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task_111Manufacturing

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

TaxonomyManufacturingBuyers and purchasing agents

All trialsGPT-5.6 TerracodexTrial 01

81%

Trial reward

GPT-5.6 TerraFail

Trial 01 — 2nd of 4 by reward score. This model averages 82.5% across 4 trials on this task.

  • 12/15Core verifiers passed
  • 13/16All verifiers passed
  • 3Core failed
  • 42Turns
  • 32Tool calls
  • $1.56Cost
  • 35.3mTime
  • 68kOutput tokens

Missed 3 of 15 core — traceability, escalation_language and memo_recommendation.

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

    No single per-requirement view shows all required elements for the sourcing-decision lines. "Requirement Plan" gives selected lots/quotes and coverage, but rejected matching lots with reasons appear only on "Inventory Analysis" or grouped on "Alternatives," rejected quotes/reasons are on "Quote Feasibility"/"Alternatives," and purchase cost is only shown at quote level in "Purchase Plan" (e.g., shared QTE-A3F91C for REQ-H4A2 and REQ-B6N3 has no per-requirement cost). Grouped "Alternatives" rows such as REQ-X5M3/REQ-T2C7/REQ-V1D9 are not a per-requirement audit trail.

  • residual_vs_moqLLMPass
    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

  • cost_reconciliationLLMPass
    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

  • 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

    Although the memo says the plan "covers all 26 current requirements" and separately flags held lots for Quality/MRB, it does not cleanly assert that every requirement has a fully schedule-feasible path: REQ-L8Q4 is described as "not a robust on-time resolution without documented schedule acceptance." It also omits explicit non-sourcing escalations like confirming MRP-tentative requirements.

  • 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 clearly treats compliance as overriding cost/lead time (e.g., "Price and early receipt do not reverse these gates"), but it fails the rubric’s minimum rejected-option documentation. It does not explicitly name the specific lowest-price China-melt 7075-T7351 quote (~$6.85/lb), does not explicitly name the lowest-price Russia-melt 15-5PH quote (~$8.10/lb), and although it lists QTE-B6D2A9 under a C-of-C gate, it does not identify it as the cheapest/fastest C-of-C-only 4340 bar quote (~$4.95/lb).

  • no_fabrication_side_effectsLLMPass
    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

  • residual_po_reconciliationLLMPass
    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

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.xlsx65 KB

Read Me21 rows

Material Sourcing Review — Recommendation Workbook
2026 Q3 door / hinge build wave. Calculations apply ENG-MSP Rev H gates before price or lead-time selection.
Decision summary3
Requirements reviewed26A lot or quote is usable only when alloy, specification, temper/condition, product form, certificate, traceability, hold status, source approval and program origin rule pass. No unlisted substitution is used.
Net required usable quantity (lb)8960Inventory usable quantity = (on hand − existing allocation) × documented lot yield factor. Quoted material is evaluated at quoted pounds against demand; no yield factor was invented for purchases.
Compliant inventory allocated (lb)5857.25Priority is applied only among compliant alternatives. Existing allocations were removed before any new allocation.
Planned purchase allocation (lb)3102.75For quote timing, the workbook shows the documented receipt-to-need-by gap. ENG-MSP requires a margin for incoming inspection and in-house processing; the packet gives no numeric margin.
Recommended purchase orders12All facts are transcribed from the supplied forecast, lot snapshot, AMSL, quote matrix, substitution policy, and program schedule. Blue text denotes source/decision inputs; green text denotes inter-sheet formulas.
Planned PO quantity (lb)3621.5
Minimum-order overage, not allocated (lb)518.75
Planned purchase cost32288.42
Inventory-only requirements11
Mixed inventory + purchase requirements8
Purchase-only requirements7
Schedule-watch requirements1
Source packet
Demand forecastmaterial_demand_forecast.xlsx — MRP-2026-0619-R2
Inventory / certificationsinventory_lot_cert_snapshot.xlsx — WMS-EXP-20260620-0741 joined to QMS
Approved sourcesapproved_material_source_list.xlsx — QE-AMSL Rev N, effective 2026-06-01
Supplier quotessupplier_quote_leadtime_matrix.xlsx — RFQ responses received 2026-06-12 through 2026-06-19
Substitution policyengineering_material_substitution_policy.pdf — ENG-MSP Rev H, effective 2026-05-15
Priorities / restrictionsprogram_priority_build_schedule.docx — PC-2026-0618, status 2026-06-19

User prompt → 42 turns · 32 tool calls → final responsecodex

  1. 1systemskills instructions · Skills A skill is a set of instructions provided through a SKILL.md source. Below is the list of s…

    skills instructions

    Skills

    A skill is a set of instructions provided through a SKILL.md source. Below is the list of skills that can be used. Each entry includes a name, description, and source locator. file locators are on the host filesystem, executor package locators are owned by their execution environment, orchestrator package locators are opaque package identifiers, and custom resource locators use their provider's access mechanism.

    Available skills

    • imagegen: Generate or edit raster images when the task benefits from AI-created bitmap visuals such as photos, illustrations, textures, sprites, mockups, or transparent-background cutouts. Use when Codex should create a brand-new image, transform an existing image, or derive visual variants from references, and the output should be a bitmap asset rather than repo-native code or vector. Do not use when the task is better handled by editing existing SVG/vector/code-native assets, extending an established icon or logo system, or building the visual directly in HTML/CSS/canvas. (file: /tmp/codex-home/skills/.system/imagegen/SKILL.md)
    • openai-docs: Use for Codex models/pricing, scheduled tasks, skills, settings, setup, troubleshooting, customization, automations, and self-knowledge—including 'you,' 'your,' 'this app,' or 'this coding agent' when they refer to Codex—and for OpenAI APIs/products and ChatGPT Work. Also use for model choice/migration, prompting, SDKs, Responses, Realtime, agents, evals, and Chat/Work/Codex comparisons. Do not use for generic app/software tasks that merely mention Codex. (file: /tmp/codex-home/skills/.system/openai-docs/SKILL.md)
    • plugin-creator: Create and scaffold plugin directories for Codex with a required .codex-plugin/plugin.json, optional plugin folders/files, valid manifest defaults, and personal-marketplace entries by default. Use when Codex needs to create a new personal plugin, add optional plugin structure, generate or update marketplace entries for plugi

    … 3,403 more characters in the raw trajectory.

  2. 2systemYou are /root, the primary agent in a team of agents collaborating to fulfill the user's goals. At the start of your tur…

    You are /root, the primary agent in a team of agents collaborating to fulfill the user's goals.

    At the start of your turn, you are the active agent.
    You can spawn sub-agents to handle subtasks, and those sub-agents can spawn their own sub-agents.
    All agents in the team, including the agents that you can assign tasks to, are equally intelligent and capable, and have access to the same set of tools.

    You can use spawn_agent to create a new agent, followup_task to give an existing agent a new task and trigger a turn, and send_message to pass a message to a running agent without triggering a turn.
    Child agents can also spawn their own sub-agents.
    You can decide how much context you want to propagate to your sub-agents with the fork_turns parameter.

    You will receive messages in the analysis channel in the form:

    Message Type: MESSAGE | FINAL_ANSWER
Task name: <recipient>
Sender: <author>
Payload:
<payload text>

    They may be addressed as to=/root

    Note that collaboration tools cannot be called from inside functions.exec. Call spawn_agent, send_message, followup_task, wait_agent, interrupt_agent, and list_agents only as direct tool calls using the recipient shown in their tool definitions, such as to=functions.collaboration.spawn_agent, since they are intentionally absent from the functions.exec tools.* namespace. Available tools in functions.exec are explicitly described with a tools namespace in the developer message.

    All agents share the same directory. In detail:

    • All agents have access to the same container and filesystem as you.
    • All agents use the same current working directory.
    • As a result, edits made by one agent are immediately visible to all other agents.

    When calling wait_agent, prefer longer waits (minutes) to avoid busy polling.

    There are 4 available concurrency slots, meaning that up to 4 agents can be active at once, including you.

    Full-history forks (fork_turns omitted or "all") inherit the parent mod

    … 264 more characters in the raw trajectory.

  3. 3systemmulti agent mode · Any earlier instruction enabling proactive multi-agent delegation no longer applies. Do not spawn sub…

    multi agent mode

    Any earlier instruction enabling proactive multi-agent delegation no longer applies. Do not spawn sub-agents unless the user or applicable AGENTS.md/skill instructions explicitly ask for sub-agents, delegation, or parallel agent work.

  4. 4userenvironment context · /workspace bash 2026-08-20 Etc/UTC /workspace

    environment context

    cwd
    /workspace
    shell
    bash
    current date
    2026-08-20
    timezone
    Etc/UTC
    root
    /workspace
  5. 5userYou 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.

  6. 6I’ll build both deliverables from the supplied packet, treating certification and approved-source constraints as gating…

    I’ll build both deliverables from the supplied packet, treating certification and approved-source constraints as gating requirements. I’m using the document and spreadsheet workflows so the memo and workbook are traceable and usable by leadership.

  7. 7Shell1

    Tool execution only — no assistant text

    Shellvia exec19k chars

    Arguments

    const r = await Promise.all([
  tools.exec_command({"cmd":"sed -n '1,240p' /root/.agents/skills/docx/SKILL.md","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":20000}),
  tools.exec_command({"cmd":"sed -n '1,260p' /root/.agents/skills/xlsx/SKILL.md","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":30000})
]);
text(r.map(x=>x.output).join("\n\n--- XLSX SKILL ---\n\n"));

    Output

    Script completed
Wall time 0.1 seconds
Output:

---
name: docx
description: "Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests to produce professional documents with formatting like tables of contents, headings, page numbers, or letterheads. Also use when extracting or reorganizing content from .docx files, inserting or replacing images in documents, performing find-and-replace in Word files, working with tracked changes or comments, or converting content into a polished Word document. If the user asks for a 'report', 'memo', 'letter', 'template', or similar deliverable as a Word or .docx file, use this skill. Do NOT use for PDFs, spreadsheets, Google Docs, or general coding tasks unrelated to document generation."
license: Proprietary. LICENSE.txt has complete t

    … 18,340 more characters of output in the raw trajectory.

  8. 8Shell1

    Tool execution only — no assistant text

    Shellvia exec11k chars

    Arguments

    const r = await Promise.all([
  tools.exec_command({"cmd":"wc -l /root/.agents/skills/docx/SKILL.md /root/.agents/skills/xlsx/SKILL.md && sed -n '241,520p' /root/.agents/skills/docx/SKILL.md","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":20000}),
  tools.exec_command({"cmd":"sed -n '261,620p' /root/.agents/skills/xlsx/SKILL.md","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":30000})
]);
text(r.map(x=>x.output).join("\n\n--- XLSX SKILL CONTINUED ---\n\n"));

    Output

    Script completed
Wall time 0.1 seconds
Output:

  590 /root/.agents/skills/docx/SKILL.md
  291 /root/.agents/skills/xlsx/SKILL.md
  881 total
new Paragraph({ children: [new PageBreak()] })

// Or use pageBreakBefore
new Paragraph({ pageBreakBefore: true, children: [new TextRun("New page")] })
```

### Hyperlinks

```javascript
// External link
new Paragraph({
  children: [new ExternalHyperlink({
    children: [new TextRun({ text: "Click here", style: "Hyperlink" })],
    link: "https://example.com",
  })]
})

// Internal link (bookmark + reference)
// 1. Create bookmark at destination
new Paragraph({ heading: HeadingLevel.HEADING_1, children: [
  new Bookmark({ id: "chapter1", children: [new TextRun("Chapter 1")] }),
]})
// 2. Link to it
new Paragraph({ children: [new InternalHyperlink({
  children: [new TextRun({ text: "See Chapter 1", style: "Hyperlink" })],
  anchor: "chapter1",
})]})

    … 10,377 more characters of output in the raw trajectory.

  9. 9Shell1

    Tool execution only — no assistant text

    Shellvia exec12k chars

    Arguments

    const r = await Promise.all([
  tools.exec_command({"cmd":"sed -n '241,380p' /root/.agents/skills/docx/SKILL.md","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":16000}),
  tools.exec_command({"cmd":"sed -n '381,520p' /root/.agents/skills/docx/SKILL.md","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":16000}),
  tools.exec_command({"cmd":"sed -n '521,650p' /root/.agents/skills/docx/SKILL.md","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":16000})
]);
text(r.map(x=>x.output).join("\n\n--- NEXT

    … 30 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 0.1 seconds
Output:

new Paragraph({ children: [new PageBreak()] })

// Or use pageBreakBefore
new Paragraph({ pageBreakBefore: true, children: [new TextRun("New page")] })
```

### Hyperlinks

```javascript
// External link
new Paragraph({
  children: [new ExternalHyperlink({
    children: [new TextRun({ text: "Click here", style: "Hyperlink" })],
    link: "https://example.com",
  })]
})

// Internal link (bookmark + reference)
// 1. Create bookmark at destination
new Paragraph({ heading: HeadingLevel.HEADING_1, children: [
  new Bookmark({ id: "chapter1", children: [new TextRun("Chapter 1")] }),
]})
// 2. Link to it
new Paragraph({ children: [new InternalHyperlink({
  children: [new TextRun({ text: "See Chapter 1", style: "Hyperlink" })],
  anchor: "chapter1",
})]})
```

### Footnotes

```javascript
const doc = new Document({
  footnotes: {
    1: { chi

    … 11,035 more characters of output in the raw trajectory.

  10. 10Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({"cmd":"rg --files -g '!output/**' -g '!node_modules/**' /workspace | sed -n '1,240p'","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":20000});
text(r.output);

    Output

    Script completed
Wall time 0.1 seconds
Output:

/workspace/data/inventory_lot_cert_snapshot.xlsx
/workspace/data/engineering_material_substitution_policy.pdf
/workspace/data/approved_material_source_list.xlsx
/workspace/data/supplier_quote_leadtime_matrix.xlsx
/workspace/data/program_priority_build_schedule.docx
/workspace/data/material_demand_forecast.xlsx
  11. 11The packet includes an engineering substitution-policy PDF, so I’m also using the PDF workflow to extract its constraint…

    The packet includes an engineering substitution-policy PDF, so I’m also using the PDF workflow to extract its constraints before making any allocation calls.

  12. 12Shell1

    Tool execution only — no assistant text

    Shellvia exec9k chars

    Arguments

    const r = await tools.exec_command({"cmd":"wc -l /root/.agents/skills/pdf/SKILL.md && sed -n '1,420p' /root/.agents/skills/pdf/SKILL.md","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":40000});
text(r.output);

    Output

    Script completed
Wall time 0.1 seconds
Output:

314 /root/.agents/skills/pdf/SKILL.md
---
name: pdf
description: Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating new PDFs, filling PDF forms, encrypting/decrypting PDFs, extracting images, and OCR on scanned PDFs to make them searchable. If the user mentions a .pdf file or asks to produce one, use this skill.
license: Proprietary. LICENSE.txt has complete terms
---

# PDF Processing Guide

## Overview

This 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.

##

    … 7,528 more characters of output in the raw trajectory.

  13. 13Shell1

    Tool execution only — no assistant text

    Shellvia exec30k chars

    Arguments

    const r = await Promise.all([
  tools.exec_command({"cmd":"python - <<'PY'\nfrom pathlib import Path\nimport openpyxl\nfor p in sorted(Path('/workspace/data').glob('*.xlsx')):\n    print('\\n###', p.name)\n    wb = openpyxl.load_workbook(p, data_only=False)\n    print('sheets:', wb.sheetnames)\n    for ws in wb.worksheets:\n        print(f'-- {ws.title}: {ws.max_row} rows x {ws.max_column} cols')\n        for row in ws.iter_rows(values_only=False):\n            vals=[]\n            for c in row:\n                v=c.value\n                if v is not None:\n

    … 776 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 1.1 seconds
Output:

--- Excel sources ---\n
### approved_material_source_list.xlsx
sheets: ['Source List', 'README']
-- Source List: 13 rows x 9 cols
Source ID	Source Name	Source Type	Approved Spec Families	Melt Country	Origin Qualifying Status	Approval Status	Approval Expiry	Note
SRC-9F2A41	Cascade Rolled Products LLC	Mill	AMS-QQ-A-250, AMS-QQ-A-200, AMS 4117	USA	Qualifying (USA)	Approved	2027-03-31	Aluminum plate/extrusion/bar
SRC-3B7C19	Ardenne Steelworks SA	Mill	AMS 5862, AMS 5659, AMS 5604	France	Qualifying (non-US)	Approved	2026-12-31	PH stainless; qualifying country (FR)
SRC-D14E8B	Tri-State Metals Distribution	Distributor	AMS-QQ-A-250, AMS-QQ-A-200, AMS 6415, AMS 6359	USA	Qualifying (USA)	Approved	2027-06-30	Distributor; passes mill certs
SRC-7A6D52	Hangzhou Precision Alloys Co	Mill	AMS-QQ-A-250, AMS 5659	China	Non-qualifying	Appr

    … 29,123 more characters of output in the raw trajectory.

  14. 14Shell1

    Tool execution only — no assistant text

    Shellvia exec4k chars

    Arguments

    const r = await tools.exec_command({"cmd":"python - <<'PY'\nfrom docx import Document\np='/workspace/data/program_priority_build_schedule.docx'\ndoc=Document(p)\nfor i, para in enumerate(doc.paragraphs, 1):\n    t=para.text.strip()\n    if t:\n        print(f'P{i}: {t}')\nfor ti, table in enumerate(doc.tables, 1):\n    print(f'\\nTABLE {ti}: {len(table.rows)} rows x {len(table.columns)} cols')\n    for row in table.rows:\n        print('\\t'.join(cell.text.replace('\\n',' | ') for cell in row.cells))\nPY","workdir":"/workspace","yield_time_ms":10000,"max_

    … 43 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 0.4 seconds
Output:

P1: Program Priority & Build Schedule
P2: 2026 Q3 Door/Hinge Mechanism Build Wave — Production Control Release PC-2026-0618
P3: Issued by: Production Control & Program Management Office (PMO).  Distribution: Sourcing, Materials Planning, Quality, MRB.  Status as of 2026-06-19.
P4: 1. Purpose
P5: 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.
P6: 2. Program Priority Ranking and Build Commitments
P7: Note: build start is the firs

    … 3,090 more characters of output in the raw trajectory.

  15. 15I’ve extracted the packet. A key compliance gate is already clear: some physically available lots and low-cost quotes fa…

    I’ve extracted the packet. A key compliance gate is already clear: some physically available lots and low-cost quotes fail certificate, traceability, source-approval, or country restrictions, so they will be excluded rather than treated as supply. I’m now reconciling quantities and quote applicability into the recommendation.

  16. 16Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await Promise.all([
  tools.exec_command({"cmd":"node -e \"try{console.log(require.resolve('docx'))}catch(e){console.error('DOCX_MODULE_NOT_FOUND');process.exit(2)}\"; command -v libreoffice || true; rg --files /root /workspace 2>/dev/null | rg '(^|/)recalc\\.py$|(^|/)validate\\.py$|(^|/)soffice\\.py$' | sed -n '1,80p'","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":20000}),
  tools.exec_command({"cmd":"python - <<'PY'\nfrom pathlib import Path\nimport openpyxl\nfor p in Path('/workspace/data').glob('*.xlsx'):\n    wbv = open

    … 627 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 0.9 seconds
Output:

DOCX_MODULE_NOT_FOUND
/usr/bin/libreoffice


---

approved_material_source_list.xlsx
inventory_lot_cert_snapshot.xlsx
material_demand_forecast.xlsx
supplier_quote_leadtime_matrix.xlsx
Quote Matrix [('J2', '=H2*I2', 3550), ('J3', '=H3*I3', 2560), ('J4', '=H4*I4', 10575), ('J5', '=H5*I5', 4477.5), ('J6', '=H6*I6', 8100), ('J7', '=H7*I7', 2892.5), ('J8', '=H8*I8', 3440), ('J9', '=H9*I9', 3380), ('J10', '=H10*I10', 3735), ('J11', '=H11*I11', 2775)]
  17. 17Shell1

    Tool execution only — no assistant text

    Shellvia exec9k chars

    Arguments

    const r = await tools.exec_command({"cmd":"rg --files /root/.agents /tmp/codex-home 2>/dev/null | rg '(^|/)(recalc|validate|soffice)\\.py$|scripts/office' | sed -n '1,160p'; command -v npm && npm --version","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":20000});
text(r.output);

    Output

    Script completed
Wall time 0.2 seconds
Output:

/root/.agents/skills/xlsx/scripts/recalc.py
/root/.agents/skills/xlsx/scripts/office/soffice.py
/root/.agents/skills/xlsx/scripts/office/validators/__init__.py
/root/.agents/skills/xlsx/scripts/office/validators/redlining.py
/root/.agents/skills/xlsx/scripts/office/validators/pptx.py
/root/.agents/skills/xlsx/scripts/office/validators/base.py
/root/.agents/skills/xlsx/scripts/office/validators/docx.py
/root/.agents/skills/xlsx/scripts/office/validate.py
/root/.agents/skills/xlsx/scripts/office/schemas/ecma/fouth-edition/opc-relationships.xsd
/root/.agents/skills/xlsx/scripts/office/schemas/ecma/fouth-edition/opc-coreProperties.xsd
/root/.agents/skills/xlsx/scripts/office/schemas/ecma/fouth-edition/opc-digSig.xsd
/root/.agents/skills/xlsx/scripts/office/schemas/ecma/fouth-edition/opc-contentTypes.xsd
/root/.agents/skills/docx/scripts/office/soffice.py
/root

    … 7,622 more characters of output in the raw trajectory.

  18. 18Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({"cmd":"npm install --prefix /workspace/.docx_runtime docx","workdir":"/workspace","yield_time_ms":30000,"max_output_tokens":20000});
text(r.output);

    Output

    Script completed
Wall time 1.9 seconds
Output:


added 22 packages in 2s

1 package is looking for funding
  run `npm fund` for details
  19. 19Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({"cmd":"mkdir -p /workspace/output && ls -la /workspace/output","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":12000});
text(r.output);

    Output

    Script completed
Wall time 0.1 seconds
Output:

total 8
drwxr-xr-x 1 root root 4096 Aug 20 16:56 .
drwxr-xr-x 1 root root 4096 Aug 20 17:43 ..
  20. 20Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({"cmd":"python - <<'PY'\nfrom decimal import Decimal as D\npurchases=[\n('QTE-A3F91C',D('593.4'),D('9.4')),\n('QTE-8B3F19',D('176'),D('14.2')),\n('QTE-D9F3B1',D('250'),D('5.35')),\n('QTE-3A9F18',D('680.8'),D('11.75')),\n('QTE-1A6E38',D('154.2'),D('5.75')),\n('QTE-6D1B84',D('287'),D('6.9')),\n('QTE-9A2E57',D('389'),D('5.45')),\n('QTE-2D7C64',D('236.1'),D('7.6')),\n('QTE-2F8C41',D('198'),D('9.85')),\n('QTE-9E4B27',D('250'),D('8.7')),\n('QTE-C1E7B4',D('250'),D('8.9')),\n('QTE-7E2A85',D('157'),D('11.1')),\n]\nprint('purchases')\nfor

    … 2,733 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 0.1 seconds
Output:

purchases
QTE-A3F91C 593.4 5577.96
QTE-8B3F19 176 2499.2
QTE-D9F3B1 250 1337.50
QTE-3A9F18 680.8 7999.400
QTE-1A6E38 154.2 886.650
QTE-6D1B84 287 1980.3
QTE-9A2E57 389 2120.05
QTE-2D7C64 236.1 1794.36
QTE-2F8C41 198 1950.30
QTE-9E4B27 250 2175.0
QTE-C1E7B4 250 2225.0
QTE-7E2A85 157 1742.7
count 12 total qty 3621.5 total cost 32288.420
demand 8960 inventory use 5859.0 purchase alloc 3101.0 purchase overage 520.5
Raven 2027 1525.6 501.4
Sable 1218 339.2 878.8
Meridian 1628 1252.7 375.3
Tundra 1309 739 570
Halcyon 1660 1201.5 458.5
Calder 1118 801 317
  21. 21exec1

    Tool execution only — no assistant text

    execconst patch = "*** Begin Patch\n*** Add File: /workspace/build_sourcing_workbook.py\n+from pathlib import Path\n+from collections import defaultdict\n+from datetime import date, datetime\n+\n+from docx import Document\n+from openpyxl import Workbook, load_workbook\n+from openpyxl.comments import Comment\n+from openpyxl.formatting.rule import CellIsRule\n+from openpyxl.styles import Alignment, Border, Font, PatternFill, Side\n+from openpyxl.utils import get_column_letter\n+from openpyxl.worksheet.table import Table, TableStyleInfo\n+\n+\n+ROOT = Path('/workspace')\n+D

    Arguments

    const patch = "*** Begin Patch\n*** Add File: /workspace/build_sourcing_workbook.py\n+from pathlib import Path\n+from collections import defaultdict\n+from datetime import date, datetime\n+\n+from docx import Document\n+from openpyxl import Workbook, load_workbook\n+from openpyxl.comments import Comment\n+from openpyxl.formatting.rule import CellIsRule\n+from openpyxl.styles import Alignment, Border, Font, PatternFill, Side\n+from openpyxl.utils import get_column_letter\n+from openpyxl.worksheet.table import Table, TableStyleInfo\n+\n+\n+ROOT = Path('/workspace')\n+D

    … 52,050 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 0.0 seconds
Output:

{}
  22. 22Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({"cmd":"python /workspace/build_sourcing_workbook.py","workdir":"/workspace","yield_time_ms":30000,"max_output_tokens":30000});
text(r.output);

    Output

    Script completed
Wall time 1.3 seconds
Output:

/workspace/output/material_sourcing_analysis_workbook.xlsx
  23. 23exec1

    Tool execution only — no assistant text

    execconst patch = "*** Begin Patch\n*** Update File: /workspace/build_sourcing_workbook.py\n@@\n- ('Requirements reviewed', \"=COUNTA('Requirement Plan'!A4:A29)\", 'count'),\n- ('Net required usable quantity (lb)', \"=SUM('Requirement Plan'!K4:K29)\", 'lb'),\n- ('Compliant inventory allocated (lb)', \"=SUM('Requirement Plan'!L4:L29)\", 'lb'),\n- ('Planned purchase allocation (lb)', \"=SUM('Requirement Plan'!M4:M29)\", 'lb'),\n- ('Recommended purchase orders', \"=COUNTA('Purchase Plan'!A4:A15)\", 'count'),\n- ('Planned PO quantity (lb)', \"

    Arguments

    const patch = "*** Begin Patch\n*** Update File: /workspace/build_sourcing_workbook.py\n@@\n-    ('Requirements reviewed', \"=COUNTA('Requirement Plan'!A4:A29)\", 'count'),\n-    ('Net required usable quantity (lb)', \"=SUM('Requirement Plan'!K4:K29)\", 'lb'),\n-    ('Compliant inventory allocated (lb)', \"=SUM('Requirement Plan'!L4:L29)\", 'lb'),\n-    ('Planned purchase allocation (lb)', \"=SUM('Requirement Plan'!M4:M29)\", 'lb'),\n-    ('Recommended purchase orders', \"=COUNTA('Purchase Plan'!A4:A15)\", 'count'),\n-    ('Planned PO quantity (lb)', \"

    … 2,255 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 0.0 seconds
Output:

{}
  24. 24Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({"cmd":"python /workspace/build_sourcing_workbook.py && python /root/.agents/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 60","workdir":"/workspace","yield_time_ms":30000,"max_output_tokens":30000});
text(r.output);

    Output

    Script completed
Wall time 3.9 seconds
Output:

/workspace/output/material_sourcing_analysis_workbook.xlsx
{
  "status": "success",
  "total_errors": 0,
  "error_summary": {},
  "total_formulas": 738
}
  25. 25Shell1

    Tool execution only — no assistant text

    Shellvia exec3k chars

    Arguments

    const r = await tools.exec_command({"cmd":"python - <<'PY'\nfrom openpyxl import load_workbook\np='/workspace/output/material_sourcing_analysis_workbook.xlsx'\nwb=load_workbook(p,data_only=True)\nws=wb['Read Me']\nfor r in range(5,17): print(ws.cell(r,1).value, '=>',ws.cell(r,2).value)\nprint('\\nRequirement checks')\nws=wb['Requirement Plan']\nfor r in range(5,31):\n    print(ws.cell(r,1).value, ws.cell(r,11).value, ws.cell(r,12).value, ws.cell(r,13).value, ws.cell(r,14).value, ws.cell(r,15).value, ws.cell(r,18).value)\nprint('\\nPurchase rows')\nws=wb['Purchase Pl

    … 198 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 0.7 seconds
Output:

Requirements reviewed => 26
Net required usable quantity (lb) => 8960
Compliant inventory allocated (lb) => 5857.25
Planned purchase allocation (lb) => 3102.75
Recommended purchase orders => 12
Planned PO quantity (lb) => 3621.5
Minimum-order overage, not allocated (lb) => 518.75
Planned purchase cost => 32288.42
Inventory-only requirements => 11
Mixed inventory + purchase requirements => 8
Purchase-only requirements => 7
Schedule-watch requirements => 1

Requirement checks
REQ-C9T1 176 0 176 176 0 Covered - PO
REQ-K9P1 615 615 0 615 0 Covered - inventory
REQ-H4A2 842 516.6 325.4 842 0 Covered - inventory + PO
REQ-X5M3 394 394 0 394 0 Covered - inventory
REQ-B6N3 268 0 268 268 0 Covered - PO
REQ-T2C7 430 106.2 323.8 430 0 Covered - inventory + PO
REQ-F6B8 233 233 0 233 0 Covered - inventory
REQ-L8Q4 287 0 287 287 0 Schedule watch - PO
REQ-R7W2 412

    … 2,423 more characters of output in the raw trajectory.

  26. 26exec1

    Tool execution only — no assistant text

    execconst patch = "*** Begin Patch\n*** Add File: /workspace/build_sourcing_memo.js\n+const fs = require('fs');\n+const {\n+ AlignmentType, BorderStyle, Document, Footer, Header, HeadingLevel,\n+ LevelFormat, Packer, PageNumber, Paragraph, ShadingType, Table,\n+ TableCell, TableRow, TextRun, VerticalAlign, WidthType\n+} = require('/workspace/.docx_runtime/node_modules/docx');\n+\n+const OUT = '/workspace/output/material_sourcing_recommendation_memo.docx';\n+const CW = 9360;\n+const colors = {\n+ navy: '17365D', blue: '2E75B6', pale: 'EDF4FB', green: 'E2F0D9',\n+ amber:

    Arguments

    const patch = "*** Begin Patch\n*** Add File: /workspace/build_sourcing_memo.js\n+const fs = require('fs');\n+const {\n+  AlignmentType, BorderStyle, Document, Footer, Header, HeadingLevel,\n+  LevelFormat, Packer, PageNumber, Paragraph, ShadingType, Table,\n+  TableCell, TableRow, TextRun, VerticalAlign, WidthType\n+} = require('/workspace/.docx_runtime/node_modules/docx');\n+\n+const OUT = '/workspace/output/material_sourcing_recommendation_memo.docx';\n+const CW = 9360;\n+const colors = {\n+  navy: '17365D', blue: '2E75B6', pale: 'EDF4FB', green: 'E2F0D9',\n+  amber:

    … 16,038 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 0.0 seconds
Output:

{}
  27. 27Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({"cmd":"node /workspace/build_sourcing_memo.js","workdir":"/workspace","yield_time_ms":30000,"max_output_tokens":30000});
text(r.output);

    Output

    Script completed
Wall time 0.3 seconds
Output:

/workspace/output/material_sourcing_recommendation_memo.docx
  28. 28Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({"cmd":"python /root/.agents/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx","workdir":"/workspace","yield_time_ms":30000,"max_output_tokens":30000});
text(r.output);

    Output

    Script completed
Wall time 1.2 seconds
Output:


Paragraphs: 0 → 192 (+192)
All validations PASSED!
  29. 29The workbook model is built and recalculates with zero formula errors. I’m validating the memo’s rendered layout now so…

    The workbook model is built and recalculates with zero formula errors. I’m validating the memo’s rendered layout now so the leadership copy is readable as well as analytically correct.

  30. 30Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({"cmd":"task_tmp=$(mktemp -d); python /root/.agents/skills/docx/scripts/office/soffice.py --headless --convert-to pdf --outdir \"$task_tmp\" /workspace/output/material_sourcing_recommendation_memo.docx >/tmp/memo_convert.log 2>&1; cat /tmp/memo_convert.log; pdfinfo \"$task_tmp/material_sourcing_recommendation_memo.pdf\" | rg 'Pages|Page size'; pdftoppm -jpeg -r 120 -f 1 -l 2 \"$task_tmp/material_sourcing_recommendation_memo.pdf\" \"$task_tmp/page\"; printf '%s\\n' \"$task_tmp\"","workdir":"/workspace","yield_time_ms":

    … 55 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 0.9 seconds
Output:

Warning: failed to launch javaldx - java may not function correctly
convert /workspace/output/material_sourcing_recommendation_memo.docx as a Writer document -> /tmp/tmp.Ko7m8EwMKX/material_sourcing_recommendation_memo.pdf using filter : writer_pdf_Export
Pages:           4
Page size:       612 x 792 pts (letter)
/tmp/tmp.Ko7m8EwMKX
  31. 31exec1

    Tool execution only — no assistant text

    execconst r = await tools.view_image({"path":"/tmp/tmp.Ko7m8EwMKX/page-1.jpg","detail":"high"}); image(r.image_url);322k chars

    Arguments

    const r = await tools.view_image({"path":"/tmp/tmp.Ko7m8EwMKX/page-1.jpg","detail":"high"});
image(r.image_url);

    Output

    Script completed
Wall time 0.0 seconds
Output:

    … 321,469 more characters of output in the raw trajectory.

  32. 32exec1

    Tool execution only — no assistant text

    execconst r = await tools.view_image({"path":"/tmp/tmp.Ko7m8EwMKX/page-2.jpg","detail":"high"}); image(r.image_url);79k chars

    Arguments

    const r = await tools.view_image({"path":"/tmp/tmp.Ko7m8EwMKX/page-2.jpg","detail":"high"});
image(r.image_url);

    Output

    Script completed
Wall time 0.0 seconds
Output:

    … 78,457 more characters of output in the raw trajectory.

  33. 33exec1

    Tool execution only — no assistant text

    execconst patch = "*** Begin Patch\n*** Update File: /workspace/build_sourcing_memo.js\n@@\n- heading('Recommended Purchase Releases', 1, true),\n+ heading('Recommended Purchase Releases'),\n*** End Patch"; const r = await tools.apply_patch(patch); text(typeof r === "string" ? r : JSON.stringify(r));

    Arguments

    const patch = "*** Begin Patch\n*** Update File: /workspace/build_sourcing_memo.js\n@@\n-      heading('Recommended Purchase Releases', 1, true),\n+      heading('Recommended Purchase Releases'),\n*** End Patch";
const r = await tools.apply_patch(patch);
text(typeof r === "string" ? r : JSON.stringify(r));

    Output

    Script completed
Wall time 0.0 seconds
Output:

{}
  34. 34Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({"cmd":"node /workspace/build_sourcing_memo.js && python /root/.agents/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx; task_tmp=$(mktemp -d); python /root/.agents/skills/docx/scripts/office/soffice.py --headless --convert-to pdf --outdir \"$task_tmp\" /workspace/output/material_sourcing_recommendation_memo.docx >/tmp/memo_convert.log 2>&1; pdfinfo \"$task_tmp/material_sourcing_recommendation_memo.pdf\" | rg 'Pages|Page size'; pdftoppm -jpeg -r 120 -f 1 -l 4 \"$task_tmp/material_sourci

    … 192 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 2.4 seconds
Output:

/workspace/output/material_sourcing_recommendation_memo.docx

Paragraphs: 0 → 192 (+192)
All validations PASSED!
Pages:           3
Page size:       612 x 792 pts (letter)
/tmp/tmp.ybDyc7jJ3K
  35. 35exec1

    Tool execution only — no assistant text

    execconst r = await Promise.all([ tools.view_image({"path":"/tmp/tmp.ybDyc7jJ3K/page-2.jpg","detail":"high"}), tools.view_image({"path":"/tmp/tmp.ybDyc7jJ3K/page-3.jpg","detail":"high"}) ]); image(r[0].image_url); image(r[1].image_url);606k chars

    Arguments

    const r = await Promise.all([
  tools.view_image({"path":"/tmp/tmp.ybDyc7jJ3K/page-2.jpg","detail":"high"}),
  tools.view_image({"path":"/tmp/tmp.ybDyc7jJ3K/page-3.jpg","detail":"high"})
]);
image(r[0].image_url); image(r[1].image_url);

    Output

    Script completed
Wall time 0.0 seconds
Output:

    … 605,388 more characters of output in the raw trajectory.

  36. 36exec1

    Tool execution only — no assistant text

    execconst patch = "*** Begin Patch\n*** Update File: /workspace/build_sourcing_memo.js\n@@\n- para('Lower price or earlier dock does not reverse any of these outcomes. In particular, China-origin material is not usable for Raven or Sable under DFARS, and China/Russia melt is not usable for Meridian or Tundra under CUST-EU. The same China-origin material can be used only where the program restriction allows it; QTE-9A2E57 is therefore allocated solely to unrestricted Halcyon.'),\n+ para('Price and early receipt do not reverse these gates. China/Russia material remains exclu

    Arguments

    const patch = "*** Begin Patch\n*** Update File: /workspace/build_sourcing_memo.js\n@@\n-      para('Lower price or earlier dock does not reverse any of these outcomes. In particular, China-origin material is not usable for Raven or Sable under DFARS, and China/Russia melt is not usable for Meridian or Tundra under CUST-EU. The same China-origin material can be used only where the program restriction allows it; QTE-9A2E57 is therefore allocated solely to unrestricted Halcyon.'),\n+      para('Price and early receipt do not reverse these gates. China/Russia material remains exclu

    … 324 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 0.0 seconds
Output:

{}
  37. 37Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({"cmd":"node /workspace/build_sourcing_memo.js && python /root/.agents/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx; task_tmp=$(mktemp -d); python /root/.agents/skills/docx/scripts/office/soffice.py --headless --convert-to pdf --outdir \"$task_tmp\" /workspace/output/material_sourcing_recommendation_memo.docx >/tmp/memo_convert.log 2>&1; pdfinfo \"$task_tmp/material_sourcing_recommendation_memo.pdf\" | rg 'Pages'; pdftoppm -jpeg -r 120 -f 2 -l 3 \"$task_tmp/material_sourcing_recomme

    … 182 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 2.3 seconds
Output:

/workspace/output/material_sourcing_recommendation_memo.docx

Paragraphs: 0 → 192 (+192)
All validations PASSED!
Pages:           3
/tmp/tmp.JZTdWN7maB
  38. 38exec1

    Tool execution only — no assistant text

    execconst r = await Promise.all([ tools.view_image({"path":"/tmp/tmp.JZTdWN7maB/page-2.jpg","detail":"high"}), tools.view_image({"path":"/tmp/tmp.JZTdWN7maB/page-3.jpg","detail":"high"}) ]); image(r[0].image_url); image(r[1].image_url);586k chars

    Arguments

    const r = await Promise.all([
  tools.view_image({"path":"/tmp/tmp.JZTdWN7maB/page-2.jpg","detail":"high"}),
  tools.view_image({"path":"/tmp/tmp.JZTdWN7maB/page-3.jpg","detail":"high"})
]);
image(r[0].image_url); image(r[1].image_url);

    Output

    Script completed
Wall time 0.0 seconds
Output:

    … 585,156 more characters of output in the raw trajectory.

  39. 39exec1

    Tool execution only — no assistant text

    execconst patch = "*** Begin Patch\n*** Update File: /workspace/build_sourcing_workbook.py\n@@\n- eligible_text = nice_list([text(r['Requirement ID']) for r in ev['eligible']])\n- disposition = 'Selected for PO plan' if selected else 'Feasible but not selected' if ev['eligible'] else 'Do not use'\n+ eligible_text = nice_list([text(r['Requirement ID']) for r in ev['eligible']])\n+ if qid == 'QTE-6D1B84':\n+ eligible_text = 'REQ-L8Q4 — compliance-qualified; 2-day receipt watch'\n+ disposition = 'Selected - schedule watch' if qid == 'QTE-6D1B84' else 'Selected

    Arguments

    const patch = "*** Begin Patch\n*** Update File: /workspace/build_sourcing_workbook.py\n@@\n-    eligible_text = nice_list([text(r['Requirement ID']) for r in ev['eligible']])\n-    disposition = 'Selected for PO plan' if selected else 'Feasible but not selected' if ev['eligible'] else 'Do not use'\n+    eligible_text = nice_list([text(r['Requirement ID']) for r in ev['eligible']])\n+    if qid == 'QTE-6D1B84':\n+        eligible_text = 'REQ-L8Q4 — compliance-qualified; 2-day receipt watch'\n+    disposition = 'Selected - schedule watch' if qid == 'QTE-6D1B84' else 'Selected

    … 1,346 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 0.0 seconds
Output:

{}
  40. 40Shell1

    Tool execution only — no assistant text

    Shellvia exec1k chars

    Arguments

    const r = await tools.exec_command({"cmd":"python /workspace/build_sourcing_workbook.py && python /root/.agents/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 60 && python - <<'PY'\nfrom openpyxl import load_workbook\np='/workspace/output/material_sourcing_analysis_workbook.xlsx'\nwb=load_workbook(p,data_only=True)\nfor ws_name, row in [('Quote Feasibility', None), ('Purchase Allocation', None), ('Purchase Plan', None)]:\n    ws=wb[ws_name]\n    print(ws_name)\n    for r in range(5, ws.max_row+1):\n        if ws.cell(r,1).value=='Q

    … 205 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 3.7 seconds
Output:

/workspace/output/material_sourcing_analysis_workbook.xlsx
{
  "status": "success",
  "total_errors": 0,
  "error_summary": {},
  "total_formulas": 738
}
Quote Feasibility
['QTE-6D1B84', 'SRC-58E1B3', '4340', 'AMS 6359', 'Norm', 'Plate', 450, 6.9, 250, datetime.datetime(2026, 8, 26, 0, 0), '3.1', 'Approved', 'PASS', 'PASS']
Purchase Allocation
['QTE-6D1B84', 'REQ-L8Q4', 'Sable Emergency Egress Hinge Arm', '2', 287, datetime.datetime(2026, 8, 28, 0, 0), datetime.datetime(2026, 8, 26, 0, 0), 2, 'Exact', 'PASS', '2-day watch - margin not evidenced', 'WATCH', 'Only compliant Sable 4340 plate quote; receipt buffer is two days.']
Purchase Plan
['QTE-6D1B84', 'SRC-58E1B3', '4340 / AMS 6359 / Norm / Plate', datetime.datetime(2026, 8, 26, 0, 0), datetime.datetime(2026, 8, 5, 0, 0), 450, 250, 287, 287, 0, 6.9, 1980.3, 'Rel

    … 155 more characters of output in the raw trajectory.

  41. 41Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({"cmd":"ls -lh /workspace/output && python - <<'PY'\nfrom openpyxl import load_workbook\np='/workspace/output/material_sourcing_analysis_workbook.xlsx'\nwb = load_workbook(p, data_only=True)\nws=wb['Read Me']\nprint('Workbook summary:', [ws.cell(r,2).value for r in range(5,17)])\nprint('Sheets:', ', '.join(wb.sheetnames))\nPY","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":20000});
text(r.output);

    Output

    Script completed
Wall time 0.7 seconds
Output:

total 88K
-rw-r--r-- 1 root root 65K Aug 20 17:50 material_sourcing_analysis_workbook.xlsx
-rw-r--r-- 1 root root 18K Aug 20 17:50 material_sourcing_recommendation_memo.docx
Workbook summary: [26, 8960, 5857.25, 3102.75, 12, 3621.5, 518.75, 32288.42, 11, 8, 7, 1]
Sheets: Read Me, Requirement Plan, Inventory Analysis, Inventory Allocation, Quote Feasibility, Purchase Allocation, Purchase Plan, Alternatives, Escalations, Program Schedule, Source List
  42. 42Completed the sourcing plan deliverables: - [Recommendation memo](/workspace/output/material_sourcing_recommendation_mem…

    Completed the sourcing plan deliverables:

    • Recommendation memo
    • Supporting analysis workbook

    Key result: all 26 requirements are covered by the recommended allocation/purchase plan, subject to one schedule watch: Sable REQ-L8Q4 has only a two-day receipt buffer on its sole compliant quote. The plan requires 12 PO releases totaling 3,621.5 lb and $32,288.42, with 518.75 lb of documented MOQ overage left unallocated.

    The workbook recalculates with zero formula errors, and the memo passed document validation.

2 failure modes across 3 verifier failures

  1. 1Escalation 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.

  2. 2Decision 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.