EKWbench

task_111Manufacturing

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

TaxonomyManufacturingBuyers and purchasing agents

All trialsGPT-5.6 TerracodexTrial 04

87%

Trial reward

GPT-5.6 TerraFail

Trial 04 — 1st of 4 by reward score. This model averages 82.5% across 4 trials on this task.

  • 13/15Core verifiers passed
  • 14/16All verifiers passed
  • 2Core failed
  • 36Turns
  • 25Tool calls
  • $1.32Cost
  • 36.2mTime
  • 64kOutput tokens

Missed 2 of 15 core — traceability 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

    The workbook contains the pieces, but not in a single per-requirement audit view for at-risk lines. Requirement Coverage and Allocation Plan show selected lots/quotes and lb (e.g., REQ-H4A2 uses LOT-7F3A2B 516.6 lb plus QTE-A3F91C 325.4 lb), while Inventory Usability and Quote Feasibility hold rejected lots/quotes with reasons in separate sheets. Purchase Plan is only quote-level, not requirement-level; shared quotes such as QTE-A3F91C (REQ-H4A2 and REQ-B6N3) and QTE-3A9F18 (REQ-T2C7 and REQ-V1D9) do not show resulting purchase quantity/cost per requirement. So rejected options, residuals, and purchase quantities/costs are not tied together per requirement as required.

  • 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 present a compliance-first sourcing/allocation plan (it states exclusions override price and availability) and it explicitly rejects China 7075-T7351 QTE-7D2B40 for DFARS and C-of-C-only QTE-B6D2A9 because a C of C is not a 3.1 substitute. However, it does not explicitly identify and reject the required lowest-price Russia-melt 15-5PH quote (~$8.10/lb), and it does not clearly label QTE-B6D2A9 as the cheapest/fastest 4340 bar quote. The rubric’s minimum rejected-option documentation is therefore incomplete.

  • 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.xlsx76 KB

Executive Summary19 rows

Material Sourcing Analysis — Executive Summary
2026 Q3 door/hinge mechanism build wave. Coverage uses exact callout matching, 3.1/3.2 certification, Full traceability, no open hold, approved source, applicable country rule, existing allocations, and documented yield.
Review date46254Packet status basisProgram schedule: 2026-06-19; inventory snapshot: 2026-06-20; source list effective 2026-06-01.
MetricValueInterpretation
Forecast demand (usable lb)8960All 26 demand lines; raw-stock need after documented yield loss.
Eligible inventory allocated (usable lb)5857.25Only policy-compliant lots, net of existing allocation and yield.
Selected quote coverage (lb)3102.75Coverage capacity assigned from selected compliant quotes.
Requirements fully covered in packet-period plan26All lines are mathematically covered by exact-match inventory and/or selected quote capacity.
Selected quote target purchase qty (lb)3621.5Target = greater of allocated quote coverage and stated minimum order; exact orderable quantity must be revalidated.
Estimated target PO spend32288.42Modeled from published unit prices only; not a valid purchase commitment after quote expiration.
Selected quote terms currently open0No selected quote term remains open as of the stated review date.
Decision: reserve only the compliant inventory allocations shown in this workbook and use the selected quotes as packet-period sourcing candidates. Do not release a PO from any selected quote as written: each selected term is expired as of 2026-08-20. Refresh/revalidate price, quantity, receipt, 3.1 certification, source approval, and melt origin before commitment. No substitution is proposed or assumed.
ProgramRankRestrictionDemand (lb)Inventory Allocated (lb)Quote Coverage (lb)Coverage Balance (lb)Current Execution Gate
Raven Cargo Door Actuation Hinge1DFARS20271525.6501.40PMO escalation if need-by has passed; otherwise refresh quote terms or verify current WMS/QMS status.
Sable Emergency Egress Hinge Arm2DFARS1218339.2878.80PMO escalation if need-by has passed; otherwise refresh quote terms or verify current WMS/QMS status.
Meridian Cabin Door Latch Hinge3CUST-EU16281252.7375.30PMO escalation if need-by has passed; otherwise refresh quote terms or verify current WMS/QMS status.
Tundra Cargo Door Stop Fitting4CUST-EU13097395700PMO escalation if need-by has passed; otherwise refresh quote terms or verify current WMS/QMS status.
Halcyon Service Door Hinge Bracket5None16601201.5458.50PMO escalation if need-by has passed; otherwise refresh quote terms or verify current WMS/QMS status.
Calder Overwing Hatch Hinge Set6None1118799.25318.750PMO escalation if need-by has passed; otherwise refresh quote terms or verify current WMS/QMS status.

User prompt → 36 turns · 25 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 source packet against the documented certification and sourcing constraints, then create both the recomm…

    I’ll review the source packet against the documented certification and sourcing constraints, then create both the recommendation memo and an auditable analysis workbook in /workspace/output/. I’m using the document and spreadsheet workflows because the requested deliverables are .docx and .xlsx files.

  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","yield_time_ms":10000,"max_output_tokens":30000}),
      tools.exec_command({"cmd":"sed -n '1,260p' /root/.agents/skills/xlsx/SKILL.md","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":"sed -n '241,520p' /root/.agents/skills/docx/SKILL.md","yield_time_ms":10000,"max_output_tokens":30000}),
      tools.exec_command({"cmd":"sed -n '261,620p' /root/.agents/skills/xlsx/SKILL.md","yield_time_ms":10000,"max_output_tokens":30000}),
    ]);
    text(r.map(x=>x.output).join("\n\n--- XLSX SKILL CONT. ---\n\n"));

    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

    … 10,276 more characters of output in the raw trajectory.

  9. 9Shell1

    Tool execution only — no assistant text

    Shellvia exec2k 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 '521,1040p' /root/.agents/skills/docx/SKILL.md","yield_time_ms":10000,"max_output_tokens":30000}),
      tools.exec_command({"cmd":"sed -n '621,1040p' /root/.agents/skills/xlsx/SKILL.md","yield_time_ms":10000,"max_output_tokens":30000}),
    ]);
    text(r.map(x=>x.output).join("\n\n--- XLSX SKILL FINAL ---\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
    ```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:rS

    … 1,459 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":"pwd && rg --files -g '!output/**' /workspace | sed -n '1,240p'","yield_time_ms":10000,"max_output_tokens":30000});
    text(r.output);

    Output

    Script completed
    Wall time 0.1 seconds
    Output:
    
    /workspace
    /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 contains four spreadsheets, one Word schedule, and one PDF policy. I’ll extract each source in its native for…

    The packet contains four spreadsheets, one Word schedule, and one PDF policy. I’ll extract each source in its native form and use the policy as the controlling reference for any potential substitution.

  12. 12Shell1

    Tool execution only — no assistant text

    Shellvia exec8k chars

    Arguments

    const r = await tools.exec_command({"cmd":"sed -n '1,360p' /root/.agents/skills/pdf/SKILL.md","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. 13Shell1

    Tool execution only — no assistant text

    Shellvia exec31k chars

    Arguments

    const r = await Promise.all([
      tools.exec_command({"cmd":"python3 -c \"from openpyxl import load_workbook; from pathlib import Path\nfor p in sorted(Path('/workspace/data').glob('*.xlsx')):\n print('\\\\n###',p.name)\n wb=load_workbook(p,data_only=False,read_only=True)\n print('SHEETS:',wb.sheetnames)\n for ws in wb.worksheets:\n  print('\\\\n--',ws.title, 'rows',ws.max_row,'cols',ws.max_column)\n  for row in ws.iter_rows(values_only=True): print(' | '.join('' if v is None else str(v) for v in row))\n\"","yield_time_ms":10000,"max_output_tokens":60000}),

    … 440 more characters of arguments in the raw trajectory.

    Output

    Script completed
    Wall time 0.9 seconds
    Output:
    
    
    ### approved_material_source_list.xlsx
    SHEETS: ['Source List', 'README']
    
    -- Source List rows 13 cols 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 Alloys Co | Mill | AMS-QQ-A-250, AMS 5659 | China | Non-qual

    … 30,435 more characters of output in the raw trajectory.

  14. 14Shell1

    Tool execution only — no assistant text

    Shellvia exec4k chars

    Arguments

    const r = await Promise.all([
      tools.exec_command({"cmd":"python3 -c \"from docx import Document\np='/workspace/data/program_priority_build_schedule.docx'\nd=Document(p)\nfor i,para in enumerate(d.paragraphs):\n t=para.text.strip()\n if t: print(f'P{i+1}: {t}')\nfor ti,t in enumerate(d.tables,1):\n print(f'\\\\nTABLE {ti} rows={len(t.rows)} cols={len(t.columns)}')\n for row in t.rows: print(' | '.join(c.text.replace('\\\\n',' / ') for c in row.cells))\n\"","yield_time_ms":10000,"max_output_tokens":30000}),
      tools.exec_command({"cmd":"unzip -p /work

    … 278 more characters of arguments in the raw trajectory.

    Output

    Script completed
    Wall time 0.3 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

    … 3,201 more characters of output in the raw trajectory.

  15. 15I’ve extracted the governing rules and schedule. The key distinction is clear: several physically ample lots and low-pri…

    I’ve extracted the governing rules and schedule. The key distinction is clear: several physically ample lots and low-price quotes are unusable because of non-qualifying melt origin, C-of-C-only paperwork, an open quality hold, incomplete traceability, or a conditional/not-approved source. I’ll keep those visible as rejected alternatives rather than treating them as coverage.

  16. 16Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await Promise.all([
      tools.exec_command({"cmd":"find /workspace/output -maxdepth 2 -type f -printf '%p\\n' 2>/dev/null || true && node -e \"try{console.log(require.resolve('docx'))}catch(e){console.error('DOCX_NOT_FOUND');process.exitCode=1}\" && npm root -g","yield_time_ms":10000,"max_output_tokens":30000}),
      tools.exec_command({"cmd":"find / -path '*scripts/recalc.py' -o -path '*scripts/office/validate.py' 2>/dev/null | sed -n '1,100p'","yield_time_ms":10000,"max_output_tokens":30000}),
      tools.exec_command({"cmd":"python3 -c \"import openp

    … 224 more characters of arguments in the raw trajectory.

    Output

    Script completed
    Wall time 1.7 seconds
    Output:
    
    DOCX_NOT_FOUND
    
    
    --- NEXT CHECK ---
    
    /root/.agents/skills/docx/scripts/office/validate.py
    /root/.agents/skills/xlsx/scripts/office/validate.py
    /root/.agents/skills/xlsx/scripts/recalc.py
    /harbor/skills/docx/scripts/office/validate.py
    /harbor/skills/xlsx/scripts/office/validate.py
    /harbor/skills/xlsx/scripts/recalc.py
    
    
    --- NEXT CHECK ---
    
    openpyxl 3.1.5
    python-docx 1.2.0
    
  17. 17The packet-period allocation closes all 26 forecast lines mathematically with 5,857.25 lb of eligible inventory and 3,10…

    The packet-period allocation closes all 26 forecast lines mathematically with 5,857.25 lb of eligible inventory and 3,102.75 lb of selected quote coverage. But this is not an executable “all clear”: the selected quote terms have expired by the current review date, several early need-by dates have passed, and one Sable steel-plate path is only two calendar days ahead of need-by on the published schedule. I’ll make that distinction explicit in both deliverables.

  18. 18Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await Promise.all([
      tools.exec_command({"cmd":"npm install -g docx","yield_time_ms":30000,"max_output_tokens":30000}),
      tools.exec_command({"cmd":"command -v libreoffice || command -v soffice || true; node --version; npm --version","yield_time_ms":10000,"max_output_tokens":30000}),
    ]);
    text(r.map(x=>x.output).join("\n\n--- ENVIRONMENT ---\n\n"));

    Output

    Script completed
    Wall time 1.8 seconds
    Output:
    
    
    added 22 packages in 2s
    
    1 package is looking for funding
      run `npm fund` for details
    
    
    --- ENVIRONMENT ---
    
    /usr/bin/libreoffice
    v22.23.2
    10.9.8
    
  19. 19Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({"cmd":"npm root -g && node -e \"console.log(require.resolve('/usr/local/lib/node_modules/docx'))\"","yield_time_ms":10000,"max_output_tokens":30000});
    text(r.output);

    Output

    Script completed
    Wall time 0.2 seconds
    Output:
    
    /root/.nvm/versions/node/v22.23.2/lib/node_modules
    node:internal/modules/cjs/loader:1433
      throw err;
      ^
    
    Error: Cannot find module '/usr/local/lib/node_modules/docx'
    Require stack:
    - /workspace/[eval]
        at Function._resolveFilename (node:internal/modules/cjs/loader:1430:15)
        at Function.resolve (node:internal/modules/helpers:157:19)
        at [eval]:1:21
        at runScriptInThisContext (node:internal/vm:209:10)
        at node:internal/process/execution:446:12
        at [eval]-wrapper:6:24
        at runScriptInContext (node:internal/process/execution:444:60)
        at evalFunction (node:internal/process/execution:279:30)
        at evalTypeScript (node:internal/process/execution:291:3)
        at node:internal/main/eval_string:74:3 {
      code: 'MODULE_NOT_FOUND',
      requireStack: [ '/workspace/[eval]' ]
    }
    
    Node.js v22.23.2
    
  20. 20exec1

    Tool execution only — no assistant text

    execconst patch = "*** Begin Patch\n*** Add File: /workspace/build_material_workbook.py\n+from pathlib import Path\n+from datetime import date, datetime\n+from collections import defaultdict\n+from copy import copy\n+\n+from openpyxl import Workbook, load_workbook\n+from openpyxl.styles import Font, PatternFill, Border, Side, Alignment\n+from openpyxl.formatting.rule import FormulaRule\n+from openpyxl.utils import get_column_letter\n+from openpyxl.comments import Comment\n+\n+\n+ROOT = Path('/workspace')\n+DATA = ROOT / 'data'\n+OUT = ROOT / 'output'\n+OUT.mkdir(exist_o

    Arguments

    const patch = "*** Begin Patch\n*** Add File: /workspace/build_material_workbook.py\n+from pathlib import Path\n+from datetime import date, datetime\n+from collections import defaultdict\n+from copy import copy\n+\n+from openpyxl import Workbook, load_workbook\n+from openpyxl.styles import Font, PatternFill, Border, Side, Alignment\n+from openpyxl.formatting.rule import FormulaRule\n+from openpyxl.utils import get_column_letter\n+from openpyxl.comments import Comment\n+\n+\n+ROOT = Path('/workspace')\n+DATA = ROOT / 'data'\n+OUT = ROOT / 'output'\n+OUT.mkdir(exist_o

    … 58,873 more characters of arguments in the raw trajectory.

    Output

    Script completed
    Wall time 0.0 seconds
    Output:
    
    {}
  21. 21Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({"cmd":"python3 -m py_compile /workspace/build_material_workbook.py && python3 /workspace/build_material_workbook.py","yield_time_ms":30000,"max_output_tokens":50000});
    text(r.output);

    Output

    Script completed
    Wall time 1.7 seconds
    Output:
    
    /workspace/output/material_sourcing_analysis_workbook.xlsx
    candidate inventory assessments: 54
    candidate quote assessments: 67
    
  22. 22Shell1

    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","yield_time_ms":30000,"max_output_tokens":50000});
    text(r.output);

    Output

    Script completed
    Wall time 3.3 seconds
    Output:
    
    status: success
    total_errors: 0
    error_summary: {}
    total_formulas: 563
  23. 23Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({"cmd":"python3 -c \"from openpyxl import load_workbook\np='/workspace/output/material_sourcing_analysis_workbook.xlsx'\nwb=load_workbook(p,data_only=True)\nfor wsname,cells in {'Executive Summary':['B7','B8','B9','B10','B11','B12','B13'], 'Purchase Plan':['G5','H5','J5','M5','G16','H16','J16','M16'], 'Requirement Coverage':['M5','N5','O5','P5','Q5','R5','M30','N30','O30','P30']}.items():\n ws=wb[wsname]; print(wsname)\n for cell in cells: print(cell,repr(ws[cell].value))\nprint('sheets',wb.sheetnames)\n\"","yield_time_ms":10000,"m

    … 46 more characters of arguments in the raw trajectory.

    Output

    Script completed
    Wall time 0.6 seconds
    Output:
    
    Executive Summary
    B7 8960
    B8 5857.25
    B9 3102.75
    B10 26
    B11 3621.5
    B12 32288.42
    B13 0
    Purchase Plan
    G5 593.4
    H5 593.4
    J5 5577.96
    M5 'EXPIRED'
    G16 160
    H16 250
    J16 1337.5
    M16 'EXPIRED'
    Requirement Coverage
    M5 516.6
    N5 325.4
    O5 842
    P5 0
    Q5 'COVERED—INVENTORY + SELECTED QUOTE'
    R5 'NEED-BY PASSED—PMO ESCALATION'
    M30 147
    N30 0
    O30 147
    P30 0
    sheets ['Executive Summary', 'Requirement Coverage', 'Allocation Plan', 'Purchase Plan', 'Inventory Usability', 'Quote Feasibility', 'Alternatives & Esc.', 'Methodology', 'Source Demand', 'Source Inventory', 'Source Sources', 'Source Quotes', 'Source Programs']
    
  24. 24Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({"cmd":"node -e \"console.log(require.resolve('/root/.nvm/versions/node/v22.23.2/lib/node_modules/docx'))\"","yield_time_ms":10000,"max_output_tokens":30000});
    text(r.output);

    Output

    Script completed
    Wall time 0.1 seconds
    Output:
    
    /root/.nvm/versions/node/v22.23.2/lib/node_modules/docx/dist/index.umd.cjs
    
  25. 25exec1

    Tool execution only — no assistant text

    execconst patch = "*** Begin Patch\n*** Add File: /workspace/build_material_memo.js\n+const fs = require('fs');\n+const {\n+ Document, Packer, Paragraph, TextRun, Table, TableRow, TableCell,\n+ WidthType, AlignmentType, BorderStyle, ShadingType, Header, Footer,\n+ PageNumber, HeadingLevel, LevelFormat, VerticalAlign, PageBreak,\n+} = require('/root/.nvm/versions/node/v22.23.2/lib/node_modules/docx');\n+\n+const out = '/workspace/output/material_sourcing_recommendation_memo.docx';\n+const navy = '1F4E78';\n+const blue = '2F75B5';\n+const lightBlue = 'D9EAF7';\n+const gree

    Arguments

    const patch = "*** Begin Patch\n*** Add File: /workspace/build_material_memo.js\n+const fs = require('fs');\n+const {\n+  Document, Packer, Paragraph, TextRun, Table, TableRow, TableCell,\n+  WidthType, AlignmentType, BorderStyle, ShadingType, Header, Footer,\n+  PageNumber, HeadingLevel, LevelFormat, VerticalAlign, PageBreak,\n+} = require('/root/.nvm/versions/node/v22.23.2/lib/node_modules/docx');\n+\n+const out = '/workspace/output/material_sourcing_recommendation_memo.docx';\n+const navy = '1F4E78';\n+const blue = '2F75B5';\n+const lightBlue = 'D9EAF7';\n+const gree

    … 17,491 more characters of arguments in the raw trajectory.

    Output

    Script completed
    Wall time 0.0 seconds
    Output:
    
    {}
  26. 26Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({"cmd":"node /workspace/build_material_memo.js && ls -lh /workspace/output/material_sourcing_recommendation_memo.docx && python /root/.agents/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx","yield_time_ms":30000,"max_output_tokens":50000});
    text(r.output);

    Output

    Script completed
    Wall time 1.4 seconds
    Output:
    
    -rw-r--r-- 1 root root 18K Aug 20 17:29 /workspace/output/material_sourcing_recommendation_memo.docx
    
    Paragraphs: 0 → 220 (+220)
    All validations PASSED!
    
  27. 27Both deliverables are now built. I’m doing a final rendering and calculation check so the memo’s tables remain readable…

    Both deliverables are now built. I’m doing a final rendering and calculation check so the memo’s tables remain readable and the workbook has no formula errors before handoff.

  28. 28Shell1

    Tool execution only — no assistant text

    Shellvia exec13k chars

    Arguments

    const r = await tools.exec_command({"cmd":"render_dir=$(mktemp -d) && libreoffice --headless --convert-to pdf --outdir \"$render_dir\" /workspace/output/material_sourcing_recommendation_memo.docx >/tmp/memo_convert.log 2>&1 && pdfinfo \"$render_dir/material_sourcing_recommendation_memo.pdf\" | rg 'Pages|Page size' && pdftotext -layout \"$render_dir/material_sourcing_recommendation_memo.pdf\" - | sed -n '1,260p' && printf '%s' \"$render_dir\"","yield_time_ms":30000,"max_output_tokens":50000});
    text(r.output);

    Output

    Script completed
    Wall time 1.0 seconds
    Output:
    
    Pages:           5
    Page size:       612 x 792 pts (letter)
    AEROSTRUCTURE MECHANISMS DIVISION | MATERIAL SOURCING REVIEW
    
    
    
            MATERIAL SOURCING RECOMMENDATION
                              2026 Q3 Door and Hinge Mechanism Build Wave
    
               To                     From               Review date                     Decision basis
    
    Sourcing, Production,     Material Sourcing       20 August 2026     Controlled packet: program release 19 Jun;
    Quality, MRB, PMO         Review                                     inventory 20 Jun; AMSL effective 1 Jun; quotes
                                                                         received 12–19 Jun.
    
    Recommendation
    Reserve only the compliant inventory allocations and use the twelve selected quotations only
    as packet-period sourcing candidates. The plan mathematically covers all 26 forecast
    requirements wit

    … 11,717 more characters of output in the raw trajectory.

  29. 29exec1

    Tool execution only — no assistant text

    execconst patch = "*** Begin Patch\n*** Update File: /workspace/build_material_memo.js\n@@\n- makeTable(['Quote', 'Planned use', 'Coverage lb', 'Target PO lb', '$ / lb', 'Modeled spend', 'Current term'], quoteRows.map(row => row.map((value, index) => ({ text: value, fill: index === 6 ? red : undefined }))), [1150, 2890, 850, 850, 650, 1050, 2640], { banded: true, size: 14 }),\n+ makeTable(['Quote', 'Planned use', 'Coverage lb', 'Target PO lb', '$ / lb', 'Modeled spend', 'Current term'], quoteRows.map(row => row.map((value, index) => ({ text: value, fill: index === 6 ? red

    Arguments

    const patch = "*** Begin Patch\n*** Update File: /workspace/build_material_memo.js\n@@\n-      makeTable(['Quote', 'Planned use', 'Coverage lb', 'Target PO lb', '$ / lb', 'Modeled spend', 'Current term'], quoteRows.map(row => row.map((value, index) => ({ text: value, fill: index === 6 ? red : undefined }))), [1150, 2890, 850, 850, 650, 1050, 2640], { banded: true, size: 14 }),\n+      makeTable(['Quote', 'Planned use', 'Coverage lb', 'Target PO lb', '$ / lb', 'Modeled spend', 'Current term'], quoteRows.map(row => row.map((value, index) => ({ text: value, fill: index === 6 ? red

    … 207 more characters of arguments in the raw trajectory.

    Output

    Script completed
    Wall time 0.0 seconds
    Output:
    
    {}
  30. 30Shell1

    Tool execution only — no assistant text

    Shellvia exec5k chars

    Arguments

    const r = await tools.exec_command({"cmd":"node /workspace/build_material_memo.js && python /root/.agents/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx && render_dir=$(mktemp -d) && libreoffice --headless --convert-to pdf --outdir \"$render_dir\" /workspace/output/material_sourcing_recommendation_memo.docx >/tmp/memo_convert2.log 2>&1 && pdftotext -layout \"$render_dir/material_sourcing_recommendation_memo.pdf\" - | sed -n '90,175p'","yield_time_ms":30000,"max_output_tokens":30000});
    text(r.output);

    Output

    Script completed
    Wall time 2.1 seconds
    Output:
    
    
    Paragraphs: 0 → 220 (+220)
    All validations PASSED!
    
                                                                                       Internal decision support | Page 2
    AEROSTRUCTURE MECHANISMS DIVISION | MATERIAL SOURCING REVIEW
    
    Selected quote plan
    Selection is compliance-first. The target quantity equals the coverage needed from each selected quote,
    increased only to the stated MOQ where necessary; it remains subject to written revalidation because the
    packet does not state that partial quantities are currently orderable.
    
                                                   Covera   Target             Modeled
       Quote              Planned use                                 $ / lb                           Current term
                                                    ge lb   PO lb               spend
    QTE-A3F91C   7075-T7351 plate: Raven + Sable   593.

    … 4,198 more characters of output in the raw trajectory.

  31. 31Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({"cmd":"preview_dir=$(mktemp -d) && libreoffice --headless --convert-to pdf --outdir \"$preview_dir\" /workspace/output/material_sourcing_recommendation_memo.docx >/tmp/memo_preview.log 2>&1 && pdftoppm -f 3 -l 3 -png -r 140 \"$preview_dir/material_sourcing_recommendation_memo.pdf\" \"$preview_dir/page\" >/tmp/memo_preview_ppm.log 2>&1 && find \"$preview_dir\" -maxdepth 1 -type f -name 'page*.png' -printf '%p\\n'","yield_time_ms":30000,"max_output_tokens":30000});
    text(r.output);

    Output

    Script completed
    Wall time 1.2 seconds
    Output:
    
    /tmp/tmp.TVxD16keU4/page-3.png
    
  32. 32exec1

    Tool execution only — no assistant text

    execconst r = await tools.view_image({"path":"/tmp/tmp.TVxD16keU4/page-3.png","detail":"high"}); image(r.image_url, r.detail);330k chars

    Arguments

    const r = await tools.view_image({"path":"/tmp/tmp.TVxD16keU4/page-3.png","detail":"high"});
    image(r.image_url, r.detail);

    Output

    Script completed
    Wall time 0.0 seconds
    Output:
    

    … 329,484 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_material_memo.js\n@@\n- makeTable(['Quote', 'Planned use', 'Coverage lb', 'Target PO lb', '$ / lb', 'Modeled spend', 'Current term'], quoteRows.map(row => row.map((value, index) => ({ text: value, fill: index === 6 ? red : undefined }))), [1150, 2690, 850, 850, 900, 1050, 2590], { banded: true, size: 14 }),\n+ makeTable(['Quote', 'Planned use', 'Cov. lb', 'Target PO lb', '$ / lb', 'Modeled spend', 'Current term'], quoteRows.map(row => row.map((value, index) => ({ text: value, fill: index === 6 ? red : un

    Arguments

    const patch = "*** Begin Patch\n*** Update File: /workspace/build_material_memo.js\n@@\n-      makeTable(['Quote', 'Planned use', 'Coverage lb', 'Target PO lb', '$ / lb', 'Modeled spend', 'Current term'], quoteRows.map(row => row.map((value, index) => ({ text: value, fill: index === 6 ? red : undefined }))), [1150, 2690, 850, 850, 900, 1050, 2590], { banded: true, size: 14 }),\n+      makeTable(['Quote', 'Planned use', 'Cov. lb', 'Target PO lb', '$ / lb', 'Modeled spend', 'Current term'], quoteRows.map(row => row.map((value, index) => ({ text: value, fill: index === 6 ? red : un

    … 203 more characters of arguments in the raw trajectory.

    Output

    Script completed
    Wall time 0.0 seconds
    Output:
    
    {}
  34. 34Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await Promise.all([
      tools.exec_command({"cmd":"node /workspace/build_material_memo.js && python /root/.agents/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx && ls -lh /workspace/output/material_sourcing_recommendation_memo.docx","yield_time_ms":30000,"max_output_tokens":30000}),
      tools.exec_command({"cmd":"python /root/.agents/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 60 && ls -lh /workspace/output/material_sourcing_analysis_workbook.xlsx","yield_time_ms":3

    … 119 more characters of arguments in the raw trajectory.

    Output

    Script completed
    Wall time 2.1 seconds
    Output:
    
    
    Paragraphs: 0 → 220 (+220)
    All validations PASSED!
    -rw-r--r-- 1 root root 18K Aug 20 17:30 /workspace/output/material_sourcing_recommendation_memo.docx
    
    
    --- WORKBOOK VALIDATION ---
    
    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 563
    }
    -rw-r--r-- 1 root root 77K Aug 20 17:30 /workspace/output/material_sourcing_analysis_workbook.xlsx
    
  35. 35Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({"cmd":"find /workspace/output -maxdepth 1 -type f -printf '%f %s bytes\\n' | sort && python3 -c \"from openpyxl import load_workbook\np='/workspace/output/material_sourcing_analysis_workbook.xlsx'\nwb=load_workbook(p,data_only=True)\nws=wb['Requirement Coverage']\nprint('Coverage balance nonzero:', [(ws.cell(r,1).value,ws.cell(r,16).value) for r in range(5,31) if abs((ws.cell(r,16).value or 0))>1e-9])\nprint('Selected quote terms:', [wb['Purchase Plan'].cell(r,13).value for r in range(5,17)])\n\"","yield_time_ms":10000,"max_outpu

    … 38 more characters of arguments in the raw trajectory.

    Output

    Script completed
    Wall time 0.6 seconds
    Output:
    
    material_sourcing_analysis_workbook.xlsx 78228 bytes
    material_sourcing_recommendation_memo.docx 17782 bytes
    Coverage balance nonzero: []
    Selected quote terms: ['EXPIRED', 'EXPIRED', 'EXPIRED', 'EXPIRED', 'EXPIRED', 'EXPIRED', 'EXPIRED', 'EXPIRED', 'EXPIRED', 'EXPIRED', 'EXPIRED', 'EXPIRED']
    
  36. 36Completed and validated both deliverables: - [Recommendation memo](/workspace/output/material_sourcing_recommendation_me…

    Completed and validated both deliverables:

    • Recommendation memo
    • Supporting analysis workbook

    Key outcome: the packet-period plan covers all 26 requirements with 5,857.25 lb of compliant inventory and 3,102.75 lb of selected quote coverage. However, all 12 selected quote terms are expired as of 2026-08-20, so they require revalidation/requote before any PO; Raven’s passed need-bys and Sable’s marginal 4340 plate path are escalated. The workbook is formula-checked with zero errors.

2 failure modes across 2 verifier failures

  1. 1Decision 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.

  2. 2Escalation 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.