/make_memo.py (+offset, limit)3k chars

    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.

  94. 133Edit252k1

    Tool execution only — no assistant text

    Edit/tmp/analysis/make_memo.py (+replace_all, old_string)4k chars

    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.

  95. 134Now let's regenerate and re-validate.253k

    Now let's regenerate and re-validate.

  96. 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 failure
  97. 137Both 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 zoom percent attribute) directly in the XML for a fully clean validation.

  98. 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
  99. 139Edit254k1

    Tool execution only — no assistant text

    Edit/tmp/memo_unpack/word/settings.xml (+replace_all, old_string, new_string)4k chars

    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.

  100. 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
  101. 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.

  102. 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
  103. 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
  104. 145Read255k1

    Tool execution only — no assistant text

    Read/tmp/memo_preview/page-1.jpg350k chars

    Arguments

    /tmp/memo_preview/page-1.jpg

    Output

    type: image
    source:
      type: base64
      data: /9j/4AAQSkZJRgABAQEAZABkAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDAxNDQ0Hyc5PTgyPC4zNDL/2wBDAQkJCQwLDBgNDRgyIRwhMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjL/wAARCARMA1IDASIAAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQAAAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWmp6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEAAwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSExBhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElKU1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwD3+iiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKA

    … 348,757 more characters of output in the raw trajectory.

  105. 146Read1

    Tool execution only — no assistant text

    Read/tmp/memo_preview/page-2.jpg602k chars

    Arguments

    /tmp/memo_preview/page-2.jpg

    Output

    type: image
    source:
      type: base64
      data: 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

    … 601,413 more characters of output in the raw trajectory.

  106. 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.

  107. 148Read1

    Tool execution only — no assistant text

    Read/tmp/memo_preview/page-3.jpg412k chars

    Arguments

    /tmp/memo_preview/page-3.jpg

    Output

    type: image
    source:
      type: base64
      data: /9j/4AAQSkZJRgABAQEAZABkAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDAxNDQ0Hyc5PTgyPC4zNDL/2wBDAQkJCQwLDBgNDRgyIRwhMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjL/wAARCARMA1IDASIAAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQAAAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWmp6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEAAwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSExBhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElKU1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwD3+iiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKA

    … 411,341 more characters of output in the raw trajectory.

  108. 149Read1

    Tool execution only — no assistant text

    Read/tmp/memo_preview/page-4.jpg493k chars

    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.

  109. 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.

  110. 151Read1

    Tool execution only — no assistant text

    Read/tmp/memo_preview/page-5.jpg519k chars

    Arguments

    /tmp/memo_preview/page-5.jpg

    Output

    type: image
    source:
      type: base64
      data: /9j/4AAQSkZJRgABAQEAZABkAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDAxNDQ0Hyc5PTgyPC4zNDL/2wBDAQkJCQwLDBgNDRgyIRwhMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjL/wAARCARMA1IDASIAAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQAAAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWmp6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEAAwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSExBhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElKU1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwD3+iiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKA

    … 518,373 more characters of output in the raw trajectory.

  111. 152Read1

    Tool execution only — no assistant text

    Read/tmp/memo_preview/page-6.jpg597k chars

    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.

  112. 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.

  113. 154Read1

    Tool execution only — no assistant text

    Read/tmp/memo_preview/page-7.jpg515k chars

    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.

  114. 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.

  115. 157Read1

    Tool execution only — no assistant text

    Read/tmp/analysis/make_memo.py (+offset, limit)1k chars

    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.

  116. 158Edit266k1

    Tool execution only — no assistant text

    Edit/tmp/analysis/make_memo.py (+replace_all, old_string, new_string)4k chars

    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.

  117. 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 failure
  118. 161Bash267k1

    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
  119. 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.

  120. 163Edit1

    Tool execution only — no assistant text

    Edit/tmp/memo_unpack/word/settings.xml (+replace_all, old_string, new_string)4k chars

    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.

  121. 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
  122. 166Let me do a final visual check of the footer rendering.269k

    Let me do a final visual check of the footer rendering.

  123. 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
  124. 168Read269k1

    Tool execution only — no assistant text

    Read/tmp/memo_preview/pg-1.jpg358k chars

    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.

  125. 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
  126. 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.

  127. 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
  128. 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
  129. 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
  130. 176Read272k1

    Tool execution only — no assistant text

    Read/tmp/xlsx_preview/pg-01.jpg321k chars

    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.

  131. 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
    done

    Output

    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
  132. 179Read274k1

    Tool execution only — no assistant text

    Read/tmp/xlsx_preview/pg-10.jpg331k chars

    Arguments

    /tmp/xlsx_preview/pg-10.jpg

    Output

    type: image
    source:
      type: base64
      data: /9j/4AAQSkZJRgABAQEAZABkAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDAxNDQ0Hyc5PTgyPC4zNDL/2wBDAQkJCQwLDBgNDRgyIRwhMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjL/wAARCASSAzsDASIAAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQAAAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWmp6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEAAwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSExBhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElKU1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwD3+iiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKA

    … 329,605 more characters of output in the raw trajectory.

  133. 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/*.xlsx

    Output

    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
  134. 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:

    1. 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.

    2. 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

  1. 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.

  2. 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.

  3. 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.

  4. 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.

  5. 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.