EKWbench

task_111Manufacturing

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

TaxonomyManufacturingBuyers and purchasing agents

All trialsGPT-5.6 TerracodexTrial 02

81%

Trial reward

GPT-5.6 TerraFail

Trial 02 — 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
  • 41Turns
  • 31Tool calls
  • $1.41Cost
  • 25.7mTime
  • 62kOutput tokens

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

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

    Fail. The workbook does not provide a single per-requirement view tying together selected lots, rejected matching lots with reasons, selected/rejected quotes, residual after inventory, and resulting PO qty/cost. Example: REQ-T2C7 shows the selected lot LOT-6B2F39 (106.2 lb) and rejected lots only in Inventory Allocation/Inventory Req Eligibility, the selected quote QTE-3A9F18 and alternative quotes only in Quote Feasibility, the residual 323.8 lb in Requirement Coverage, and the PO qty/cost 680.8 lb / $7,999.40 only in Purchase Plan (shared with REQ-V1D9), so the required audit trail is not tied together per requirement.

  • 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_languageLLMPass
    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

  • 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 does recommend a compliant sourcing/allocation plan and states that certification, source approval, country restrictions, and 3.1/3.2 evidence override price and lead time. However, it does not explicitly identify all of the required attractive-but-rejected options: the lowest-price China-melt 7075-T7351 quote (~$6.85/lb) and the lowest-price Russia-melt 15-5PH quote (~$8.10/lb) are not specifically named, and although QTE-B6D2A9 is rejected as C-of-C-only, the memo does not show it as the cheapest/fastest 4340 bar quote (~$4.95/lb).

  • 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 Eligibility or Controlling Rule Applied Incorrectly

    Why it failed

    Quote Feasibility rows state a receipt-on-or-after-need-by rejection reason that contradicts the row's own dock and need-by dates.

    Justification

    Not all critical gating facts are supported in the provided extract: the source data for program priority/country rules is not shown, the AMSL/source-approval section is truncated so spec/status calls like 'Great Lakes not approved for AMS 4117' and several Approved/Conditional/Suspended statuses cannot be independently verified, and the Quote Feasibility tab contains contradictory unsupported reasons (e.g. QTE-7C3A95/REQ-N3K4 and QTE-3A9F18/REQ-X5M3 say 'receipt on/after need-by' even though those rows show receipt before need-by).

  • 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.xlsx102 KB

Read Me21 rows

Material Sourcing Analysis Workbook
2026 Q3 door/hinge mechanism build wave — compliant material coverage, allocation, quote feasibility, and escalation support.
Source basis: material demand forecast; inventory lot & certification snapshot; approved material source list; supplier quote & lead-time matrix; ENG-MSP Rev H; program priority & build schedule.
Decision snapshot
Requirements reviewed26Requirement-level callouts in MRP forecast
Total net usable demand (lb)8960Demand is already stated as net usable quantity
Planned compliant inventory coverage (lb)5852.25Yield-adjusted and after existing allocations
Planned compliant purchase coverage (lb)3107.75Quote quantity assessed against net usable demand per ENG-MSP §5
Residual coverage gap (lb)0Must remain zero before release
Selected PO quantity (lb)3626.5Includes stated minimum-order quantities
MOQ-driven excess controlled stock (lb)518.75Excess is driven by selected 4340 bar, 7075 plate, and 7075 extrusion MOQ
Selected purchase cost ($)32343.92Unit prices and MOQ are as quoted; no unquoted costs included
Authoritative controls applied
ControlApplication
Exact calloutAll planned allocations and purchases match alloy, specification, temper/condition, and product form exactly. No substitution is used.
Certification / traceOnly 3.1 or 3.2 certification with Full traceability is usable. C of C-only and partial traceability are excluded.
Quality holdsLots on an open Quality Hold / MRB tag are excluded from coverage, even if physically on hand.
Source approvalOnly sources in Approved status and approved for the applicable specification family are eligible. Conditional, Suspended, and Not Approved sources are excluded.
Country restrictionsDFARS programs require qualifying origin; CUST-EU programs prohibit China and Russia; unrestricted programs still require approved source and certification.
Inventory quantityUsable inventory = (On Hand − existing Allocated) × documented Yield Factor. The allocation plan never exceeds that usable amount.
Quote timingA dated quote must be before the need-by date. The workbook separately flags the two-day margin on REQ-L8Q4 because ENG-MSP requires an inspection/processing margin but does not quantify it.
Commercial gateQuotes must be accepted or revalidated by their stated expiry. The packet does not document a post-expiry extension, revised lead time, price, or capacity.

User prompt → 41 turns · 31 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 review the supplied packet against the documented certification and approval constraints, then produce both the dec…

    I’ll review the supplied packet against the documented certification and approval constraints, then produce both the decision memo and its auditable workbook in /workspace/output/. I’m using the document and spreadsheet skills because the requested deliverables are a Word memo and an Excel analysis workbook.

  7. 7Shell1

    Tool execution only — no assistant text

    Shellvia exec19k chars

    Arguments

    const results = 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":30000}),
      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(results.map(r => r.output).join("\n\n--- XLSX SKILL ---\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

    … 18,338 more characters of output in the raw trajectory.

  8. 8Shell1

    Tool execution only — no assistant text

    Shellvia exec11k chars

    Arguments

    const results = 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":30000}),
      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(results.map(r => r.output).join("\n\n--- XLSX SKILL CONTINUED ---\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",
    })]})

    … 10,375 more characters of output in the raw trajectory.

  9. 9Shell1

    Tool execution only — no assistant text

    Shellvia exec2k chars

    Arguments

    const r = await tools.exec_command({"cmd":"sed -n '521,680p' /root/.agents/skills/docx/SKILL.md","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":20000}); text(r.output);

    Output

    Script completed
    Wall time 0.1 seconds
    Output:
    
    ```xml
    <w:del w:author="Jane" w:id="5">
      <w:r><w:delText>deleted text</w:delText></w:r>
    </w:del>
    <w:ins w:author="Claude" w:id="10">
      <w:r><w:t>deleted text</w:t></w:r>
    </w:ins>
    ```
    
    ### Comments
    
    After running `comment.py` (see Step 2), add markers to document.xml. For replies, use `--parent` flag and nest markers inside the parent's.
    
    **CRITICAL: `<w:commentRangeStart>` and `<w:commentRangeEnd>` are siblings of `<w:r>`, never inside `<w:r>`.**
    
    ```xml
    <!-- Comment markers are direct children of w:p, never inside w:r -->
    <w:commentRangeStart w:id="0"/>
    <w:del w:id="1" w:author="Claude" w:date="2025-01-01T00:00:00Z">
      <w:r><w:delText>deleted</w:delText></w:r>
    </w:del>
    <w:r><w:t> more text</w:t></w:r>
    <w:commentRangeEnd w:id="0"/>
    <w:r><w:rPr><w:rStyle w:val="CommentReference"/></w:rPr><w:commentReference w:id="0"/></w:r>
    
    <!-- Comment 0 wit

    … 1,330 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 '1,300p'","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":30000}); text(r.output);

    Output

    Script completed
    Wall time 0.1 seconds
    Output:
    
    /workspace/data/supplier_quote_leadtime_matrix.xlsx
    /workspace/data/program_priority_build_schedule.docx
    /workspace/data/material_demand_forecast.xlsx
    /workspace/data/inventory_lot_cert_snapshot.xlsx
    /workspace/data/engineering_material_substitution_policy.pdf
    /workspace/data/approved_material_source_list.xlsx
    
  11. 11The packet includes the engineering substitution policy as a PDF, so I’m also using the PDF skill to extract that policy…

    The packet includes the engineering substitution policy as a PDF, so I’m also using the PDF skill to extract that policy before evaluating any apparent substitutes.

  12. 12Shell1

    Tool execution only — no assistant text

    Shellvia exec8k chars

    Arguments

    const r = await tools.exec_command({"cmd":"sed -n '1,320p' /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:
    
    ---
    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.
    
    ## Quick Start
    
    ```python
    from pypdf im

    … 7,489 more characters of output in the raw trajectory.

  13. 13exec1

    Tool execution only — no assistant text

    execconst r = await tools.update_plan({explanation:"Review the six source files, establish compliant coverage and allocation decisions, then create and validate the requested Word memo and Excel workbook.",plan:[{step:"Extract and reconcile demand, inventory, source-approval, quote, substitution-policy, and schedule data","status":"in_progress"},{step:"Determine compliant allocations, purchases, shortages, and escalations by requirement","status":"pending"},{step:"Create the supporting Excel workbook and validate formulas","status":"pending"},{step:"Create and valida

    Arguments

    const r = await tools.update_plan({explanation:"Review the six source files, establish compliant coverage and allocation decisions, then create and validate the requested Word memo and Excel workbook.",plan:[{step:"Extract and reconcile demand, inventory, source-approval, quote, substitution-policy, and schedule data","status":"in_progress"},{step:"Determine compliant allocations, purchases, shortages, and escalations by requirement","status":"pending"},{step:"Create the supporting Excel workbook and validate formulas","status":"pending"},{step:"Create and valida

    … 117 more characters of arguments in the raw trajectory.

    Output

    Script completed
    Wall time 0.0 seconds
    Output:
    
    {}
  14. 14Shell1

    Tool execution only — no assistant text

    Shellvia exec30k chars

    Arguments

    const results = await Promise.all([
      tools.exec_command({"cmd":"python - <<'PY'\nimport os\nfrom openpyxl import load_workbook\nbase='/workspace/data'\nfor fn in sorted(os.listdir(base)):\n    if not fn.endswith('.xlsx'): continue\n    p=os.path.join(base,fn)\n    wb=load_workbook(p, data_only=False)\n    print('\\n'+'='*100)\n    print(fn, wb.sheetnames)\n    for ws in wb.worksheets:\n        print('\\n--',ws.title, 'dimensions',ws.max_row,ws.max_column)\n        for row in ws.iter_rows(values_only=True):\n            print('\\t'.join('' if v is None else str

    … 595 more characters of arguments in the raw trajectory.

    Output

    Script completed
    Wall time 1.2 seconds
    Output:
    
    
    ====================================================================================================
    approved_material_source_list.xlsx ['Source List', 'README']
    
    -- Source List dimensions 13 9
    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 All

    … 29,446 more characters of output in the raw trajectory.

  15. 15Shell1

    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'\nd=Document(p)\nprint('PARAGRAPHS')\nfor i, para in enumerate(d.paragraphs):\n    t=para.text.strip()\n    if t: print(f'{i}: {t}')\nprint('\\nTABLES')\nfor ti, table in enumerate(d.tables,1):\n    print(f'-- Table {ti} --')\n    for row in table.rows:\n        print('\\t'.join(c.text.replace('\\n',' | ') for c in row.cells))\nPY","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":30000}); text(r.o

    … 9 more characters of arguments in the raw trajectory.

    Output

    Script completed
    Wall time 0.4 seconds
    Output:
    
    PARAGRAPHS
    0: Program Priority & Build Schedule
    1: 2026 Q3 Door/Hinge Mechanism Build Wave — Production Control Release PC-2026-0618
    2: Issued by: Production Control & Program Management Office (PMO).  Distribution: Sourcing, Materials Planning, Quality, MRB.  Status as of 2026-06-19.
    3: 1. Purpose
    4: 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.
    5: 2. Program Priority Ranking and Build Commitments
    6: Note: build start is the

    … 3,073 more characters of output in the raw trajectory.

  16. 16I’ve reconciled the packet’s cross-references. The central finding is that several low-cost options are physically avail…

    I’ve reconciled the packet’s cross-references. The central finding is that several low-cost options are physically available but cannot be planned because of non-qualifying origin, C of C-only certification, holds, incomplete traceability, or conditional/not-approved source status. I’m now building the auditable allocation and quote-feasibility model around the compliant alternatives.

  17. 17Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({"cmd":"rg --files /root/.agents /tmp/codex-home/skills 2>/dev/null | rg '/(recalc|validate|soffice)\\.py$' | sed -n '1,160p'\nnode -e \"try { console.log(require.resolve('docx')) } catch(e) { console.log('DOCX_MODULE_NOT_FOUND') }\"","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":20000}); text(r.output);

    Output

    Script completed
    Wall time 0.1 seconds
    Output:
    
    /root/.agents/skills/xlsx/scripts/recalc.py
    /root/.agents/skills/xlsx/scripts/office/soffice.py
    /root/.agents/skills/xlsx/scripts/office/validate.py
    /root/.agents/skills/docx/scripts/office/soffice.py
    /root/.agents/skills/docx/scripts/office/validate.py
    DOCX_MODULE_NOT_FOUND
    
  18. 18Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({"cmd":"npm root -g && find /workspace -maxdepth 3 -type d -name docx -print | sed -n '1,40p' && command -v libreoffice || command -v soffice || true","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":20000}); text(r.output);

    Output

    Script completed
    Wall time 0.2 seconds
    Output:
    
    /root/.nvm/versions/node/v22.23.2/lib/node_modules
    /usr/bin/libreoffice
    
  19. 19Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

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

    Output

    Script completed
    Wall time 2.0 seconds
    Output:
    
    
    added 22 packages in 2s
    
    1 package is looking for funding
      run `npm fund` for details
    
  20. 20exec1

    Tool execution only — no assistant text

    execconst patch = "*** Begin Patch\n*** Add File: /tmp/build_material_sourcing_workbook.py\n+from __future__ import annotations\n+\n+import json\n+import os\n+from collections import defaultdict\n+from datetime import 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, FormulaRule\n+from openpyxl.styles import Alignment, Border, Font, PatternFill, Side\n+from openpyxl.utils import get_column_letter\n+from openpyxl.worksheet.datavalidation import Da

    Arguments

    const patch = "*** Begin Patch\n*** Add File: /tmp/build_material_sourcing_workbook.py\n+from __future__ import annotations\n+\n+import json\n+import os\n+from collections import defaultdict\n+from datetime import 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, FormulaRule\n+from openpyxl.styles import Alignment, Border, Font, PatternFill, Side\n+from openpyxl.utils import get_column_letter\n+from openpyxl.worksheet.datavalidation import Da

    … 68,247 more characters of arguments in the raw trajectory.

    Output

    Script completed
    Wall time 0.0 seconds
    Output:
    
    {}
  21. 21exec1

    Tool execution only — no assistant text

    execconst patch = "*** Begin Patch\n*** Update File: /tmp/build_material_sourcing_workbook.py\n@@\n- if idx in {7, 8, 9, 10, 11}:\n+ if idx in {7, 8, 9, 10, 11, 12}:\n ws.cell(idx, 2).number_format = '#,##0.00;[Red](#,##0.00);-'\n- if idx == 12:\n+ if idx == 13:\n ws.cell(idx, 2).number_format = '$#,##0.00;[Red]($#,##0.00);-'\n@@\n- f\"=VLOOKUP(E{r},'Inventory Lots'!$A$5:$Q$28,16,FALSE)\", f\"=K{r}-SUMIF($E:$E,E{r},$J:$J)\",\n+ f\"=VLOOKUP(E{r},'Inventory Lots'!$A$5:$W$28,18,FALSE)\", f\"=

    Arguments

    const patch = "*** Begin Patch\n*** Update File: /tmp/build_material_sourcing_workbook.py\n@@\n-        if idx in {7, 8, 9, 10, 11}:\n+        if idx in {7, 8, 9, 10, 11, 12}:\n             ws.cell(idx, 2).number_format = '#,##0.00;[Red](#,##0.00);-'\n-        if idx == 12:\n+        if idx == 13:\n             ws.cell(idx, 2).number_format = '$#,##0.00;[Red]($#,##0.00);-'\n@@\n-            f\"=VLOOKUP(E{r},'Inventory Lots'!$A$5:$Q$28,16,FALSE)\", f\"=K{r}-SUMIF($E:$E,E{r},$J:$J)\",\n+            f\"=VLOOKUP(E{r},'Inventory Lots'!$A$5:$W$28,18,FALSE)\", f\"=

    … 560 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 /tmp/build_material_sourcing_workbook.py","workdir":"/workspace","yield_time_ms":30000,"max_output_tokens":40000}); text(r.output);

    Output

    Script completed
    Wall time 0.9 seconds
    Output:
    
    Traceback (most recent call last):
      File "/tmp/build_material_sourcing_workbook.py", line 776, in <module>
        main()
      File "/tmp/build_material_sourcing_workbook.py", line 373, in main
        ws.column_dimensions[1].width = 33
        ~~~~~~~~~~~~~~~~~~~~^^^
      File "/usr/local/lib/python3.11/site-packages/openpyxl/utils/bound_dictionary.py", line 25, in __getitem__
        setattr(value, self.reference, key)
      File "/usr/local/lib/python3.11/site-packages/openpyxl/descriptors/base.py", line 46, in __set__
        raise TypeError(msg)
    TypeError: <class 'openpyxl.worksheet.dimensions.ColumnDimension'>.index should be <class 'str'> but value is <class 'int'>
    
  23. 23exec1

    Tool execution only — no assistant text

    execconst patch = "*** Begin Patch\n*** Update File: /tmp/build_material_sourcing_workbook.py\n@@\n- ws.column_dimensions[1].width = 33\n- ws.column_dimensions[2].width = 24\n+ ws.column_dimensions[\"A\"].width = 33\n+ ws.column_dimensions[\"B\"].width = 24\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: /tmp/build_material_sourcing_workbook.py\n@@\n-    ws.column_dimensions[1].width = 33\n-    ws.column_dimensions[2].width = 24\n+    ws.column_dimensions[\"A\"].width = 33\n+    ws.column_dimensions[\"B\"].width = 24\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:
    
    {}
  24. 24Shell1

    Tool execution only — no assistant text

    Shellvia exec3k chars

    Arguments

    const r = await tools.exec_command({"cmd":"python /tmp/build_material_sourcing_workbook.py","workdir":"/workspace","yield_time_ms":30000,"max_output_tokens":40000}); text(r.output);

    Output

    Script completed
    Wall time 2.0 seconds
    Output:
    
    {
      "total_requirements": 26,
      "total_demand": 8960.0,
      "inventory_coverage": 5852.25,
      "purchase_coverage": 3107.75,
      "po_total": 3626.4999999999995,
      "po_excess": 518.7499999999995,
      "purchase_cost": 32343.920000000002,
      "programs": [
        {
          "program": "PRG-RAVEN",
          "name": "Raven Cargo Door Actuation Hinge",
          "priority": 1,
          "restriction": "DFARS",
          "required": 2027.0,
          "inventory": 1525.6,
          "purchase": 501.4
        },
        {
          "program": "PRG-SABLE",
          "name": "Sable Emergency Egress Hinge Arm",
          "priority": 2,
          "restriction": "DFARS",
          "required": 1218.0,
          "inventory": 339.2,
          "purchase": 878.8
        },
        {
          "program": "PRG-MERIDIAN",
          "name": "Meridian Cabin Door Latch Hinge",
          "priority": 3,
          "restriction": "CUST-EU",
          "required": 1628.

    … 1,565 more characters of output in the raw trajectory.

  25. 25Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({"cmd":"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":40000}); text(r.output);

    Output

    Script completed
    Wall time 3.2 seconds
    Output:
    
    status: success
    total_errors: 0
    error_summary: {}
    total_formulas: 599
  26. 26Shell1

    Tool execution only — no assistant text

    Shellvia exec2k chars

    Arguments

    const r = await tools.exec_command({"cmd":"python - <<'PY'\nfrom openpyxl import load_workbook\np='/workspace/output/material_sourcing_analysis_workbook.xlsx'\nwbv=load_workbook(p,data_only=True)\nfor name, cells in {\n 'Read Me':['B6','B7','B8','B9','B10','B11','B12','B13'],\n 'Purchase Plan':['K17','N17'],\n 'Requirement Coverage':['M5','N5','O5','P5','Q5','M30','N30','O30','P30','Q30'],\n 'Inventory Allocation':['K5','L5'],\n 'Inventory Lots':['P5','R5','V5','W5'],\n 'Quote Feasibility':['U5','V5','X5']\n}.items():\n ws=wbv[name]\n print(name, [(c,ws[c].value) for

    … 422 more characters of arguments in the raw trajectory.

    Output

    Script completed
    Wall time 1.6 seconds
    Output:
    
    Read Me [('B6', 26), ('B7', 8960), ('B8', 5852.25), ('B9', 3107.75), ('B10', 0), ('B11', 3626.5), ('B12', 518.75), ('B13', 32343.92)]
    Purchase Plan [('K17', 3626.5), ('N17', 32343.92)]
    Requirement Coverage [('M5', 516.6), ('N5', 325.4), ('O5', 842), ('P5', 0), ('Q5', 'Covered'), ('M30', 147), ('N30', 0), ('O30', 147), ('P30', 0), ('Q30', 'Covered')]
    Inventory Allocation [('K5', 516.6), ('L5', 0)]
    Inventory Lots [('P5', 300), ('R5', 252), ('V5', 147), ('W5', 105)]
    Quote Feasibility [('U5', 8), ('V5', 'Before need-by'), ('X5', 'Y')]
    sheets: ['Read Me', 'Requirement Coverage', 'Purchase Plan', 'At-Risk & Escalations', 'Inventory Allocation', 'Purchase Allocation', 'Inventory Lots', 'Inventory Req Eligibility', 'Quote Feasibility', 'Requirements Source', 'Inventory Source', 'Quotes Source', 'AMSL Source', 'Program Schedule', 'Policy Controls']
    coverage gaps [(5, '=M

    … 632 more characters of output in the raw trajectory.

  27. 27Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({"cmd":"NODE_PATH=$(npm root -g) node - <<'NODE'\nconst d = require('docx');\nconsole.log('docx loaded', typeof d.Document, typeof d.Packer, d.PageOrientation ? 'orientation ok' : 'no orient');\nNODE","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":20000}); text(r.output);

    Output

    Script completed
    Wall time 0.3 seconds
    Output:
    
    docx loaded function function orientation ok
    
  28. 28exec1

    Tool execution only — no assistant text

    execconst patch = "*** Begin Patch\n*** Add File: /tmp/build_material_sourcing_memo.js\n+const fs = require(\"fs\");\n+const {\n+ AlignmentType,\n+ BorderStyle,\n+ Document,\n+ Footer,\n+ Header,\n+ HeadingLevel,\n+ LevelFormat,\n+ PageBreak,\n+ PageNumber,\n+ Packer,\n+ Paragraph,\n+ SectionType,\n+ ShadingType,\n+ Table,\n+ TableCell,\n+ TableRow,\n+ TextRun,\n+ VerticalAlign,\n+ WidthType,\n+ PageOrientation,\n+} = require(\"docx\");\n+\n+const summary = JSON.parse(fs.readFileSync(\"/tmp/material_sourcing_summary.json\", \"u

    Arguments

    const patch = "*** Begin Patch\n*** Add File: /tmp/build_material_sourcing_memo.js\n+const fs = require(\"fs\");\n+const {\n+  AlignmentType,\n+  BorderStyle,\n+  Document,\n+  Footer,\n+  Header,\n+  HeadingLevel,\n+  LevelFormat,\n+  PageBreak,\n+  PageNumber,\n+  Packer,\n+  Paragraph,\n+  SectionType,\n+  ShadingType,\n+  Table,\n+  TableCell,\n+  TableRow,\n+  TextRun,\n+  VerticalAlign,\n+  WidthType,\n+  PageOrientation,\n+} = require(\"docx\");\n+\n+const summary = JSON.parse(fs.readFileSync(\"/tmp/material_sourcing_summary.json\", \"u

    … 22,811 more characters of arguments in the raw trajectory.

    Output

    Script completed
    Wall time 0.0 seconds
    Output:
    
    {}
  29. 29Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({"cmd":"NODE_PATH=$(npm root -g) node /tmp/build_material_sourcing_memo.js && ls -lh /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 0.4 seconds
    Output:
    
    -rw-r--r-- 1 root root 22K Aug 20 17:11 /workspace/output/material_sourcing_recommendation_memo.docx
    
  30. 30Shell1

    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":40000}); text(r.output);

    Output

    Script completed
    Wall time 1.4 seconds
    Output:
    
    
    Paragraphs: 0 → 221 (+221)
    All validations PASSED!
    
  31. 31Shell1

    Tool execution only — no assistant text

    Shellvia exec12k chars

    Arguments

    const r = await tools.exec_command({"cmd":"python /root/.agents/skills/docx/scripts/office/soffice.py --help","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":20000}); text(r.output);

    Output

    Script completed
    Wall time 0.3 seconds
    Output:
    
    LibreOffice 25.2.3.2 520(Build:2)
    
    Usage: soffice [argument...]
           argument - switches, switch parameters and document URIs (filenames).   
    
    Using without special arguments:                                               
    Opens the start center, if it is used without any arguments.                   
       {file}              Tries to open the file (files) in the components        
                           suitable for them.                                      
       {file} {macro:///Library.Module.MacroName}                                  
                           Opens the file and runs specified macro from            
                           My Macros container.                                    
       {file} {macro://./Library.Module.MacroName}                                 
                           Opens the file and runs specified macro from            
      

    … 10,939 more characters of output in the raw trajectory.

  32. 32Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({"cmd":"task_render_dir=$(mktemp -d /tmp/material-memo-render-XXXXXX)\npython /root/.agents/skills/docx/scripts/office/soffice.py --headless --convert-to pdf --outdir \"$task_render_dir\" /workspace/output/material_sourcing_recommendation_memo.docx\npdfinfo \"$task_render_dir/material_sourcing_recommendation_memo.pdf\" | rg 'Pages|Page size'\npdftoppm -jpeg -r 120 \"$task_render_dir/material_sourcing_recommendation_memo.pdf\" \"$task_render_dir/page\" >/dev/null 2>&1\nfind \"$task_render_dir\" -maxdepth 1 -type f -name 'pa

    … 181 more characters of arguments in the raw trajectory.

    Output

    Script completed
    Wall time 1.2 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/material-memo-render-vS8TJS/material_sourcing_recommendation_memo.pdf using filter : writer_pdf_Export
    Pages:           5
    Page size:       612 x 792 pts (letter)
    /tmp/material-memo-render-vS8TJS/page-1.jpg
    /tmp/material-memo-render-vS8TJS/page-2.jpg
    /tmp/material-memo-render-vS8TJS/page-3.jpg
    /tmp/material-memo-render-vS8TJS/page-4.jpg
    /tmp/material-memo-render-vS8TJS/page-5.jpg
    /tmp/material-memo-render-vS8TJS
  33. 33exec1

    Tool execution only — no assistant text

    execconst imgs = await Promise.all([ tools.view_image({"path":"/tmp/material-memo-render-vS8TJS/page-1.jpg","detail":"high"}), tools.view_image({"path":"/tmp/material-memo-render-vS8TJS/page-3.jpg","detail":"high"}), tools.view_image({"path":"/tmp/material-memo-render-vS8TJS/page-4.jpg","detail":"high"}), tools.view_image({"path":"/tmp/material-memo-render-vS8TJS/page-5.jpg","detail":"high"}) ]); for (const img of imgs) image(img.image_url, img.detail);906k chars

    Arguments

    const imgs = await Promise.all([
      tools.view_image({"path":"/tmp/material-memo-render-vS8TJS/page-1.jpg","detail":"high"}),
      tools.view_image({"path":"/tmp/material-memo-render-vS8TJS/page-3.jpg","detail":"high"}),
      tools.view_image({"path":"/tmp/material-memo-render-vS8TJS/page-4.jpg","detail":"high"}),
      tools.view_image({"path":"/tmp/material-memo-render-vS8TJS/page-5.jpg","detail":"high"})
    ]);
    for (const img of imgs) image(img.image_url, img.detail);

    Output

    Script completed
    Wall time 0.1 seconds
    Output:
    

    … 904,658 more characters of output in the raw trajectory.

  34. 34exec1

    Tool execution only — no assistant text

    execconst patch = "*** Begin Patch\n*** Update File: /tmp/build_material_sourcing_memo.js\n@@\n makeTable(\n@@\n ),\n new Paragraph({ spacing: { before: 80, after: 80 }, children: [run(`Selected PO total: ${fmtQty(summary.po_total)} lb | Selected direct purchase cost: ${fmtMoney(summary.purchase_cost)} | MOQ-driven controlled residual: ${fmtQty(summary.po_excess)} lb`, { size: 18, bold: true, color: NAVY })] }),\n+ new Paragraph({ children: [new PageBreak()] }),\n heading(\"Appendix B — Material That Is Physically Present or Quoted but Not Usable\", 1),\n*** End Pa

    Arguments

    const patch = "*** Begin Patch\n*** Update File: /tmp/build_material_sourcing_memo.js\n@@\n   makeTable(\n@@\n   ),\n   new Paragraph({ spacing: { before: 80, after: 80 }, children: [run(`Selected PO total: ${fmtQty(summary.po_total)} lb | Selected direct purchase cost: ${fmtMoney(summary.purchase_cost)} | MOQ-driven controlled residual: ${fmtQty(summary.po_excess)} lb`, { size: 18, bold: true, color: NAVY })] }),\n+  new Paragraph({ children: [new PageBreak()] }),\n   heading(\"Appendix B — Material That Is Physically Present or Quoted but Not Usable\", 1),\n*** End Pa

    … 107 more characters of arguments in the raw trajectory.

    Output

    Script completed
    Wall time 0.0 seconds
    Output:
    
    {}
  35. 35Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({"cmd":"NODE_PATH=$(npm root -g) node /tmp/build_material_sourcing_memo.js\npython /root/.agents/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx\nrender_dir=$(mktemp -d /tmp/material-memo-render-XXXXXX)\npython /root/.agents/skills/docx/scripts/office/soffice.py --headless --convert-to pdf --outdir \"$render_dir\" /workspace/output/material_sourcing_recommendation_memo.docx >/dev/null\npdfinfo \"$render_dir/material_sourcing_recommendation_memo.pdf\" | rg 'Pages|Page size'\npdftoppm

    … 252 more characters of arguments in the raw trajectory.

    Output

    Script completed
    Wall time 3.1 seconds
    Output:
    
    
    Paragraphs: 0 → 222 (+222)
    All validations PASSED!
    Warning: failed to launch javaldx - java may not function correctly
    Pages:           5
    Page size:       612 x 792 pts (letter)
    /tmp/material-memo-render-uOANTV
  36. 36exec1

    Tool execution only — no assistant text

    execconst imgs = await Promise.all([ tools.view_image({"path":"/tmp/material-memo-render-uOANTV/page-4.jpg","detail":"high"}), tools.view_image({"path":"/tmp/material-memo-render-uOANTV/page-5.jpg","detail":"high"}) ]); for (const img of imgs) image(img.image_url, img.detail);396k chars

    Arguments

    const imgs = await Promise.all([
      tools.view_image({"path":"/tmp/material-memo-render-uOANTV/page-4.jpg","detail":"high"}),
      tools.view_image({"path":"/tmp/material-memo-render-uOANTV/page-5.jpg","detail":"high"})
    ]);
    for (const img of imgs) image(img.image_url, img.detail);

    Output

    Script completed
    Wall time 0.0 seconds
    Output:
    

    … 395,364 more characters of output in the raw trajectory.

  37. 37exec1

    Tool execution only — no assistant text

    execconst imgs = await Promise.all([ tools.view_image({"path":"/tmp/material-memo-render-uOANTV/page-2.jpg","detail":"high"}), tools.view_image({"path":"/tmp/material-memo-render-uOANTV/page-3.jpg","detail":"high"}) ]); for (const img of imgs) image(img.image_url, img.detail);434k chars

    Arguments

    const imgs = await Promise.all([
      tools.view_image({"path":"/tmp/material-memo-render-uOANTV/page-2.jpg","detail":"high"}),
      tools.view_image({"path":"/tmp/material-memo-render-uOANTV/page-3.jpg","detail":"high"})
    ]);
    for (const img of imgs) image(img.image_url, img.detail);

    Output

    Script completed
    Wall time 0.0 seconds
    Output:
    

    … 432,588 more characters of output in the raw trajectory.

  38. 38The workbook and memo are now built and validated. The proposed plan closes all forecasted net-demand gaps only through…

    The workbook and memo are now built and validated. The proposed plan closes all forecasted net-demand gaps only through compliant material: 5,852.25 lb from eligible on-hand lots and 3,626.50 lb of selected POs (including MOQ-driven residual stock). I’m performing the final consistency checks on coverage, quote capacity, and the documented escalation gates.

  39. 39Shell1

    Tool execution only — no assistant text

    Shellvia exec2k 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)\nerrors=[]\nfor ws in wb.worksheets:\n    for row in ws.iter_rows():\n        for cell in row:\n            if isinstance(cell.value,str) and cell.value.startswith('#'):\n                errors.append(f'{ws.title}!{cell.coordinate}={cell.value}')\nreq=wb['Requirement Coverage']\ncoverage=[]\nfor r in range(5,31):\n    coverage.append((req.cell(r,1).value, req.cell(r,16).value,

    … 1,220 more characters of arguments in the raw trajectory.

    Output

    Script completed
    Wall time 0.8 seconds
    Output:
    
    requirement gaps/status: [('REQ-H4A2', 0, 'Covered'), ('REQ-K9P1', 0, 'Covered'), ('REQ-C9T1', 0, 'Covered'), ('REQ-X5M3', 0, 'Covered'), ('REQ-T2C7', 0, 'Covered'), ('REQ-B6N3', 0, 'Covered'), ('REQ-F6B8', 0, 'Covered'), ('REQ-L8Q4', 0, 'Covered'), ('REQ-M1X8', 0, 'Covered'), ('REQ-D7R4', 0, 'Covered'), ('REQ-W3F9', 0, 'Covered'), ('REQ-R7W2', 0, 'Covered'), ('REQ-G2J9', 0, 'Covered'), ('REQ-J5G7', 0, 'Covered'), ('REQ-P2H6', 0, 'Covered'), ('REQ-V1D9', 0, 'Covered'), ('REQ-Y8K2', 0, 'Covered'), ('REQ-Q8L5', 0, 'Covered'), ('REQ-Z4V2', 0, 'Covered'), ('REQ-N3K4', 0, 'Covered'), ('REQ-S6P3', 0, 'Covered'), ('REQ-A2F7', 0, 'Covered'), ('REQ-E9C1', 0, 'Covered'), ('REQ-U4B8', 0, 'Covered'), ('REQ-H7D5', 0, 'Covered'), ('REQ-W9A3', 0, 'Covered')]
    all requirement coverage pass: True
    negative inventory allocation balance: []
    purchase quote-capacity exceptions: []
    select

    … 932 more characters of output in the raw trajectory.

  40. 40exec1

    Tool execution only — no assistant text

    execconst r = await tools.update_plan({explanation:"All source documents were reconciled; the compliant allocation/purchase plan, supporting workbook, and recommendation memo have been created and validated.",plan:[{step:"Extract and reconcile demand, inventory, source-approval, quote, substitution-policy, and schedule data","status":"completed"},{step:"Determine compliant allocations, purchases, shortages, and escalations by requirement","status":"completed"},{step:"Create the supporting Excel workbook and validate formulas","status":"completed"},{step:"Create and v

    Arguments

    const r = await tools.update_plan({explanation:"All source documents were reconciled; the compliant allocation/purchase plan, supporting workbook, and recommendation memo have been created and validated.",plan:[{step:"Extract and reconcile demand, inventory, source-approval, quote, substitution-policy, and schedule data","status":"completed"},{step:"Determine compliant allocations, purchases, shortages, and escalations by requirement","status":"completed"},{step:"Create the supporting Excel workbook and validate formulas","status":"completed"},{step:"Create and v

    … 124 more characters of arguments in the raw trajectory.

    Output

    Script completed
    Wall time 0.0 seconds
    Output:
    
    {}
  41. 41Completed and validated both deliverables: - [Recommendation memo](/workspace/output/material_sourcing_recommendation_me…

    Completed and validated both deliverables:

    • Recommendation memo
    • Supporting analysis workbook

    Key result: all 26 requirements are covered under the documented constraints—5,852.25 lb from compliant yield-adjusted inventory and 3,107.75 lb from selected purchases. Selected PO quantities total 3,626.50 lb and $32,343.92, including 518.75 lb of MOQ-driven controlled residual stock.

    Critical gates: confirm the two-day timing margin for Sable’s QTE-6D1B84, and release or formally revalidate all selected quotes by their stated expiry. The plan excludes held, C of C-only, untraceable, conditional/suspended, and restricted-origin material.

3 failure modes across 3 verifier failures

  1. 1Eligibility or Controlling Rule Applied IncorrectlyView on Failure Modes ↗Reasoning and Computation1 failure

    Description

    Does the artifact keep an option eligible, exclude a required option, or elevate an advisory rule contrary to a documented origin, certification, source-status, schedule, route, seasonality, hold, lock, or authority rule?

    Failure evidence · per affected verifier

    • Quote Feasibility rows state a receipt-on-or-after-need-by rejection reason that contradicts the row's own dock and need-by dates.

  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.

  3. 3Escalation or Tradeoff Communication IncompleteView on Failure Modes ↗Presentation and Communication1 failure

    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 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.