EKWbench

task_111Manufacturing

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

TaxonomyManufacturingBuyers and purchasing agents

All trialsClaude Sonnet 5claude-codeTrial 03

75%

Trial reward

Claude Sonnet 5Fail

Trial 03 — 1st of 4 by reward score. This model averages 68.5% across 4 trials on this task.

  • 11/15Core verifiers passed
  • 12/16All verifiers passed
  • 4Core failed
  • 260Turns
  • 133Tool calls
  • $13.33Cost
  • 67.4mTime
  • 207kOutput tokens

Missed 4 of 15 core — traceability, residual_vs_moq and memo_recommendation and 1 more.

core (15)

  • usable_quantityLLMPass
    Why it matters

    Coverage must be assessed on usable yield-adjusted quantity net of allocations, and the original attempt's central risk is treating gross or physically-present pounds as usable.

    How to pass

    Checks that the analysis workbook reports usable on-hand quantity using the formula (On Hand - Allocated) x Yield Factor for inventory lots rather than gross on-hand pounds.

    Reads

  • country_of_originLLMPass
    Why it matters

    Country-of-origin restrictions are binding contractual constraints, and the cheapest/fastest options for several critical lines are non-qualifying-origin material that must not be selected.

    How to pass

    Checks that material melted in China or Russia is excluded for the DFARS programs (Raven, Sable) and the CUST-EU programs (Meridian, Tundra) regardless of price or certificate quality.

    Reads

  • cert_traceabilityLLMPass
    Why it matters

    EN 10204 3.1/3.2 certification and full traceability are minimum eligibility gates, and the original attempt risks accepting C-of-C or non-traceable material that is physically attractive.

    How to pass

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

    Reads

  • source_hold_statusLLMPass
    Why it matters

    Approved-source status and hold status are hard eligibility gates, and otherwise-attractive USA-origin material from these sources must not be planned against requirements.

    How to pass

    Checks that sources in Suspended, Conditional, or Not Approved status, and material under an open quality/MRB or receiving-inspection hold, are excluded from new commitments.

    Reads

  • substitution_policyLLMPass
    Why it matters

    The substitution policy is exhaustive and prohibits interchange (e.g., T651 vs T7351, /11 vs /12, bar vs plate vs extrusion), so a model must not silently treat near-match material as covering a callout.

    How to pass

    Checks that no alloy, temper/condition, product-form, or specification sub-spec substitution is applied beyond same-spec oversize/remnant cutdown.

    Reads

  • allocation_priorityLLMPass
    Why it matters

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

    How to pass

    Checks that contested inventory lots usable by more than one requirement are allocated to the higher-priority (lower rank number) program first, with lower-priority shortfalls flowing to new purchase.

    Reads

  • lead_time_feasibilityLLMPass
    Why it matters

    Lead-time feasibility is an explicit gate, and the original attempt risks counting a compliant quote that docks on or after need-by as resolving a requirement on schedule.

    How to pass

    Checks that a supplier quote is treated as feasible only when its quoted dock/receipt date precedes the requirement need-by date.

    Reads

  • requirement_coverageLLMPass
    Why it matters

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

    How to pass

    Checks that the workbook classifies each of the 26 requirements into a coverage disposition (covered from compliant inventory, partial inventory plus buy, or full new purchase) at the requirement-ID level.

    Reads

  • traceabilityLLMFail
    Why it matters

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

    How to pass

    Checks that for each at-risk requirement the workbook records the selected inventory lot(s) with usable quantity, the rejected lots with reasons, the selected quote, the rejected quote alternatives with reasons, the residual after inventory, and the resulting purchase quantity and cost.

    Reads

    Failure mode Decision Audit Trail Fragmented or Incomplete

    Why it failed

    Selected lots, rejected alternatives, selected and rejected quotes, and purchase cost for an at-risk requirement each live on a different sheet instead of one joined view.

    Justification

    The workbook lacks a single requirement-level view that contains all required audit elements. 'Requirement Coverage' shows shortfall, selected quote, buy quantity, and cost, but selected/rejected inventory lots and disqualifying reasons are only on 'Allocation Waterfall', and quote alternatives/rejections are split to 'Quote Feasibility'. It also misses explicit reasons for some nonselected feasible quotes: for REQ-D7R4 and REQ-Y8K2, Tri-State quotes (QF-024, QF-026) are fully feasible with blank exclusion reasons, while the requirement-level notes do not state why Tri-State was not chosen.

  • residual_vs_moqLLMFail
    Why it matters

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

    How to pass

    Checks that requirement residual quantity is reported separately from the minimum-order-quantity-adjusted purchase quantity, with the excess identified.

    Reads

    Failure mode Required Evidence Fields or Rows Omitted

    Why it failed

    MOQ-driven buys show the residual need and the MOQ-adjusted order quantity across various sheets but never state the excess amount as its own value.

    Justification

    MOQ-driven buys do not explicitly show the excess quantity. In Requirement Coverage, REQ-S6P3 shows a 69.5 lb shortfall and 250 lb recommended buy, and REQ-E9C1 shows a 1.75 lb shortfall and 250 lb recommended buy; notes mention the minimum order applies, but no 180.5 lb / 248.25 lb MOQ excess is identified. Similar issue appears on REQ-V1D9 (357 vs 400) and REQ-H7D5 (160 vs 250).

  • 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 prioritize compliance over cost/lead time and explicitly rejects cheaper non-compliant options such as Volga’s Russia-melt 15-5PH quote ($8.10/lb, Not Approved) and Tri-State’s 4340 bar quote ($4.95/lb, Certificate of Conformance only/no 3.1 report). However, it does not explicitly name the required lowest-price China-melt 7075-T7351 quote (~$6.85/lb) and explain why that quote was unusable; it only notes a China-melt on-hand lot for that spec. Because a required rejected option is missing, the rubric is not fully satisfied.

  • 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 Source Ambiguity Collapsed Without Escalation

    Why it failed

    The workbook resolves an unstated packet ambiguity, treating Conditional-source stock as a new commitment or requiring extra Slovenia-origin confirmation, by picking one reading without flagging it as unresolved.

    Justification

    The workbook mostly uses listed lots/quotes, but it adds a material unsupported compliance interpretation for REQ-V1D9: Summary says CUST-EU excludes China/Russia, and QF-016 marks Adriatic/Slovenia as Origin Eligible=True and Fully Feasible=True, yet Requirement Coverage/Escalations still say Slovenia needs PMO/Contracts confirmation and recommend the higher-cost Ardenne source instead. That extra interpretation changes the recommendation/spend, so not all rubric criteria are satisfied.

  • 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.xlsx79 KB

Summary30 rows

Material Sourcing Analysis — 2026 Q3 Door/Hinge Build Wave
Review cycle basis: MRP run MRP-2026-0619-R2 · PMO release PC-2026-0618 · RFQs compiled through 2026-06-19
Requirement Coverage Summary
Total requirements (2026 Q3 wave)26
Covered by inventory alone (no purchase)11
Covered by inventory + new purchase8
New purchase required (no usable inventory)7
Total net required usable quantity (lb)8960
Total covered from on-hand inventory (lb)5857.25
Total residual shortfall after inventory (lb)3102.75
Total recommended new-purchase spend ($)33004.14
Requirements flagged HIGH schedule risk1
Requirements flagged MODERATE schedule risk1
Recommended New-Purchase Spend by Program
ProgramPriority RankRestrictionPurchase $ RecommendedRequirements at Risk (schedule)
Raven Cargo Door Actuation Hinge1DFARS5557.960
Sable Emergency Egress Hinge Arm2DFARS8514.621
Meridian Cabin Door Latch Hinge3CUST-EU3012.510
Tundra Cargo Door Stop Fitting4CUST-EU6318.80
Halcyon Service Door Hinge Bracket5None4295.050
Calder Overwing Hatch Hinge Set6None5305.20
Methodology
• Usable inventory quantity per lot = (On Hand Qty − Allocated Qty) × Yield Factor, per the Inventory Lot & Certification Snapshot and Engineering Material Substitution Policy (ENG-MSP Rev H) Section 5.
• A lot or quote counts toward a requirement only on an exact Alloy / Material Spec / Temper-Condition / Product Form match — no substitutions are assumed beyond ENG-MSP Section 4's exhaustive allowances (none of which change alloy, temper, spec sub-family, or form in this dataset).
• Eligibility also requires: 3.1 or 3.2 mill certification (Certificate of Conformance does not qualify), Full traceability, no open hold, and an Approved-status source approved for the specific spec family (see Lot Ledger / Quotes tabs).
• Country-of-origin: DFARS (Raven, Sable) and CUST-EU (Meridian, Tundra) requirements exclude non-qualifying melt origin (China, Russia in this dataset); Halcyon and Calder carry no country restriction beyond standard AMSL approval.
• Where one material pool serves multiple programs (see Allocation Waterfall tab), usable inventory is drawn in program-priority order per the Program Priority & Build Schedule (rank 1 = highest); a lower-priority requirement left short draws on a feasible, compliant quote or is escalated.
• A quote is schedule-feasible only if its quoted receipt date precedes the requirement's need-by date (ENG-MSP Section 6); margins under 10 calendar days are flagged MODERATE and under 5 days HIGH as an analyst risk heuristic, not a policy threshold, for leadership attention.
• Recommended purchases are chosen on total landed cost — quoted unit price × the greater of the shortfall or the supplier's minimum order — not on unit price alone; see Requirement Coverage notes for cases where a nominally cheaper $/lb quote is not the lowest total cost once minimum order is applied.
• One interpretive judgment is flagged rather than assumed silently: Slovenia-melt material is treated as DFARS-qualifying (explicitly named in ENG-MSP Sec. 3) but is routed around for the one CUST-EU requirement it would otherwise touch (REQ-V1D9), since the CUST-EU clause's own text names France/South Korea and not Slovenia verbatim — see Escalations & Risks tab.
• All figures trace to the six source documents in the material sourcing packet; no alternate alloys, tempers, substitutions, approvals, waivers, supplier capacity, or expedite options beyond what those documents state have been assumed.

User prompt → 260 turns · 133 tool calls → final responseclaude-code

177 of 260 turns are kept here; the rest were cut to fit the trajectory's byte budget, and each cut is marked where it fell.

  1. 1userYou are supporting a material sourcing review for an aerospace components manufacturer that builds certified door and hi…

    You are supporting a material sourcing review for an aerospace components manufacturer that builds certified door and hinge mechanism assemblies. Upcoming production lots require aluminum and steel raw materials, including plate, bar, extrusion, and machined-stock inputs. Several material requirements are at risk because available inventory, supplier quotes, lead times, certification status, source approvals, allocations, yield loss, and program priorities do not all align. Production and sourcing leadership need a sourcing plan that identifies which material lots can be used, which supplier quotes should be acted on, which requirements remain at risk, and which program commitments should be prioritized. The objective is not simply to buy the cheapest or fastest available material; the recommendation must distinguish physically available material from material that is actually usable for certified aerospace production. Using the attached material sourcing packet, determine the recommended sourcing and allocation plan for the current review cycle. Identify which aluminum and steel requirements can be covered from compliant on-hand inventory, which require new purchases, which supplier quotes are feasible, and which shortages or compliance issues require escalation. Evaluate the tradeoffs among material specification, temper or condition, product form, mill certification, traceability, approved-source status, country-of-origin or customer restrictions, available quantity after allocation, usable yield, lead time, cost, and program delivery impact. Work only from the attached materials: the material demand forecast, inventory lot and certification snapshot, approved material source list, supplier quote and lead-time matrix, engineering material substitution policy, and program priority / build schedule. Do not invent alternate alloys, tempers, substitutions, engineering approvals, customer waivers, supplier capacity, expedite options, certification corrections, yield a

    … 1,544 more characters in the raw trajectory.

  2. 3I'll start by locating the material sourcing packet files in the workspace.32k

    I'll start by locating the material sourcing packet files in the workspace.

  3. 4Bash1

    Tool execution only — no assistant text

    Bashfind /workspace -maxdepth 4 -type f 2>/dev/null | grep -v '^/workspace/output' | head -200 (+description)

    Arguments

    List files in workspace excluding output directory

    find /workspace -maxdepth 4 -type f 2>/dev/null | grep -v '^/workspace/output' | head -200

    Output

    /workspace/data/approved_material_source_list.xlsx
    /workspace/data/engineering_material_substitution_policy.pdf
    /workspace/data/inventory_lot_cert_snapshot.xlsx
    /workspace/data/material_demand_forecast.xlsx
    /workspace/data/program_priority_build_schedule.docx
    /workspace/data/supplier_quote_leadtime_matrix.xlsx
    
    [stdout]
    /workspace/data/approved_material_source_list.xlsx
    /workspace/data/engineering_material_substitution_policy.pdf
    /workspace/data/inventory_lot_cert_snapshot.xlsx
    /workspace/data/material_demand_forecast.xlsx
    /workspace/data/program_priority_build_schedule.docx
    /workspace/data/supplier_quote_leadtime_matrix.xlsx
    [metadata]
    noOutputExpected: false
  4. 5Found all six source files. Let me examine each one, starting with the demand forecast and inventory snapshot.33k

    Found all six source files. Let me examine each one, starting with the demand forecast and inventory snapshot.

  5. 6Bash1

    Tool execution only — no assistant text

    Bashmkdir -p /workspace/output && ls -la /workspace/data/ (+description)1k chars

    Arguments

    Ensure output directory exists and list data files with sizes

    mkdir -p /workspace/output && ls -la /workspace/data/

    Output

    total 71
    drwxr-xr-x 1 root root  4096 Aug 20 16:56 .
    drwxr-xr-x 1 root root  4096 Aug 20 16:56 ..
    -rw-r--r-- 1 root root  7788 Aug 20 16:33 approved_material_source_list.xlsx
    -rw-r--r-- 1 root root  8258 Aug 20 16:33 engineering_material_substitution_policy.pdf
    -rw-r--r-- 1 root root  9968 Aug 20 16:33 inventory_lot_cert_snapshot.xlsx
    -rw-r--r-- 1 root root  9221 Aug 20 16:33 material_demand_forecast.xlsx
    -rw-r--r-- 1 root root 13747 Aug 20 16:33 program_priority_build_schedule.docx
    -rw-r--r-- 1 root root 12985 Aug 20 16:33 supplier_quote_leadtime_matrix.xlsx
    
    [stdout]
    total 71
    drwxr-xr-x 1 root root  4096 Aug 20 16:56 .
    drwxr-xr-x 1 root root  4096 Aug 20 16:56 ..
    -rw-r--r-- 1 root root  7788 Aug 20 16:33 approved_material_source_list.xlsx
    -rw-r--r-- 1 root root  8258 Aug 20 16:33 engineering_material_substitution_policy.pdf
    -rw-r--r-- 1 root root  9968 Aug 20 16:33 inventory_lot_cert_snapshot.xlsx
    -rw-r--r-- 1 root root  9221 Aug 20 16:33 material_demand_forecast.xlsx
    -rw-r--r-- 1 ro

    … 180 more characters of output in the raw trajectory.

  6. 7No text or tool call recorded33k
  7. 8user{"type": "text", "text": "Base directory for this skill: /logs/agent/sessions/skills/xlsx\n\n# Requirements for Outputs\…

    {"type": "text", "text": "Base directory for this skill: /logs/agent/sessions/skills/xlsx\n\n# Requirements for Outputs\n\n## All Excel files\n\n### Professional Font\n- Use a consistent, professional font (e.g., Arial, Times New Roman) for all deliverables unless otherwise instructed by the user\n\n### Zero Formula Errors\n- Every Excel model MUST be delivered with ZERO formula errors (#REF!, #DIV/0!, #VALUE!, #N/A, #NAME?)\n\n### Preserve Existing Templates (when updating templates)\n- Study and EXACTLY match existing format, style, and conventions when modifying files\n- Never impose standardized formatting on files with established patterns\n- Existing template conventions ALWAYS override these guidelines\n\n## Financial models\n\n### Color Coding Standards\nUnless otherwise stated by the user or existing template\n\n#### Industry-Standard Color Conventions\n- Blue text (RGB: 0,0,255): Hardcoded inputs, and numbers users will change for scenarios\n- Black text (RGB: 0,0,0): ALL formulas and calculations\n- Green text (RGB: 0,128,0): Links pulling from other worksheets within same workbook\n- Red text (RGB: 255,0,0): External links to other files\n- Yellow background (RGB: 255,255,0): Key assumptions needing attention or cells that need to be updated\n\n### Number Formatting Standards\n\n#### Required Format Rules\n- Years: Format as text strings (e.g., "2024" not "2,024")\n- Currency: Use $#,##0 format; ALWAYS specify units in headers ("Revenue ($mm)")\n- Zeros: Use number formatting to make all zeros "-", including percentages (e.g., "$#,##0;($#,##0);-")\n- Percentages: Default to 0.0% format (one decimal)\n- Multiples: Format as 0.0x for valuation multiples (EV/EBITDA, P/E)\n- Negative numbers: Use parentheses (123) not minus -123\n\n### Formula Construction Rules\n\n#### Assumptions Placement\n- Place ALL assumptions (growth rates, margins, multiples, etc.) in separate assumption cells\n- Use cell referenc

    … 8,847 more characters in the raw trajectory.

  8. 9Skill1

    Tool execution only — no assistant text

    Skillxlsx

    Arguments

    xlsx

    Output

    Launching skill: xlsx
    
    [metadata]
    success: true
    commandName: xlsx
  9. 10user{"type": "text", "text": "Base directory for this skill: /logs/agent/sessions/skills/docx\n\n# DOCX creation, editing, a…

    {"type": "text", "text": "Base directory for this skill: /logs/agent/sessions/skills/docx\n\n# DOCX creation, editing, and analysis\n\n## Overview\n\nA .docx file is a ZIP archive containing XML files.\n\n## Quick Reference\n\n| Task | Approach |\n|------|----------|\n| Read/analyze content | pandoc or unpack for raw XML |\n| Create new document | Use docx-js - see Creating New Documents below |\n| Edit existing document | Unpack → edit XML → repack - see Editing Existing Documents below |\n\n### Converting .doc to .docx\n\nLegacy .doc files must be converted before editing:\n\nbash\npython scripts/office/soffice.py --headless --convert-to docx document.doc\n\n\n### Reading Content\n\nbash\n# Text extraction with tracked changes\npandoc --track-changes=all document.docx -o output.md\n\n# Raw XML access\npython scripts/office/unpack.py document.docx unpacked/\n\n\n### Converting to Images\n\nbash\npython scripts/office/soffice.py --headless --convert-to pdf document.docx\npdftoppm -jpeg -r 150 document.pdf page\n\n\n### Accepting Tracked Changes\n\nTo produce a clean document with all tracked changes accepted (requires LibreOffice):\n\nbash\npython scripts/accept_changes.py input.docx output.docx\n\n\n---\n\n## Creating New Documents\n\nGenerate .docx files with JavaScript, then validate. Install: npm install -g docx\n\n### Setup\n```javascript\nconst { Document, Packer, Paragraph, TextRun, Table, TableRow, TableCell, ImageRun,\n Header, Footer, AlignmentType, PageOrientation, LevelFormat, ExternalHyperlink,\n InternalHyperlink, Bookmark, FootnoteReferenceRun, PositionalTab,\n PositionalTabAlignment, PositionalTabRelativeTo, PositionalTabLeader,\n TabStopType, TabStopPosition, Column, SectionType,\n TableOfContents, HeadingLevel, BorderStyle, WidthType, ShadingType,\n VerticalAlign, PageNumber, PageBreak } = require('docx');\n\nconst doc = new Document({ sections: [{ children: [/* content */] }

    … 18,094 more characters in the raw trajectory.

  10. 11Skill1

    Tool execution only — no assistant text

    Skilldocx

    Arguments

    docx

    Output

    Launching skill: docx
    
    [metadata]
    success: true
    commandName: docx
  11. 12user{"type": "text", "text": "Base directory for this skill: /logs/agent/sessions/skills/pdf\n\n# PDF Processing Guide\n\n##…

    {"type": "text", "text": "Base directory for this skill: /logs/agent/sessions/skills/pdf\n\n# PDF Processing Guide\n\n## Overview\n\nThis guide covers essential PDF processing operations using Python libraries and command-line tools. For advanced features, JavaScript libraries, and detailed examples, see REFERENCE.md. If you need to fill out a PDF form, read FORMS.md and follow its instructions.\n\n## Quick Start\n\npython\nfrom pypdf import PdfReader, PdfWriter\n\n# Read a PDF\nreader = PdfReader(\"document.pdf\")\nprint(f\"Pages: {len(reader.pages)}\")\n\n# Extract text\ntext = \"\"\nfor page in reader.pages:\n text += page.extract_text()\n\n\n## Python Libraries\n\n### pypdf - Basic Operations\n\n#### Merge PDFs\npython\nfrom pypdf import PdfWriter, PdfReader\n\nwriter = PdfWriter()\nfor pdf_file in [\"doc1.pdf\", \"doc2.pdf\", \"doc3.pdf\"]:\n reader = PdfReader(pdf_file)\n for page in reader.pages:\n writer.add_page(page)\n\nwith open(\"merged.pdf\", \"wb\") as output:\n writer.write(output)\n\n\n#### Split PDF\npython\nreader = PdfReader(\"input.pdf\")\nfor i, page in enumerate(reader.pages):\n writer = PdfWriter()\n writer.add_page(page)\n with open(f\"page_{i+1}.pdf\", \"wb\") as output:\n writer.write(output)\n\n\n#### Extract Metadata\npython\nreader = PdfReader(\"document.pdf\")\nmeta = reader.metadata\nprint(f\"Title: {meta.title}\")\nprint(f\"Author: {meta.author}\")\nprint(f\"Subject: {meta.subject}\")\nprint(f\"Creator: {meta.creator}\")\n\n\n#### Rotate Pages\npython\nreader = PdfReader(\"input.pdf\")\nwriter = PdfWriter()\n\npage = reader.pages[0]\npage.rotate(90) # Rotate 90 degrees clockwise\nwriter.add_page(page)\n\nwith open(\"rotated.pdf\", \"wb\") as output:\n writer.write(output)\n\n\n### pdfplumber - Text and Table Extraction\n\n#### Extract Text with Layout\n```python\nimport pdfplumber\n\nwith pdfplumber.open("document.pdf") as pdf:\n for page in pdf.pages:\n

    … 6,009 more characters in the raw trajectory.

  12. 13Skill1

    Tool execution only — no assistant text

    Skillpdf

    Arguments

    pdf

    Output

    Launching skill: pdf
    
    [metadata]
    success: true
    commandName: pdf
  13. 15Now let me read all the source data files to understand their structure and content.50k

    Now let me read all the source data files to understand their structure and content.

  14. 16Bash1

    Tool execution only — no assistant text

    Bashcd /workspace/data && python3 -c " import pandas as pd for f in ['material_demand_forecast.xlsx','inventory_lot_cert_snapshot.xlsx','approved_material_source_list.xlsx','supplier_quote_leadtime_matrix.xlsx']: print('='*100) print(f) xl = pd.ExcelFile(f) print('Sheets:', xl.sheet_names) "1k chars

    Arguments

    cd /workspace/data && python3 -c "
    import pandas as pd
    for f in ['material_demand_forecast.xlsx','inventory_lot_cert_snapshot.xlsx','approved_material_source_list.xlsx','supplier_quote_leadtime_matrix.xlsx']:
        print('='*100)
        print(f)
        xl = pd.ExcelFile(f)
        print('Sheets:', xl.sheet_names)
    "
    

    Output

    ====================================================================================================
    material_demand_forecast.xlsx
    Sheets: ['Demand Forecast', 'README']
    ====================================================================================================
    inventory_lot_cert_snapshot.xlsx
    Sheets: ['Lot Snapshot', 'README']
    ====================================================================================================
    approved_material_source_list.xlsx
    Sheets: ['Source List', 'README']
    ====================================================================================================
    supplier_quote_leadtime_matrix.xlsx
    Sheets: ['Quote Matrix', 'README']
    
    [stdout]
    ====================================================================================================
    material_demand_forecast.xlsx
    Sheets: ['Demand Forecast', 'README']
    ====================================================================================================
    inventory_lot_cert_snapshot.xlsx
    Sheets:

    … 408 more characters of output in the raw trajectory.

  15. 18Bash51k1

    Tool execution only — no assistant text

    Bashpython3 -c " import pandas as pd pd.set_option('display.max_columns', None) pd.set_option('display.width', 250) pd.set_option('display.max_colwidth', 60) f = 'material_demand_forecast.xlsx' for sheet in ['Demand Forecast','README']: print('='*100) print(sheet) df = pd.read_excel(f, sheet_name=sheet) print(df.to_string()) "24k chars

    Arguments

    python3 -c "
    import pandas as pd
    pd.set_option('display.max_columns', None)
    pd.set_option('display.width', 250)
    pd.set_option('display.max_colwidth', 60)
    f = 'material_demand_forecast.xlsx'
    for sheet in ['Demand Forecast','README']:
        print('='*100)
        print(sheet)
        df = pd.read_excel(f, sheet_name=sheet)
        print(df.to_string())
    "
    

    Output

    ====================================================================================================
    Demand Forecast
       Requirement ID    Program ID                        Program Name   Alloy    Material Spec Temper / Condition Product Form  Net Required Usable Qty (lb) UOM Need-By Date MRP Firmed                        Planner Note
    0        REQ-H4A2     PRG-RAVEN    Raven Cargo Door Actuation Hinge    7075  AMS-QQ-A-250/12              T7351        Plate                           842  lb   2026-08-10          Y      Hinge arm machined-stock plate
    1        REQ-K9P1     PRG-RAVEN    Raven Cargo Door Actuation Hinge    4340         AMS 6415           Annealed          Bar                           615  lb   2026-08-05          Y          Pivot pin bar, HT in house
    2        REQ-C9T1     PRG-RAVEN    Raven Cargo Door Actuation Hinge    300M         AMS 6419           Annealed          Bar                           176  lb   2026-08-03          Y     High-strength actuation pin bar
    3      

    … 22,574 more characters of output in the raw trajectory.

  16. 20Bash55k1

    Tool execution only — no assistant text

    Bashpython3 -c " import pandas as pd pd.set_option('display.max_columns', None) pd.set_option('display.width', 250) pd.set_option('display.max_colwidth', 60) f = 'inventory_lot_cert_snapshot.xlsx' for sheet in ['Lot Snapshot','README']: print('='*100) print(sheet) df = pd.read_excel(f, sheet_name=sheet) print(df.to_string()) "26k chars

    Arguments

    python3 -c "
    import pandas as pd
    pd.set_option('display.max_columns', None)
    pd.set_option('display.width', 250)
    pd.set_option('display.max_colwidth', 60)
    f = 'inventory_lot_cert_snapshot.xlsx'
    for sheet in ['Lot Snapshot','README']:
        print('='*100)
        print(sheet)
        df = pd.read_excel(f, sheet_name=sheet)
        print(df.to_string())
    "
    

    Output

    ====================================================================================================
    Lot Snapshot
            Lot ID Heat / Cast No.   Alloy    Material Spec Temper / Condition Product Form   Source ID  On Hand Qty (lb)  Allocated Qty (lb)               Hold Status Cert Type           Traceability Status Received Date Cert Expiry  Yield Factor   Storage Location                            Note
    0   LOT-C7A340     HEAT-9F1B66  15-5PH         AMS 5659              H1025          Bar  SRC-7A6D52               360                  60                       NaN       3.1                          Full    2026-03-27           -          0.84        Bar Cage B3              Hangzhou melt (CN)
    1   LOT-3E8C71     HEAT-7A2F94    4340         AMS 6415           Annealed          Bar  SRC-58E1B3               520                   0                       NaN       3.1                          Full    2026-05-06           -          0.80        Bar Cage B4                     Bar lengths
    2

    … 25,330 more characters of output in the raw trajectory.

  17. 22Bash58k1

    Tool execution only — no assistant text

    Bashpython3 -c " import pandas as pd pd.set_option('display.max_columns', None) pd.set_option('display.width', 250) pd.set_option('display.max_colwidth', 60) f = 'approved_material_source_list.xlsx' for sheet in ['Source List','README']: print('='*100) print(sheet) df = pd.read_excel(f, sheet_name=sheet) print(df.to_string()) "17k chars

    Arguments

    python3 -c "
    import pandas as pd
    pd.set_option('display.max_columns', None)
    pd.set_option('display.width', 250)
    pd.set_option('display.max_colwidth', 60)
    f = 'approved_material_source_list.xlsx'
    for sheet in ['Source List','README']:
        print('='*100)
        print(sheet)
        df = pd.read_excel(f, sheet_name=sheet)
        print(df.to_string())
    "
    

    Output

    ====================================================================================================
    Source List
         Source ID                    Source Name  Source Type                          Approved Spec Families Melt Country Origin Qualifying Status Approval Status Approval Expiry                                     Note
    0   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
    1   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)
    2   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
    3   SRC-7A6D52 

    … 15,518 more characters of output in the raw trajectory.

  18. 24Bash61k1

    Tool execution only — no assistant text

    Bashpython3 -c " import pandas as pd pd.set_option('display.max_columns', None) pd.set_option('display.width', 250) pd.set_option('display.max_colwidth', 60) f = 'supplier_quote_leadtime_matrix.xlsx' for sheet in ['Quote Matrix','README']: print('='*100) print(sheet) df = pd.read_excel(f, sheet_name=sheet) print(df.to_string()) "34k chars

    Arguments

    python3 -c "
    import pandas as pd
    pd.set_option('display.max_columns', None)
    pd.set_option('display.width', 250)
    pd.set_option('display.max_colwidth', 60)
    f = 'supplier_quote_leadtime_matrix.xlsx'
    for sheet in ['Quote Matrix','README']:
        print('='*100)
        print(sheet)
        df = pd.read_excel(f, sheet_name=sheet)
        print(df.to_string())
    "
    

    Output

    ====================================================================================================
    Quote Matrix
          Quote ID      RFQ ID   Source ID   Alloy    Material Spec Temper / Condition Product Form  Quoted Qty (lb)  Unit Price ($/lb)  Extended Cost ($)  Lead Time (days) Quoted Receipt Date Cert Offered Melt Country  Min Order (lb) Quote Expiry                           Note
    0   QTE-8B3F19  RFQ-1C9E44  SRC-58E1B3    300M         AMS 6419           Annealed          Bar              250              14.20             3550.0                27          2026-07-26          3.1          USA             150   2026-07-14                     Brunderman
    1   QTE-7C3A95  RFQ-4B9D52  SRC-D14E8B    2024   AMS-QQ-A-250/4               T351        Plate              400               6.40             2560.0                18          2026-09-22          3.1          USA             200   2026-09-05                      Tri-State
    2   QTE-3A9F18  RFQ-2B7E55  SRC-3B7C19  15-5PH         AMS 58

    … 32,568 more characters of output in the raw trajectory.

  19. 25Now let me read the substitution policy PDF and the program priority docx.65k

    Now let me read the substitution policy PDF and the program priority docx.

  20. 26Bash1

    Tool execution only — no assistant text

    Bashpython3 -c " import pdfplumber with pdfplumber.open('engineering_material_substitution_policy.pdf') as pdf: print('Pages:', len(pdf.pages)) for i, page in enumerate(pdf.pages): print('='*100) print('PAGE', i+1) print(page.extract_text()) "14k chars

    Arguments

    python3 -c "
    import pdfplumber
    with pdfplumber.open('engineering_material_substitution_policy.pdf') as pdf:
        print('Pages:', len(pdf.pages))
        for i, page in enumerate(pdf.pages):
            print('='*100)
            print('PAGE', i+1)
            print(page.extract_text())
    "
    

    Output

    Pages: 2
    ====================================================================================================
    PAGE 1
    ENGINEERING MATERIAL SUBSTITUTION POLICY ENG-MSP-Rev H | Controlled Copy
    Engineering Material Substitution Policy
    Document ENG-MSP, Revision H (cid:127) Effective 2026-05-15 (cid:127) Supersedes Rev G (2025-09-02)
    Approval authority: M. Caldera, Chief Engineer (Materials & Process); co-signed K. Brennan, Director of Quality. Applicability: all
    certified door and hinge mechanism assemblies sourced under the 2026 build wave.
    1. Purpose and Authority
    This policy defines the only material substitutions that may be applied to released engineering material callouts
    without a separate, document-controlled deviation. A material lot or supplier quote may be treated as covering a
    requirement only when the alloy, specification, temper or condition, and product form either match the callout
    exactly or fall within an allowance enumerated in Section 4. Any condition not expressly perm

    … 13,390 more characters of output in the raw trajectory.

  21. 28Bash69k1

    Tool execution only — no assistant text

    Bashpandoc --track-changes=all program_priority_build_schedule.docx -o /tmp/program_schedule.md 2>&1; cat /tmp/program_schedule.md

    Arguments

    pandoc --track-changes=all program_priority_build_schedule.docx -o /tmp/program_schedule.md 2>&1; cat /tmp/program_schedule.md

    Output

    Exit code 1
    /bin/bash: line 1: pandoc: command not found
    cat: /tmp/program_schedule.md: No such file or directory
    
    [error] tool reported failure
  22. 30Bash69k1

    Tool execution only — no assistant text

    Bashpython3 -c " import docx d = docx.Document('program_priority_build_schedule.docx') for p in d.paragraphs: if p.text.strip(): print(p.style.name, '|', p.text) print('---TABLES---') for ti, t in enumerate(d.tables): print('TABLE', ti) for row in t.rows: print(' | '.join(c.text for c in row.cells)) " 2>&1 | head -300

    Arguments

    python3 -c "
    import docx
    d = docx.Document('program_priority_build_schedule.docx')
    for p in d.paragraphs:
        if p.text.strip():
            print(p.style.name, '|', p.text)
    print('---TABLES---')
    for ti, t in enumerate(d.tables):
        print('TABLE', ti)
        for row in t.rows:
            print(' | '.join(c.text for c in row.cells))
    " 2>&1 | head -300
    

    Output

    Traceback (most recent call last):
      File "<string>", line 6, in <module>
    AttributeError: 'NoneType' object has no attribute 'name'
    Heading 1 | Program Priority & Build Schedule
    
    [stdout]
    Traceback (most recent call last):
      File "<string>", line 6, in <module>
    AttributeError: 'NoneType' object has no attribute 'name'
    Heading 1 | Program Priority & Build Schedule
    [metadata]
    noOutputExpected: false
  23. 31Bash69k1

    Tool execution only — no assistant text

    Bashpython3 -c " import docx d = docx.Document('program_priority_build_schedule.docx') for p in d.paragraphs: if p.text.strip(): style = p.style.name if p.style else 'NoStyle' print(style, '|', p.text) print('---TABLES---') for ti, t in enumerate(d.tables): print('TABLE', ti) for row in t.rows: print(' | '.join(c.text for c in row.cells)) " 2>&1 | head -4008k chars

    Arguments

    python3 -c "
    import docx
    d = docx.Document('program_priority_build_schedule.docx')
    for p in d.paragraphs:
        if p.text.strip():
            style = p.style.name if p.style else 'NoStyle'
            print(style, '|', p.text)
    print('---TABLES---')
    for ti, t in enumerate(d.tables):
        print('TABLE', ti)
        for row in t.rows:
            print(' | '.join(c.text for c in row.cells))
    " 2>&1 | head -400
    

    Output

    Heading 1 | Program Priority & Build Schedule
    NoStyle | 2026 Q3 Door/Hinge Mechanism Build Wave — Production Control Release PC-2026-0618
    NoStyle | Issued by: Production Control & Program Management Office (PMO).  Distribution: Sourcing, Materials Planning, Quality, MRB.  Status as of 2026-06-19.
    NoStyle | 1. Purpose
    NoStyle | 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.
    NoStyle | 2. Program Priority Ranking and Build Commitments
    NoStyle | Note: build start is the first date material must be available on the floor; raw-material need-by dates in the

    … 7,112 more characters of output in the raw trajectory.

  24. 33Now I have all six source documents. This dataset has significant cross-program contention (multiple programs sharing id…88k

    Now I have all six source documents. This dataset has significant cross-program contention (multiple programs sharing identical material callouts) and several compliance traps (C of C vs 3.1 certs, non-qualifying origins, holds, conditional/suspended sources). Let me build a precise computational model before drafting any deliverables — I'll do this in Python rather than by hand to avoid allocation errors across the 13 contended material pools.

  25. 34Bash1

    Tool execution only — no assistant text

    Bashmkdir -p /workspace/work && cat > /workspace/work/analyze.py << 'PYEOF' import pandas as pd pd.set_option('display.max_columns', None) pd.set_option('display.width', 300) D = '/workspace/data/' demand = pd.read_excel(D+'material_demand_forecast.xlsx', sheet_name='Demand Forecast') lots = pd.read_excel(D+'inventory_lot_cert_snapshot.xlsx', sheet_name='Lot Snapshot') sources = pd.read_excel(D+'approved_material_source_list.xlsx', sheet_name='Source List') quotes = pd.read_excel(D+'supplier_quote_leadtime_matrix.xlsx', sheet_name='Quote Matrix') # Program priority/restric3k chars

    Arguments

    mkdir -p /workspace/work && cat > /workspace/work/analyze.py << 'PYEOF'
    import pandas as pd
    pd.set_option('display.max_columns', None)
    pd.set_option('display.width', 300)
    
    D = '/workspace/data/'
    demand = pd.read_excel(D+'material_demand_forecast.xlsx', sheet_name='Demand Forecast')
    lots = pd.read_excel(D+'inventory_lot_cert_snapshot.xlsx', sheet_name='Lot Snapshot')
    sources = pd.read_excel(D+'approved_material_source_list.xlsx', sheet_name='Source List')
    quotes = pd.read_excel(D+'supplier_quote_leadtime_matrix.xlsx', sheet_name='Quote Matrix')
    
    # Program priority/restric

    … 2,698 more characters of arguments in the raw trajectory.

    Output

    Distinct callout groups in demand: 13
    Distinct RFQs in quotes: 13
    
    Number of unique callout groups: 13
    ('15-5PH', 'AMS 5659', 'H1025', 'Bar') -> 2 reqs, programs: [('PRG-MERIDIAN', 3), ('PRG-CALDER', 6)]
    ('15-5PH', 'AMS 5862', 'Cond A', 'Plate') -> 3 reqs, programs: [('PRG-RAVEN', 1), ('PRG-SABLE', 2), ('PRG-TUNDRA', 4)]
    ('17-4PH', 'AMS 5604', 'H1075', 'Bar') -> 2 reqs, programs: [('PRG-TUNDRA', 4), ('PRG-CALDER', 6)]
    ('2024', 'AMS-QQ-A-200/3', 'T3511', 'Extrusion') -> 2 reqs, programs: [('PRG-MERIDIAN', 3), ('PRG-TUNDRA', 4)]
    ('2024', 'AMS-QQ-A-250/4', 'T351', 'Plate') -> 1 reqs, programs: [('PRG-HALCYON', 5)]
    ('300M', 'AMS 6419', 'Annealed', 'Bar') -> 1 reqs, programs: [('PRG-RAVEN', 1)]
    ('4340', 'AMS 6359', 'Norm', 'Plate') -> 2 reqs, programs: [('PRG-SABLE', 2), ('PRG-HALCYON', 5)]
    ('4340', 'AMS 6415', 'Annealed', 'Bar') -> 2 reqs, programs: [('PRG-RAVEN', 1), ('PRG-CALDER', 6)]
    ('6061', 'AMS 4117', 'T651', 'Bar') -> 2 reqs, programs: [('PRG-SABLE', 2), ('PRG-MERIDIAN', 3)]
    ('6061'

    … 1,932 more characters of output in the raw trajectory.

  26. 36This confirms my manual grouping. Now let me build the full lot eligibility and sequential priority-based allocation eng…91k

    This confirms my manual grouping. Now let me build the full lot eligibility and sequential priority-based allocation engine.

  27. 37Bash1

    Tool execution only — no assistant text

    Bashcat > /workspace/work/eligibility.py << 'PYEOF' import pandas as pd D = '/workspace/data/' demand = pd.read_excel(D+'material_demand_forecast.xlsx', sheet_name='Demand Forecast') lots = pd.read_excel(D+'inventory_lot_cert_snapshot.xlsx', sheet_name='Lot Snapshot') sources = pd.read_excel(D+'approved_material_source_list.xlsx', sheet_name='Source List').set_index('Source ID') quotes = pd.read_excel(D+'supplier_quote_leadtime_matrix.xlsx', sheet_name='Quote Matrix') CALLOUT = ['Alloy','Material Spec','Temper / Condition','Product Form'] def spec_family(spec): if spec20k chars

    Arguments

    cat > /workspace/work/eligibility.py << 'PYEOF'
    import pandas as pd
    D = '/workspace/data/'
    demand = pd.read_excel(D+'material_demand_forecast.xlsx', sheet_name='Demand Forecast')
    lots = pd.read_excel(D+'inventory_lot_cert_snapshot.xlsx', sheet_name='Lot Snapshot')
    sources = pd.read_excel(D+'approved_material_source_list.xlsx', sheet_name='Source List').set_index('Source ID')
    quotes = pd.read_excel(D+'supplier_quote_leadtime_matrix.xlsx', sheet_name='Quote Matrix')
    
    CALLOUT = ['Alloy','Material Spec','Temper / Condition','Product Form']
    
    def spec_family(spec):
        if spec

    … 2,803 more characters of arguments in the raw trajectory.

    Output

    Lot ID   Alloy    Material Spec Temper / Condition Product Form   Source ID                    Source Name  On Hand  Allocated  Yield Factor  Usable Qty (lb) Cert Type                  Traceability               Hold Status Melt Country   Origin Qual Status Source Approval Status  Base Eligible                                                                                  Base Ineligibility Reasons
    0   LOT-C7A340  15-5PH         AMS 5659              H1025          Bar  SRC-7A6D52   Hangzhou Precision Alloys Co      360         60          0.84           252.00       3.1                          Full                                  China       Non-qualifying               Approved           True                                                                                                            
    1   LOT-3E8C71    4340         AMS 6415           Annealed          Bar  SRC-58E1B3     Brunderman Forge & Bar Inc      520          0          0.80           416.00       3.1         

    … 19,424 more characters of output in the raw trajectory.

  28. 39Bash97k1

    Tool execution only — no assistant text

    Bashcat > /workspace/work/allocate.py << 'PYEOF' import pandas as pd D = '/workspace/data/' demand = pd.read_excel(D+'material_demand_forecast.xlsx', sheet_name='Demand Forecast') lots = pd.read_excel(D+'inventory_lot_cert_snapshot.xlsx', sheet_name='Lot Snapshot') sources = pd.read_excel(D+'approved_material_source_list.xlsx', sheet_name='Source List').set_index('Source ID') quotes = pd.read_excel(D+'supplier_quote_leadtime_matrix.xlsx', sheet_name='Quote Matrix') programs = pd.DataFrame([ ('PRG-RAVEN',1,'2026-08-17','DFARS'), ('PRG-SABLE',2,'2026-08-31','DFARS'),1k chars

    Arguments

    cat > /workspace/work/allocate.py << 'PYEOF'
    import pandas as pd
    D = '/workspace/data/'
    demand = pd.read_excel(D+'material_demand_forecast.xlsx', sheet_name='Demand Forecast')
    lots = pd.read_excel(D+'inventory_lot_cert_snapshot.xlsx', sheet_name='Lot Snapshot')
    sources = pd.read_excel(D+'approved_material_source_list.xlsx', sheet_name='Source List').set_index('Source ID')
    quotes = pd.read_excel(D+'supplier_quote_leadtime_matrix.xlsx', sheet_name='Quote Matrix')
    
    programs = pd.DataFrame([
        ('PRG-RAVEN',1,'2026-08-17','DFARS'),
        ('PRG-SABLE',2,'2026-08-31','DFARS'),
    

    … 7,431 more characters of arguments in the raw trajectory.

    Output

    Exit code 1
    Traceback (most recent call last):
      File "/usr/local/lib/python3.11/site-packages/pandas/core/indexes/base.py", line 3812, in get_loc
        return self._engine.get_loc(casted_key)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
      File "pandas/_libs/index.pyx", line 167, in pandas._libs.index.IndexEngine.get_loc
      File "pandas/_libs/index.pyx", line 196, in pandas._libs.index.IndexEngine.get_loc
      File "pandas/_libs/hashtable_class_helper.pxi", line 7088, in pandas._libs.hashtable.PyObjectHashTable.get_item
      File "pandas/_libs/hashtable_class_helper.pxi", line 7096, in pandas._libs.hashtable.PyObjectHashTable.get_item
    KeyError: 'Net Required Usable Qty'
    
    The above exception was the direct cause of the following exception:
    
    Traceback (most recent call last):
      File "/workspace/work/allocate.py", line 95, in <module>
        need = req['Net Required Usable Qty']
               ~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^
      File "/usr/local/lib/python3.11/site-packages/pandas/core/series.py", line 1133,

    … 448 more characters of output in the raw trajectory.

  29. 41Edit98k1

    Tool execution only — no assistant text

    Edit/workspace/work/allocate.py (+replace_all, old_string, new_string)9k chars

    Arguments

    replace_all
    false
    file_path
    /workspace/work/allocate.py
    old_string
    need = req['Net Required Usable Qty']
    new_string
    need = req['Net Required Usable Qty (lb)']

    Output

    The file /workspace/work/allocate.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/work/allocate.py
    oldString:         need = req['Net Required Usable Qty']
    newString:         need = req['Net Required Usable Qty (lb)']
    originalFile: |
      import pandas as pd
      D = '/workspace/data/'
      demand = pd.read_excel(D+'material_demand_forecast.xlsx', sheet_name='Demand Forecast')
      lots = pd.read_excel(D+'inventory_lot_cert_snapshot.xlsx', sheet_name='Lot Snapshot')
      sources = pd.read_excel(D+'approved_material_source_list.xlsx', sheet_name='Source List').set_index('Source ID')
      quotes = pd.read_excel(D+'supplier_quote_leadtime_matrix.xlsx', sheet_name='Quote Matrix')
      
      programs = pd.DataFrame([
          ('PRG-RAVEN',1,'2026-08-17','DFARS'),
          ('PRG-SABLE',2,'2026-08-31','DFARS'),
          ('PRG-MERIDIAN',3,'2026-09-28','CUST-EU'),
          ('PRG-TUNDRA',4,'2026-10-19','CUST-EU'),
          ('PRG-HALCYON',5,'2026-1

    … 7,814 more characters of output in the raw trajectory.

  30. 42Bash99k1

    Tool execution only — no assistant text

    Bashcd /workspace/work && python3 allocate.py

    Arguments

    cd /workspace/work && python3 allocate.py

    Output

    Exit code 1
    Traceback (most recent call last):
      File "/workspace/work/allocate.py", line 113, in <module>
        qok, qreasons, margin = base_quote_eligibility(q, src, need_by)
                                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
      File "/workspace/work/allocate.py", line 63, in base_quote_eligibility
        ok = False; reasons.append(f"Quoted receipt {q['Quoted Receipt Date']} on/after need-by {need_by.date()}")
                                                                                                 ^^^^^^^^^^^^
    AttributeError: 'str' object has no attribute 'date'
    
    [error] tool reported failure
  31. 44Edit99k1

    Tool execution only — no assistant text

    Edit/workspace/work/allocate.py (+replace_all, old_string, new_string)9k chars

    Arguments

    replace_all
    false
    file_path
    /workspace/work/allocate.py
    old_string
            ok = False; reasons.append(f"Quoted receipt {q['Quoted Receipt Date']} on/after need-by {need_by.date()}")
    new_string
            ok = False; reasons.append(f"Quoted receipt {q['Quoted Receipt Date']} on/after need-by {nb.date()}")

    Output

    The file /workspace/work/allocate.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/work/allocate.py
    oldString:         ok = False; reasons.append(f"Quoted receipt {q['Quoted Receipt Date']} on/after need-by {need_by.date()}")
    newString:         ok = False; reasons.append(f"Quoted receipt {q['Quoted Receipt Date']} on/after need-by {nb.date()}")
    originalFile: |
      import pandas as pd
      D = '/workspace/data/'
      demand = pd.read_excel(D+'material_demand_forecast.xlsx', sheet_name='Demand Forecast')
      lots = pd.read_excel(D+'inventory_lot_cert_snapshot.xlsx', sheet_name='Lot Snapshot')
      sources = pd.read_excel(D+'approved_material_source_list.xlsx', sheet_name='Source List').set_index('Source ID')
      quotes = pd.read_excel(D+'supplier_quote_leadtime_matrix.xlsx', sheet_name='Quote Matrix')
      
      programs = pd.DataFrame([
          ('PRG-RAVEN',1,'2026-08-17','DFARS'),
          ('PRG-SABLE',2,'2026-08-31','

    … 8,018 more characters of output in the raw trajectory.

  32. 45Bash99k1

    Tool execution only — no assistant text

    Bashcd /workspace/work && python3 allocate.py21k chars

    Arguments

    cd /workspace/work && python3 allocate.py

    Output

    ========================================================================================================================
    REQ-W3F9 PRG-MERIDIAN (rank 3, CUST-EU) 15-5PH AMS 5659 H1025 Bar need-by 2026-09-14
      Net Required: 198  Inventory Draw: 0  from lots: []  Shortfall: 198
      Feasible quotes: [('QTE-2F8C41', 'Ardenne Steelworks SA', 300, 9.85, 36)]
      Infeasible quotes: [('QTE-8A1D63', 'non-qualifying melt (China) excluded under CUST-EU')]
    ========================================================================================================================
    REQ-W9A3 PRG-CALDER (rank 6, None) 15-5PH AMS 5659 H1025 Bar need-by 2026-11-17
      Net Required: 147  Inventory Draw: 147  from lots: [('LOT-C7A340', 147)]  Shortfall: 0
    ========================================================================================================================
    REQ-X5M3 PRG-RAVEN (rank 1, DFARS) 15-5PH AMS 5862 Cond A Plate need-by 2026-08-12
      Net Required: 394  Inventory Draw: 394  from lots: [('LOT-6B

    … 20,160 more characters of output in the raw trajectory.

  33. 47This requires a genuinely rigorous cross-referenced model — 13 material pools are contested across 6 programs with prior…158k

    This requires a genuinely rigorous cross-referenced model — 13 material pools are contested across 6 programs with priority-based sequential allocation, plus per-quote feasibility screening. I'll build this as a formula-driven workbook (not hardcoded values) so it's auditable, starting with the base data sheets.

  34. 48Bash1

    Tool execution only — no assistant text

    Bashpython3 -c " import pandas as pd lots = pd.read_excel('/workspace/data/inventory_lot_cert_snapshot.xlsx', sheet_name='Lot Snapshot') print(lots['Hold Status'].apply(type).value_counts()) print(lots[lots['Hold Status'].notna()][['Lot ID','Hold Status']]) print(lots.dtypes) quotes = pd.read_excel('/workspace/data/supplier_quote_leadtime_matrix.xlsx', sheet_name='Quote Matrix') print(quotes.dtypes) demand = pd.read_excel('/workspace/data/material_demand_forecast.xlsx', sheet_name='Demand Forecast') print(demand.dtypes) "4k chars

    Arguments

    python3 -c "
    import pandas as pd
    lots = pd.read_excel('/workspace/data/inventory_lot_cert_snapshot.xlsx', sheet_name='Lot Snapshot')
    print(lots['Hold Status'].apply(type).value_counts())
    print(lots[lots['Hold Status'].notna()][['Lot ID','Hold Status']])
    print(lots.dtypes)
    quotes = pd.read_excel('/workspace/data/supplier_quote_leadtime_matrix.xlsx', sheet_name='Quote Matrix')
    print(quotes.dtypes)
    demand = pd.read_excel('/workspace/data/material_demand_forecast.xlsx', sheet_name='Demand Forecast')
    print(demand.dtypes)
    "
    

    Output

    Hold Status
    <class 'float'>    22
    <class 'str'>       2
    Name: count, dtype: int64
            Lot ID               Hold Status
    14  LOT-B3E7C0        Quality Hold - MRB
    16  LOT-8F4D17  Quality Hold - Recv Insp
    Lot ID                  object
    Heat / Cast No.         object
    Alloy                   object
    Material Spec           object
    Temper / Condition      object
    Product Form            object
    Source ID               object
    On Hand Qty (lb)         int64
    Allocated Qty (lb)       int64
    Hold Status             object
    Cert Type               object
    Traceability Status     object
    Received Date           object
    Cert Expiry             object
    Yield Factor           float64
    Storage Location        object
    Note                    object
    dtype: object
    Quote ID                object
    RFQ ID                  object
    Source ID               object
    Alloy                   object
    Material Spec           object
    Temper / Condition      object
    Product Form            object
    Quoted Qty (lb)          int64
    Unit P

    … 2,586 more characters of output in the raw trajectory.

  35. 50Bash159k1

    Tool execution only — no assistant text

    Bashpython3 -c " import pandas as pd lots = pd.read_excel('/workspace/data/inventory_lot_cert_snapshot.xlsx', sheet_name='Lot Snapshot') print(repr(lots['Received Date'].iloc[0]), type(lots['Received Date'].iloc[0])) demand = pd.read_excel('/workspace/data/material_demand_forecast.xlsx', sheet_name='Demand Forecast') print(repr(demand['Need-By Date'].iloc[0]), type(demand['Need-By Date'].iloc[0])) quotes = pd.read_excel('/workspace/data/supplier_quote_leadtime_matrix.xlsx', sheet_name='Quote Matrix') print(repr(quotes['Quoted Receipt Date'].iloc[0]), type(quotes['Quoted Receipt

    Arguments

    python3 -c "
    import pandas as pd
    lots = pd.read_excel('/workspace/data/inventory_lot_cert_snapshot.xlsx', sheet_name='Lot Snapshot')
    print(repr(lots['Received Date'].iloc[0]), type(lots['Received Date'].iloc[0]))
    demand = pd.read_excel('/workspace/data/material_demand_forecast.xlsx', sheet_name='Demand Forecast')
    print(repr(demand['Need-By Date'].iloc[0]), type(demand['Need-By Date'].iloc[0]))
    quotes = pd.read_excel('/workspace/data/supplier_quote_leadtime_matrix.xlsx', sheet_name='Quote Matrix')
    print(repr(quotes['Quoted Receipt Date'].iloc[0]), type(quotes['Quoted Receipt

    … 25 more characters of arguments in the raw trajectory.

    Output

    '2026-03-27' <class 'str'>
    '2026-08-10' <class 'str'>
    '2026-07-26' <class 'str'>
    
    [stdout]
    '2026-03-27' <class 'str'>
    '2026-08-10' <class 'str'>
    '2026-07-26' <class 'str'>
    [metadata]
    noOutputExpected: false
  36. 52Bash162k1

    Tool execution only — no assistant text

    Bashcat > /workspace/work/build_wb1.py << 'PYEOF' import pandas as pd, datetime from openpyxl import Workbook from openpyxl.styles import Font, PatternFill, Alignment, Border, Side from openpyxl.utils import get_column_letter D = '/workspace/data/' demand = pd.read_excel(D+'material_demand_forecast.xlsx', sheet_name='Demand Forecast') lots = pd.read_excel(D+'inventory_lot_cert_snapshot.xlsx', sheet_name='Lot Snapshot') sources = pd.read_excel(D+'approved_material_source_list.xlsx', sheet_name='Source List') quotes = pd.read_excel(D+'supplier_quote_leadtime_matrix.xlsx', shee

    Arguments

    cat > /workspace/work/build_wb1.py << 'PYEOF'
    import pandas as pd, datetime
    from openpyxl import Workbook
    from openpyxl.styles import Font, PatternFill, Alignment, Border, Side
    from openpyxl.utils import get_column_letter
    
    D = '/workspace/data/'
    demand = pd.read_excel(D+'material_demand_forecast.xlsx', sheet_name='Demand Forecast')
    lots = pd.read_excel(D+'inventory_lot_cert_snapshot.xlsx', sheet_name='Lot Snapshot')
    sources = pd.read_excel(D+'approved_material_source_list.xlsx', sheet_name='Source List')
    quotes = pd.read_excel(D+'supplier_quote_leadtime_matrix.xlsx', shee

    … 4,410 more characters of arguments in the raw trajectory.

    Output

    Stage 1 saved. Sources rows: 12
    
    [stdout]
    Stage 1 saved. Sources rows: 12
    [metadata]
    noOutputExpected: false
  37. 54Edit167k1

    Tool execution only — no assistant text

    Edit/workspace/work/build_wb1.py (+replace_all, old_string, new_string)24k chars

    Arguments

    replace_all
    false
    file_path
    /workspace/work/build_wb1.py
    old_string
    wb.save('/workspace/output/material_sourcing_analysis_workbook.xlsx')
    print("Stage 1 saved. Sources rows:", n_sources)
    new_string
    # ---------------- Requirements ----------------
    req_headers = ['Requirement ID','Program ID','Program Name','Customer','Priority Rank','Restriction','Build Start',
                   'Alloy','Material Spec','Temper / Condition','Product Form','Callout Key',
                   'Net Required Usable Qty (lb)','UOM','Need-By Date','MRP Firmed','Planner Note']
    ws = make_sheet('Requirements'

    … 8,881 more characters of arguments in the raw trajectory.

    Output

    The file /workspace/work/build_wb1.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/work/build_wb1.py
    oldString: |
      wb.save('/workspace/output/material_sourcing_analysis_workbook.xlsx')
      print("Stage 1 saved. Sources rows:", n_sources)
    newString: |
      # ---------------- Requirements ----------------
      req_headers = ['Requirement ID','Program ID','Program Name','Customer','Priority Rank','Restriction','Build Start',
                     'Alloy','Material Spec','Temper / Condition','Product Form','Callout Key',
                     'Net Required Usable Qty (lb)','UOM','Need-By Date','MRP Firmed','Planner Note']
      ws = make_sheet('Requirements', req_headers, [13,13,26,20,9,10,12, 9,15,12,11,26, 12,7,12,10,32])
      PC = lambda name: L(prog_headers, name)
      for i, r in enumerate(demand.itertuples(index=False), start=2):
          (rid, pid, pname, alloy, spec, temper, form, netq, uom, needby, firmed, note) = r
          rowma

    … 23,431 more characters of output in the raw trajectory.

  38. 55Bash167k1

    Tool execution only — no assistant text

    Bashpython3 build_wb1.py

    Arguments

    python3 build_wb1.py

    Output

    Stage 2 saved. Requirements: 26 Lots: 24
    
    [stdout]
    Stage 2 saved. Requirements: 26 Lots: 24
    [metadata]
    noOutputExpected: false
  39. 57Bash167k1

    Tool execution only — no assistant text

    Bashpwd && ls /logs/agent/sessions/skills/xlsx/scripts/recalc.py 2>/dev/null && echo FOUND

    Arguments

    pwd && ls /logs/agent/sessions/skills/xlsx/scripts/recalc.py 2>/dev/null && echo FOUND

    Output

    /workspace/work
    /logs/agent/sessions/skills/xlsx/scripts/recalc.py
    FOUND
    
    [stdout]
    /workspace/work
    /logs/agent/sessions/skills/xlsx/scripts/recalc.py
    FOUND
    [metadata]
    noOutputExpected: false
  40. 59Bash168k1

    Tool execution only — no assistant text

    Bashpython3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 60

    Arguments

    python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 60

    Output

    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 444
    }
    
    [stdout]
    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 444
    }
    [metadata]
    noOutputExpected: false
  41. 61Bash168k1

    Tool execution only — no assistant text

    Bashpython3 -c " from openpyxl import load_workbook wb = load_workbook('/workspace/output/material_sourcing_analysis_workbook.xlsx', data_only=True) ws = wb['Lot Ledger'] headers = [c.value for c in ws[1]] idx = {h:i for i,h in enumerate(headers)} for row in ws.iter_rows(min_row=2, values_only=True): print(row[idx['Lot ID']], row[idx['Usable Qty (lb)']], row[idx['Family Match']], row[idx['Base Eligible']], '|', row[idx['Base Ineligibility Reason']]) "2k chars

    Arguments

    python3 -c "
    from openpyxl import load_workbook
    wb = load_workbook('/workspace/output/material_sourcing_analysis_workbook.xlsx', data_only=True)
    ws = wb['Lot Ledger']
    headers = [c.value for c in ws[1]]
    idx = {h:i for i,h in enumerate(headers)}
    for row in ws.iter_rows(min_row=2, values_only=True):
        print(row[idx['Lot ID']], row[idx['Usable Qty (lb)']], row[idx['Family Match']], row[idx['Base Eligible']], '|', row[idx['Base Ineligibility Reason']])
    "
    

    Output

    LOT-C7A340 252 True True | None
    LOT-3E8C71 416 True True | None
    LOT-8D4B19 388.85 True True | None
    LOT-2C9E14 586.5 True True | None
    LOT-3A7C82 765.6 True True | None
    LOT-7F3A2B 516.6 True True | None
    LOT-A1E9F4 591.6 True True | None
    LOT-D6B821 592.8 True False | Cert type C of C not 3.1/3.2.
    LOT-E8C520 950.4 True True | None
    LOT-9C5F28 385.95 True True | None
    LOT-5C9A16 736 True True | None
    LOT-7E1C95 237.8 True True | None
    LOT-5B2E88 323.9 True True | None
    LOT-2E6B95 335.4 True True | None
    LOT-B3E7C0 979.4 True False | Open hold: Quality Hold - MRB.
    LOT-2B7E54 214.6 True True | None
    LOT-8F4D17 212.5 True False | Open hold: Quality Hold - Recv Insp.
    LOT-1D6B43 664 True False | Source status: Not Approved.
    LOT-6F2A87 289 True True | None
    LOT-1F9D63 653.6 True False | Traceability: Partial - heat not traceable. Source status: Suspended.
    LOT-4A8D62 588 True False | Cert type C of C not 3.1/3.2.
    LOT-4D1A95 437.4 True False | Source status: Conditional.
    LOT-6B2F39 500.2 True True | None
    L

    … 1,110 more characters of output in the raw trajectory.

  42. 63Matches my earlier analysis exactly. Now let's add the Quotes sheet, then the two allocation/feasibility grids.172k

    Matches my earlier analysis exactly. Now let's add the Quotes sheet, then the two allocation/feasibility grids.

  43. 64Edit1

    Tool execution only — no assistant text

    Edit/workspace/work/build_wb1.py (+replace_all, old_string, new_string)10k chars

    Arguments

    replace_all
    false
    file_path
    /workspace/work/build_wb1.py
    old_string
    wb.save('/workspace/output/material_sourcing_analysis_workbook.xlsx')
    print("Stage 2 saved. Requirements:", n_req, "Lots:", n_lots)
    new_string
    # ---------------- Quotes ----------------
    qt_headers = ['Quote ID','RFQ ID','Source ID','Source Name','Alloy','Material Spec','Temper / Condition','Product Form',
                  'Callout Key','Quoted Qty (lb)','Unit Price ($/lb)','Extended Cost ($)','Lead Time (days)',
                  'Quoted Receipt Date','Cert Offered','Melt Country','Min Order (lb)','Quote Expiry'

    … 4,297 more characters of arguments in the raw trajectory.

    Output

    The file /workspace/work/build_wb1.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/work/build_wb1.py
    oldString: |
      wb.save('/workspace/output/material_sourcing_analysis_workbook.xlsx')
      print("Stage 2 saved. Requirements:", n_req, "Lots:", n_lots)
    newString: |
      # ---------------- Quotes ----------------
      qt_headers = ['Quote ID','RFQ ID','Source ID','Source Name','Alloy','Material Spec','Temper / Condition','Product Form',
                    'Callout Key','Quoted Qty (lb)','Unit Price ($/lb)','Extended Cost ($)','Lead Time (days)',
                    'Quoted Receipt Date','Cert Offered','Melt Country','Min Order (lb)','Quote Expiry','Note',
                    'Spec Family','Family Match','Source Approval Status','Origin Qualifying Status','Generic Eligible (cert+source+family)']
      ws = make_sheet('Quotes', qt_headers, [12,12,12,24,8,15,12,10, 24, 11,10,12,9, 13,10,12,11,12,26, 13,10,14,15,16])
      for i, r

    … 9,150 more characters of output in the raw trajectory.

  44. 65Bash172k1

    Tool execution only — no assistant text

    Bashpython3 build_wb1.py && python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 60

    Arguments

    python3 build_wb1.py && python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 60

    Output

    Stage 3 saved. Quotes: 32
    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 700
    }
    
    [stdout]
    Stage 3 saved. Quotes: 32
    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 700
    }
    [metadata]
    noOutputExpected: false
  45. 67Bash172k1

    Tool execution only — no assistant text

    Bashpython3 -c " from openpyxl import load_workbook wb = load_workbook('/workspace/output/material_sourcing_analysis_workbook.xlsx', data_only=True) ws = wb['Quotes'] headers = [c.value for c in ws[1]] idx = {h:i for i,h in enumerate(headers)} for row in ws.iter_rows(min_row=2, values_only=True): if not row[idx['Generic Eligible (cert+source+family)']]: print(row[idx['Quote ID']], row[idx['Source Name']], row[idx['Cert Offered']], row[idx['Source Approval Status']], row[idx['Family Match']]) "

    Arguments

    python3 -c "
    from openpyxl import load_workbook
    wb = load_workbook('/workspace/output/material_sourcing_analysis_workbook.xlsx', data_only=True)
    ws = wb['Quotes']
    headers = [c.value for c in ws[1]]
    idx = {h:i for i,h in enumerate(headers)}
    for row in ws.iter_rows(min_row=2, values_only=True):
        if not row[idx['Generic Eligible (cert+source+family)']]:
            print(row[idx['Quote ID']], row[idx['Source Name']], row[idx['Cert Offered']], row[idx['Source Approval Status']], row[idx['Family Match']])
    "
    

    Output

    QTE-9C4E27 Volga Forged Steel OAO 3.1 Not Approved True
    QTE-3F7D92 Great Lakes Plate & Bar Co 3.1 Approved False
    QTE-6F1A93 Lone Star Aerospace Metals 3.1 Conditional True
    QTE-B6D2A9 Tri-State Metals Distribution C of C Approved True
    
    [stdout]
    QTE-9C4E27 Volga Forged Steel OAO 3.1 Not Approved True
    QTE-3F7D92 Great Lakes Plate & Bar Co 3.1 Approved False
    QTE-6F1A93 Lone Star Aerospace Metals 3.1 Conditional True
    QTE-B6D2A9 Tri-State Metals Distribution C of C Approved True
    [metadata]
    noOutputExpected: false
  46. 69Bash177k1

    Tool execution only — no assistant text

    Bashpython3 -c " import pandas as pd lots = pd.read_excel('/workspace/data/inventory_lot_cert_snapshot.xlsx', sheet_name='Lot Snapshot') CALLOUT=['Alloy','Material Spec','Temper / Condition','Product Form'] dupe = lots.groupby(CALLOUT)['Received Date'].apply(lambda s: s.duplicated().any()) print('Any duplicate received dates within a callout group:', dupe.any()) print(lots.groupby(CALLOUT)['Received Date'].apply(list)) "3k chars

    Arguments

    python3 -c "
    import pandas as pd
    lots = pd.read_excel('/workspace/data/inventory_lot_cert_snapshot.xlsx', sheet_name='Lot Snapshot')
    CALLOUT=['Alloy','Material Spec','Temper / Condition','Product Form']
    dupe = lots.groupby(CALLOUT)['Received Date'].apply(lambda s: s.duplicated().any())
    print('Any duplicate received dates within a callout group:', dupe.any())
    print(lots.groupby(CALLOUT)['Received Date'].apply(list))
    "
    

    Output

    Any duplicate received dates within a callout group: False
    Alloy   Material Spec    Temper / Condition  Product Form
    15-5PH  AMS 5659         H1025               Bar                                                 [2026-03-27]
            AMS 5862         Cond A              Plate           [2026-02-26, 2026-05-27, 2026-05-19, 2026-05-02]
    17-4PH  AMS 5604         H1075               Bar                                     [2026-05-23, 2026-03-09]
    2024    AMS-QQ-A-200/3   T3511               Extrusion                                           [2026-04-02]
            AMS-QQ-A-250/4   T351                Plate                                               [2026-03-22]
    300M    AMS 6419         Annealed            Bar                                                 [2026-04-28]
    4340    AMS 6415         Annealed            Bar                         [2026-05-06, 2026-01-29, 2026-04-22]
    6061    AMS 4117         T651                Bar                                                 [2026-04-09]
       

    … 1,992 more characters of output in the raw trajectory.

  47. 71Edit178k1

    Tool execution only — no assistant text

    Edit/workspace/work/build_wb1.py (+replace_all, old_string, new_string)2k chars

    Arguments

    replace_all
    false
    file_path
    /workspace/work/build_wb1.py
    old_string
                   'Source Approved Families','Spec Family','Family Match','Base Eligible','Base Ineligibility Reason']
    ws = make_sheet('Lot Ledger', lot_headers, [12,13,8,15,12,10,24, 12,24,10,10,11,9,10,9,13,15,12,11,14,20,12,15,14,26,13,10,10,44])
    new_string
                   'Source Approved Families','Spec Family','Family Match','Base Eligible','Base Ineligibility Reason','FIFO Sequence']
    ws = make_sheet('Lot Ledger', lot_headers, [12,13,8,15,12,10,24, 12,24,10,10,11,9,10,9,13,15,12,11,14,20,12,15,14,26,13,10,10,

    … 9 more characters of arguments in the raw trajectory.

    Output

    The file /workspace/work/build_wb1.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/work/build_wb1.py
    oldString: |
                     'Source Approved Families','Spec Family','Family Match','Base Eligible','Base Ineligibility Reason']
      ws = make_sheet('Lot Ledger', lot_headers, [12,13,8,15,12,10,24, 12,24,10,10,11,9,10,9,13,15,12,11,14,20,12,15,14,26,13,10,10,44])
    newString: |
                     'Source Approved Families','Spec Family','Family Match','Base Eligible','Base Ineligibility Reason','FIFO Sequence']
      ws = make_sheet('Lot Ledger', lot_headers, [12,13,8,15,12,10,24, 12,24,10,10,11,9,10,9,13,15,12,11,14,20,12,15,14,26,13,10,10,44,10])
    originalFile: null
    structuredPatch:
      -
        oldStart: 132
        oldLines: 8
        newStart: 132
        newLines: 8
        lines:
          -                 'Source ID','Source Name','On Hand Qty (lb)','Allocated Qty (lb)','Available Qty (lb)','Yield Factor',
          -                 'Usab

    … 1,064 more characters of output in the raw trajectory.

  48. 72Edit179k1

    Tool execution only — no assistant text

    Edit/workspace/work/build_wb1.py (+replace_all, old_string, new_string)2k chars

    Arguments

    replace_all
    false
    file_path
    /workspace/work/build_wb1.py
    old_string
        for j in range(1, len(lot_headers)+1):
            cc = ws.cell(row=i, column=j); cc.border = BORDER
            if j in (col(lot_headers,'Note'), col(lot_headers,'Base Ineligibility Reason')): cc.alignment = WRAP
    n_lots = len(lots)
    lot_first, lot_last = 2, 1+n_lots
    new_string
        for j in range(1, len(lot_headers)+1):
            cc = ws.cell(row=i, column=j); cc.border = BORDER
            if j in (col(lot_headers,'Note'), col(lot_headers,'Base Ineligibility Reason')): cc.alignment = WRAP
    n_lots = len(lots)
    lot_fir

    … 355 more characters of arguments in the raw trajectory.

    Output

    The file /workspace/work/build_wb1.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/work/build_wb1.py
    oldString: |
          for j in range(1, len(lot_headers)+1):
              cc = ws.cell(row=i, column=j); cc.border = BORDER
              if j in (col(lot_headers,'Note'), col(lot_headers,'Base Ineligibility Reason')): cc.alignment = WRAP
      n_lots = len(lots)
      lot_first, lot_last = 2, 1+n_lots
    newString: |
          for j in range(1, len(lot_headers)+1):
              cc = ws.cell(row=i, column=j); cc.border = BORDER
              if j in (col(lot_headers,'Note'), col(lot_headers,'Base Ineligibility Reason')): cc.alignment = WRAP
      n_lots = len(lots)
      lot_first, lot_last = 2, 1+n_lots
      rd_l = L(lot_headers,'Received Date')
      for i in range(lot_first, lot_last+1):
          seq = ws.cell(row=i, column=col(lot_headers,'FIFO Sequence'),
              value=f"=RANK({rd_l}{i},${rd_l}${lot_first}:${rd_l}${lot_last},1)+COUNTIF(${rd_l}${lot_f

    … 945 more characters of output in the raw trajectory.

  49. 74Bash179k1

    Tool execution only — no assistant text

    Bashpython3 build_wb1.py && python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 60

    Arguments

    python3 build_wb1.py && python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 60

    Output

    Stage 3 saved. Quotes: 32
    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 724
    }
    
    [stdout]
    Stage 3 saved. Quotes: 32
    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 724
    }
    [metadata]
    noOutputExpected: false
  50. 75Now let's build the Allocation Waterfall grid (the core sequential-priority inventory allocation logic).183k

    Now let's build the Allocation Waterfall grid (the core sequential-priority inventory allocation logic).

  51. 76Edit1

    Tool execution only — no assistant text

    Edit/workspace/work/build_wb1.py (+replace_all, old_string, new_string)14k chars

    Arguments

    replace_all
    false
    file_path
    /workspace/work/build_wb1.py
    old_string
    wb.save('/workspace/output/material_sourcing_analysis_workbook.xlsx')
    print("Stage 3 saved. Quotes:", n_qt)
    new_string
    # ---------------- Allocation Waterfall (Lot x Requirement pairs sharing a callout) ----------------
    CALLOUT = ['Alloy','Material Spec','Temper / Condition','Product Form']
    demand_p = demand.merge(pd.DataFrame(prog_rows, columns=['Program ID','Program Name2','Customer2','Priority Rank','Build Start2','Restriction','RestrictionDetail']), on='Program ID')
    pairs = []
    for key, g in demand_p.gr

    … 6,123 more characters of arguments in the raw trajectory.

    Output

    The file /workspace/work/build_wb1.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/work/build_wb1.py
    oldString: |
      wb.save('/workspace/output/material_sourcing_analysis_workbook.xlsx')
      print("Stage 3 saved. Quotes:", n_qt)
    newString: |
      # ---------------- Allocation Waterfall (Lot x Requirement pairs sharing a callout) ----------------
      CALLOUT = ['Alloy','Material Spec','Temper / Condition','Product Form']
      demand_p = demand.merge(pd.DataFrame(prog_rows, columns=['Program ID','Program Name2','Customer2','Priority Rank','Build Start2','Restriction','RestrictionDetail']), on='Program ID')
      pairs = []
      for key, g in demand_p.groupby(CALLOUT):
          gl = lots[(lots['Alloy']==key[0])&(lots['Material Spec']==key[1])&(lots['Temper / Condition']==key[2])&(lots['Product Form']==key[3])]
          if gl.empty: continue
          for _, req in g.sort_values('Priority Rank').iterrows():
              for _, lot in gl.

    … 12,909 more characters of output in the raw trajectory.

  52. 78Bash183k1

    Tool execution only — no assistant text

    Bashpython3 build_wb1.py && python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 90

    Arguments

    python3 build_wb1.py && python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 90

    Output

    Stage 4 saved. Allocation Waterfall pairs: 54
    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 1696
    }
    
    [stdout]
    Stage 4 saved. Allocation Waterfall pairs: 54
    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 1696
    }
    [metadata]
    noOutputExpected: false
  53. 80Let me verify the spreadsheet's computed allocation matches my earlier Python engine's results exactly.184k

    Let me verify the spreadsheet's computed allocation matches my earlier Python engine's results exactly.

  54. 81Bash1

    Tool execution only — no assistant text

    Bashpython3 -c " from openpyxl import load_workbook wb = load_workbook('/workspace/output/material_sourcing_analysis_workbook.xlsx', data_only=True) ws = wb['Allocation Waterfall'] headers = [c.value for c in ws[1]] idx = {h:i for i,h in enumerate(headers)} from collections import defaultdict totals = defaultdict(float) for row in ws.iter_rows(min_row=2, values_only=True): if row[idx['Requirement ID']] is None: continue totals[row[idx['Requirement ID']]] += row[idx['Draw From This Lot (lb)']] or 0 for rid in sorted(totals): print(rid, round(totals[rid],2)) "

    Arguments

    python3 -c "
    from openpyxl import load_workbook
    wb = load_workbook('/workspace/output/material_sourcing_analysis_workbook.xlsx', data_only=True)
    ws = wb['Allocation Waterfall']
    headers = [c.value for c in ws[1]]
    idx = {h:i for i,h in enumerate(headers)}
    from collections import defaultdict
    totals = defaultdict(float)
    for row in ws.iter_rows(min_row=2, values_only=True):
        if row[idx['Requirement ID']] is None: continue
        totals[row[idx['Requirement ID']]] += row[idx['Draw From This Lot (lb)']] or 0
    for rid in sorted(totals):
        print(rid, round(totals[rid],2))
    "

    … 3 more characters of arguments in the raw trajectory.

    Output

    REQ-A2F7 333.0
    REQ-B6N3 0.0
    REQ-C9T1 0.0
    REQ-D7R4 323.9
    REQ-E9C1 269.25
    REQ-F6B8 233.0
    REQ-G2J9 4.8
    REQ-H4A2 516.6
    REQ-H7D5 45.0
    REQ-J5G7 455.0
    REQ-K9P1 615.0
    REQ-M1X8 512.0
    REQ-N3K4 301.0
    REQ-P2H6 284.0
    REQ-Q8L5 726.0
    REQ-R7W2 412.0
    REQ-S6P3 174.5
    REQ-T2C7 106.2
    REQ-U4B8 5.0
    REQ-V1D9 0.0
    REQ-W3F9 0.0
    REQ-W9A3 147.0
    REQ-X5M3 394.0
    REQ-Y8K2 0.0
    
    [stdout]
    REQ-A2F7 333.0
    REQ-B6N3 0.0
    REQ-C9T1 0.0
    REQ-D7R4 323.9
    REQ-E9C1 269.25
    REQ-F6B8 233.0
    REQ-G2J9 4.8
    REQ-H4A2 516.6
    REQ-H7D5 45.0
    REQ-J5G7 455.0
    REQ-K9P1 615.0
    REQ-M1X8 512.0
    REQ-N3K4 301.0
    REQ-P2H6 284.0
    REQ-Q8L5 726.0
    REQ-R7W2 412.0
    REQ-S6P3 174.5
    REQ-T2C7 106.2
    REQ-U4B8 5.0
    REQ-V1D9 0.0
    REQ-W3F9 0.0
    REQ-W9A3 147.0
    REQ-X5M3 394.0
    REQ-Y8K2 0.0
    [metadata]
    noOutputExpected: false
  55. 83All 24 values match my Python engine exactly. Now let's build the Quote Feasibility grid.187k

    All 24 values match my Python engine exactly. Now let's build the Quote Feasibility grid.

  56. 84Edit1

    Tool execution only — no assistant text

    Edit/workspace/work/build_wb1.py (+replace_all, old_string, new_string)11k chars

    Arguments

    replace_all
    false
    file_path
    /workspace/work/build_wb1.py
    old_string
    wb.save('/workspace/output/material_sourcing_analysis_workbook.xlsx')
    print("Stage 4 saved. Allocation Waterfall pairs:", len(pairs))
    new_string
    # ---------------- Quote Feasibility (Requirement x Quote pairs sharing a callout) ----------------
    qpairs = []
    for key, g in demand_p.groupby(CALLOUT):
        gq = quotes[(quotes['Alloy']==key[0])&(quotes['Material Spec']==key[1])&(quotes['Temper / Condition']==key[2])&(quotes['Product Form']==key[3])]
        if gq.empty: continue
        for _, req in g.sort_values('Prio

    … 4,766 more characters of arguments in the raw trajectory.

    Output

    The file /workspace/work/build_wb1.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/work/build_wb1.py
    oldString: |
      wb.save('/workspace/output/material_sourcing_analysis_workbook.xlsx')
      print("Stage 4 saved. Allocation Waterfall pairs:", len(pairs))
    newString: |
      # ---------------- Quote Feasibility (Requirement x Quote pairs sharing a callout) ----------------
      qpairs = []
      for key, g in demand_p.groupby(CALLOUT):
          gq = quotes[(quotes['Alloy']==key[0])&(quotes['Material Spec']==key[1])&(quotes['Temper / Condition']==key[2])&(quotes['Product Form']==key[3])]
          if gq.empty: continue
          for _, req in g.sort_values('Priority Rank').iterrows():
              for _, q in gq.sort_values('Unit Price ($/lb)').iterrows():
                  qpairs.append((req['Requirement ID'], q['Quote ID']))
      
      qf_headers = ['Pair ID','Requirement ID','Quote ID','Program ID','Priority Rank','Restriction','Need-By Date

    … 10,210 more characters of output in the raw trajectory.

  57. 85Bash188k1

    Tool execution only — no assistant text

    Bashpython3 build_wb1.py && python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 90

    Arguments

    python3 build_wb1.py && python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 90

    Output

    Stage 5 saved. Quote Feasibility pairs: 67
    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 2768
    }
    
    [stdout]
    Stage 5 saved. Quote Feasibility pairs: 67
    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 2768
    }
    [metadata]
    noOutputExpected: false
  58. 87Bash188k1

    Tool execution only — no assistant text

    Bashpython3 -c " from openpyxl import load_workbook wb = load_workbook('/workspace/output/material_sourcing_analysis_workbook.xlsx', data_only=True) ws = wb['Quote Feasibility'] headers = [c.value for c in ws[1]] idx = {h:i for i,h in enumerate(headers)} from collections import defaultdict feas = defaultdict(list) for row in ws.iter_rows(min_row=2, values_only=True): if row[idx['Requirement ID']] is None: continue if row[idx['Fully Feasible']]: feas[row[idx['Requirement ID']]].append((row[idx['Quote ID']], row[idx['Margin Days (Need-By minus Receipt)']])) f3k chars

    Arguments

    python3 -c "
    from openpyxl import load_workbook
    wb = load_workbook('/workspace/output/material_sourcing_analysis_workbook.xlsx', data_only=True)
    ws = wb['Quote Feasibility']
    headers = [c.value for c in ws[1]]
    idx = {h:i for i,h in enumerate(headers)}
    from collections import defaultdict
    feas = defaultdict(list)
    for row in ws.iter_rows(min_row=2, values_only=True):
        if row[idx['Requirement ID']] is None: continue
        if row[idx['Fully Feasible']]:
            feas[row[idx['Requirement ID']]].append((row[idx['Quote ID']], row[idx['Margin Days (Need-By minus Receipt)']]))
    f

    … 58 more characters of arguments in the raw trajectory.

    Output

    REQ-A2F7 [('QTE-8C3D49', 108), ('QTE-5F1B83', 83), ('QTE-2A7E61', 96)]
    REQ-B6N3 [('QTE-A3F91C', 23), ('QTE-F1C8A6', 8)]
    REQ-C9T1 [('QTE-8B3F19', 8)]
    REQ-D7R4 [('QTE-2D7C64', 47), ('QTE-9B4F27', 56)]
    REQ-E9C1 [('QTE-C1E7B4', 103), ('QTE-3D9B16', 108)]
    REQ-F6B8 [('QTE-1A6E38', 14)]
    REQ-G2J9 [('QTE-1A6E38', 35)]
    REQ-H4A2 [('QTE-A3F91C', 11)]
    REQ-H7D5 [('QTE-1E8C57', 111), ('QTE-D9F3B1', 113)]
    REQ-J5G7 [('QTE-C1E7B4', 70), ('QTE-3D9B16', 75)]
    REQ-K9P1 [('QTE-1E8C57', 11), ('QTE-D9F3B1', 13)]
    REQ-L8Q4 [('QTE-6D1B84', 2)]
    REQ-M1X8 [('QTE-8C3D49', 52), ('QTE-5F1B83', 27), ('QTE-2A7E61', 40)]
    REQ-N3K4 [('QTE-7C3A95', 44), ('QTE-5B9E41', 38)]
    REQ-P2H6 [('QTE-6A2D58', 66), ('QTE-7E2A85', 55), ('QTE-1F7C93', 69)]
    REQ-Q8L5 [('QTE-8C3D49', 94), ('QTE-5F1B83', 69), ('QTE-2A7E61', 82)]
    REQ-R7W2 [('QTE-9E4B27', 39), ('QTE-4C8F12', 42)]
    REQ-S6P3 [('QTE-9E4B27', 92), ('QTE-4C8F12', 95)]
    REQ-T2C7 [('QTE-3A9F18', 18), ('QTE-5D8B72', 21)]
    REQ-U4B8 [('QTE-6A2D58', 106), ('QTE-7E2A85', 95), ('QTE-1F7C93', 10

    … 1,616 more characters of output in the raw trajectory.

  59. 89I need to factor in minimum order quantities properly — I initially compared unit prices but a higher per-pound quote wi…198k

    I need to factor in minimum order quantities properly — I initially compared unit prices but a higher per-pound quote with a lower minimum-order threshold can be cheaper in total. Let me redo the purchase recommendation logic correctly.

  60. 90Bash1

    Tool execution only — no assistant text

    Bashcat > /workspace/work/recommend.py << 'PYEOF' import pandas as pd D = '/workspace/data/' demand = pd.read_excel(D+'material_demand_forecast.xlsx', sheet_name='Demand Forecast') quotes = pd.read_excel(D+'supplier_quote_leadtime_matrix.xlsx', sheet_name='Quote Matrix') sources = pd.read_excel(D+'approved_material_source_list.xlsx', sheet_name='Source List').set_index('Source ID') programs = pd.DataFrame([ ('PRG-RAVEN',1,'2026-08-17','DFARS'),('PRG-SABLE',2,'2026-08-31','DFARS'), ('PRG-MERIDIAN',3,'2026-09-28','CUST-EU'),('PRG-TUNDRA',4,'2026-10-19','CUST-EU'),8k chars

    Arguments

    cat > /workspace/work/recommend.py << 'PYEOF'
    import pandas as pd
    D = '/workspace/data/'
    demand = pd.read_excel(D+'material_demand_forecast.xlsx', sheet_name='Demand Forecast')
    quotes = pd.read_excel(D+'supplier_quote_leadtime_matrix.xlsx', sheet_name='Quote Matrix')
    sources = pd.read_excel(D+'approved_material_source_list.xlsx', sheet_name='Source List').set_index('Source ID')
    
    programs = pd.DataFrame([
        ('PRG-RAVEN',1,'2026-08-17','DFARS'),('PRG-SABLE',2,'2026-08-31','DFARS'),
        ('PRG-MERIDIAN',3,'2026-09-28','CUST-EU'),('PRG-TUNDRA',4,'2026-10-19','CUST-EU'),
    

    … 2,652 more characters of arguments in the raw trajectory.

    Output

    REQ-H4A2  shortfall=325.4
       QTE-A3F91C   Cascade Rolled Products LLC  $9.40/lb  minOrd= 250  buyQty= 325.40  totalCost=$  3058.76  margin=11d  <== lowest total cost
    
    REQ-C9T1  shortfall=176
       QTE-8B3F19   Brunderman Forge & Bar Inc   $14.20/lb  minOrd= 150  buyQty= 176.00  totalCost=$  2499.20  margin=8d  <== lowest total cost
    
    REQ-T2C7  shortfall=323.8
       QTE-5D8B72   Adriatic Aero Alloys d.o.o.  $12.40/lb  minOrd= 300  buyQty= 323.80  totalCost=$  4015.12  margin=21d  <== lowest total cost
       QTE-3A9F18   Ardenne Steelworks SA        $11.75/lb  minOrd= 400  buyQty= 400.00  totalCost=$  4700.00  margin=18d
    
    REQ-V1D9  shortfall=357
       QTE-5D8B72   Adriatic Aero Alloys d.o.o.  $12.40/lb  minOrd= 300  buyQty= 357.00  totalCost=$  4426.80  margin=64d  <== lowest total cost
       QTE-3A9F18   Ardenne Steelworks SA        $11.75/lb  minOrd= 400  buyQty= 400.00  totalCost=$  4700.00  margin=61d
    
    REQ-U4B8  shortfall=157
       QTE-7E2A85   Adriatic Aero Alloys d.o.o.  $11.10/lb  minOrd= 150  buyQt

    … 6,614 more characters of output in the raw trajectory.

  61. 92Now I'll build the Requirement Coverage rollup sheet, encoding the total-cost-optimal (not just lowest $/lb) purchase re…211k

    Now I'll build the Requirement Coverage rollup sheet, encoding the total-cost-optimal (not just lowest $/lb) purchase recommendations as documented decisions with formula-driven cost math.

  62. 93Bash1

    Tool execution only — no assistant text

    Bashpython3 -c " import pandas as pd demand = pd.read_excel('/workspace/data/material_demand_forecast.xlsx', sheet_name='Demand Forecast') print(list(demand['Requirement ID'])) "

    Arguments

    python3 -c "
    import pandas as pd
    demand = pd.read_excel('/workspace/data/material_demand_forecast.xlsx', sheet_name='Demand Forecast')
    print(list(demand['Requirement ID']))
    "

    Output

    ['REQ-H4A2', 'REQ-K9P1', 'REQ-C9T1', 'REQ-X5M3', 'REQ-T2C7', 'REQ-B6N3', 'REQ-F6B8', 'REQ-L8Q4', 'REQ-M1X8', 'REQ-D7R4', 'REQ-W3F9', 'REQ-R7W2', 'REQ-G2J9', 'REQ-J5G7', 'REQ-P2H6', 'REQ-V1D9', 'REQ-Y8K2', 'REQ-Q8L5', 'REQ-Z4V2', 'REQ-N3K4', 'REQ-S6P3', 'REQ-A2F7', 'REQ-E9C1', 'REQ-U4B8', 'REQ-H7D5', 'REQ-W9A3']
    
    [stdout]
    ['REQ-H4A2', 'REQ-K9P1', 'REQ-C9T1', 'REQ-X5M3', 'REQ-T2C7', 'REQ-B6N3', 'REQ-F6B8', 'REQ-L8Q4', 'REQ-M1X8', 'REQ-D7R4', 'REQ-W3F9', 'REQ-R7W2', 'REQ-G2J9', 'REQ-J5G7', 'REQ-P2H6', 'REQ-V1D9', 'REQ-Y8K2', 'REQ-Q8L5', 'REQ-Z4V2', 'REQ-N3K4', 'REQ-S6P3', 'REQ-A2F7', 'REQ-E9C1', 'REQ-U4B8', 'REQ-H7D5', 'REQ-W9A3']
    [metadata]
    noOutputExpected: false
  63. 94Edit219k1

    Tool execution only — no assistant text

    Edit/workspace/work/build_wb1.py (+replace_all, old_string, new_string)29k chars

    Arguments

    replace_all
    false
    file_path
    /workspace/work/build_wb1.py
    old_string
    wb.save('/workspace/output/material_sourcing_analysis_workbook.xlsx')
    print("Stage 5 saved. Quote Feasibility pairs:", len(qpairs))
    new_string
    # ---------------- Requirement Coverage (master rollup) ----------------
    REC = {
     'REQ-H4A2': ('QTE-A3F91C', 325.4, "Sole feasible quote for this need-by; Great Lakes quote fails schedule (receipt on/after need-by), Hangzhou quote excluded (China melt not qualifying under DFARS) despite being cheapest at $6.85/lb. Draws down the same Cascade quote later used for Sabl

    … 13,501 more characters of arguments in the raw trajectory.

    Output

    The file /workspace/work/build_wb1.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/work/build_wb1.py
    oldString: |
      wb.save('/workspace/output/material_sourcing_analysis_workbook.xlsx')
      print("Stage 5 saved. Quote Feasibility pairs:", len(qpairs))
    newString: |
      # ---------------- Requirement Coverage (master rollup) ----------------
      REC = {
       'REQ-H4A2': ('QTE-A3F91C', 325.4, "Sole feasible quote for this need-by; Great Lakes quote fails schedule (receipt on/after need-by), Hangzhou quote excluded (China melt not qualifying under DFARS) despite being cheapest at $6.85/lb. Draws down the same Cascade quote later used for Sable's REQ-B6N3 (600 lb offered; 274.6 lb remains after this draw)."),
       'REQ-K9P1': (None, 0, "Fully covered by two on-hand lots (LOT-3E8C71 416 lb + LOT-9A4F37 199 lb). Tri-State's on-hand lot (592.8 lb usable) and RFQ quote for this spec are both Certificate-of-Conform

    … 27,789 more characters of output in the raw trajectory.

  64. 95Bash219k1

    Tool execution only — no assistant text

    Bashpython3 build_wb1.py && python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 90

    Arguments

    python3 build_wb1.py && python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 90

    Output

    Stage 6 saved. Requirement Coverage rows: 26
    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 3288
    }
    
    [stdout]
    Stage 6 saved. Requirement Coverage rows: 26
    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 3288
    }
    [metadata]
    noOutputExpected: false
  65. 97Bash220k1

    Tool execution only — no assistant text

    Bashpython3 -c " from openpyxl import load_workbook wb = load_workbook('/workspace/output/material_sourcing_analysis_workbook.xlsx', data_only=True) ws = wb['Requirement Coverage'] headers = [c.value for c in ws[1]] idx = {h:i for i,h in enumerate(headers)} total=0 for row in ws.iter_rows(min_row=2, values_only=True): total += row[idx['Recommended Purchase Cost (\$)']] or 0 print(f\"{row[idx['Requirement ID']]:10s} draw={row[idx['Total Inventory Draw (lb)']]:>8} short={row[idx['Shortfall After Inventory (lb)']]:>7} status={row[idx['Coverage Status']]:22s} qty={row[7k chars

    Arguments

    python3 -c "
    from openpyxl import load_workbook
    wb = load_workbook('/workspace/output/material_sourcing_analysis_workbook.xlsx', data_only=True)
    ws = wb['Requirement Coverage']
    headers = [c.value for c in ws[1]]
    idx = {h:i for i,h in enumerate(headers)}
    total=0
    for row in ws.iter_rows(min_row=2, values_only=True):
        total += row[idx['Recommended Purchase Cost (\$)']] or 0
        print(f\"{row[idx['Requirement ID']]:10s} draw={row[idx['Total Inventory Draw (lb)']]:>8} short={row[idx['Shortfall After Inventory (lb)']]:>7} status={row[idx['Coverage Status']]:22s} qty={row[

    … 239 more characters of arguments in the raw trajectory.

    Output

    REQ-H4A2   draw=   516.6 short=  325.4 status=Inventory + Purchase   qty= 325.4 cost=   3058.76 margin=1900-01-11 00:00:00 risk=OK
    REQ-K9P1   draw=     615 short=      0 status=Covered by Inventory   qty=     0 cost=         0 margin=None risk=N/A
    REQ-C9T1   draw=       0 short=    176 status=Purchase Required      qty=   176 cost=    2499.2 margin=1900-01-08 00:00:00 risk=MODERATE - monitor
    REQ-X5M3   draw=     394 short=      0 status=Covered by Inventory   qty=     0 cost=         0 margin=None risk=N/A
    REQ-T2C7   draw=   106.2 short=  323.8 status=Inventory + Purchase   qty= 323.8 cost=   4015.12 margin=1900-01-21 00:00:00 risk=OK
    REQ-B6N3   draw=       0 short=    268 status=Purchase Required      qty=   268 cost=    2519.2 margin=1900-01-23 00:00:00 risk=OK
    REQ-F6B8   draw=     233 short=      0 status=Covered by Inventory   qty=     0 cost=         0 margin=None risk=N/A
    REQ-L8Q4   draw=       0 short=    287 status=Purchase Required      qty=   287 cost=    1980.3 margin=1900-0

    … 5,700 more characters of output in the raw trajectory.

  66. 99Edit222k1

    Tool execution only — no assistant text

    Edit/workspace/work/build_wb1.py (+replace_all, old_string, new_string)1k chars

    Arguments

    replace_all
    false
    file_path
    /workspace/work/build_wb1.py
    old_string
        margin.font = CALC_FONT
        margin_l = L(rc_headers,'Quote Margin Days')
    new_string
        margin.font = CALC_FONT; margin.number_format = '0'
        margin_l = L(rc_headers,'Quote Margin Days')

    Output

    The file /workspace/work/build_wb1.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/work/build_wb1.py
    oldString: |
          margin.font = CALC_FONT
          margin_l = L(rc_headers,'Quote Margin Days')
    newString: |
          margin.font = CALC_FONT; margin.number_format = '0'
          margin_l = L(rc_headers,'Quote Margin Days')
    originalFile: null
    structuredPatch:
      -
        oldStart: 490
        oldLines: 7
        newStart: 490
        newLines: 7
        lines:
          -      cost.font = CALC_FONT; cost.number_format='$#,##0.00'
          -      margin = ws.cell(row=i, column=col(rc_headers,'Quote Margin Days'),
          -          value=f'=IF({qid_l}{i}="","",{L(rc_headers,"Need-By Date")}{i}-VLOOKUP({qid_l}{i},Quotes!$A:$X,{qt_rank["Quoted Receipt Date"]},FALSE))')
          - -    margin.font = CALC_FONT
          - +    margin.font = CALC_FONT; margin.number_format = '0'
          -      margin_l = L(rc_headers,'Quote Margin Days')
          -      riskflag = ws.cell(row=i, co

    … 239 more characters of output in the raw trajectory.

  67. 101Edit223k1

    Tool execution only — no assistant text

    Edit/workspace/work/build_wb1.py (+replace_all, old_string, new_string)1k chars

    Arguments

    replace_all
    false
    file_path
    /workspace/work/build_wb1.py
    old_string
        mg = ws.cell(row=i, column=col(qf_headers,'Margin Days (Need-By minus Receipt)'), value=f"={nb_l}{i}-{rd_l2}{i}")
        mg.font = CALC_FONT
    new_string
        mg = ws.cell(row=i, column=col(qf_headers,'Margin Days (Need-By minus Receipt)'), value=f"={nb_l}{i}-{rd_l2}{i}")
        mg.font = CALC_FONT; mg.number_format = '0'

    Output

    The file /workspace/work/build_wb1.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/work/build_wb1.py
    oldString: |
          mg = ws.cell(row=i, column=col(qf_headers,'Margin Days (Need-By minus Receipt)'), value=f"={nb_l}{i}-{rd_l2}{i}")
          mg.font = CALC_FONT
    newString: |
          mg = ws.cell(row=i, column=col(qf_headers,'Margin Days (Need-By minus Receipt)'), value=f"={nb_l}{i}-{rd_l2}{i}")
          mg.font = CALC_FONT; mg.number_format = '0'
    originalFile: null
    structuredPatch:
      -
        oldStart: 378
        oldLines: 7
        newStart: 378
        newLines: 7
        lines:
          -      rd = ws.cell(row=i, column=col(qf_headers,'Quoted Receipt Date'), value=f"={qv('Quoted Receipt Date')}"); rd.font=LINK_FONT; rd.number_format='yyyy-mm-dd'
          -      nb_l = L(qf_headers,'Need-By Date'); rd_l2 = L(qf_headers,'Quoted Receipt Date')
          -      mg = ws.cell(row=i, column=col(qf_headers,'Margin Days (Need-By minus Receipt)'), val

    … 470 more characters of output in the raw trajectory.

  68. 102Now let's add the Escalations & Risks sheet and the Summary dashboard, then finalize.223k

    Now let's add the Escalations & Risks sheet and the Summary dashboard, then finalize.

  69. 103Bash1

    Tool execution only — no assistant text

    Bashpython3 build_wb1.py && python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 90

    Arguments

    python3 build_wb1.py && python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 90

    Output

    Stage 6 saved. Requirement Coverage rows: 26
    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 3288
    }
    
    [stdout]
    Stage 6 saved. Requirement Coverage rows: 26
    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 3288
    }
    [metadata]
    noOutputExpected: false
  70. 105Edit229k1

    Tool execution only — no assistant text

    Edit/workspace/work/build_wb1.py (+replace_all, old_string, new_string)15k chars

    Arguments

    replace_all
    false
    file_path
    /workspace/work/build_wb1.py
    old_string
    wb.save('/workspace/output/material_sourcing_analysis_workbook.xlsx')
    print("Stage 6 saved. Requirement Coverage rows:", n_req)
    new_string
    # ---------------- Escalations & Risks ----------------
    esc_headers = ['Severity','Category','Item','Affected Requirements / Programs','Financial / Schedule Impact','Recommended Action']
    ws = make_sheet('Escalations & Risks', esc_headers, [10,16,44,26,34,44])
    ESC = [
     ('HIGH','MRB Hold','LOT-B3E7C0: 979.4 lb usable 15-5PH AMS 5862 Cond A plate (Ardenne, France) under op

    … 6,709 more characters of arguments in the raw trajectory.

    Output

    The file /workspace/work/build_wb1.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/work/build_wb1.py
    oldString: |
      wb.save('/workspace/output/material_sourcing_analysis_workbook.xlsx')
      print("Stage 6 saved. Requirement Coverage rows:", n_req)
    newString: |
      # ---------------- Escalations & Risks ----------------
      esc_headers = ['Severity','Category','Item','Affected Requirements / Programs','Financial / Schedule Impact','Recommended Action']
      ws = make_sheet('Escalations & Risks', esc_headers, [10,16,44,26,34,44])
      ESC = [
       ('HIGH','MRB Hold','LOT-B3E7C0: 979.4 lb usable 15-5PH AMS 5862 Cond A plate (Ardenne, France) under open "Quality Hold - MRB" for surface pitting.','REQ-X5M3, REQ-T2C7, REQ-V1D9 (Raven/Sable/Tundra)','If dispositioned usable, could eliminate/reduce an estimated $8,715 of planned new purchase (T2C7+V1D9) and remove single-supplier dependence on Adriatic for this spec fa

    … 14,055 more characters of output in the raw trajectory.

  71. 107Bash229k1

    Tool execution only — no assistant text

    Bashpython3 build_wb1.py && python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 90

    Arguments

    python3 build_wb1.py && python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 90

    Output

    Stage 7 saved. Escalation items: 10
    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 3288
    }
    
    [stdout]
    Stage 7 saved. Escalation items: 10
    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 3288
    }
    [metadata]
    noOutputExpected: false
  72. 108Now let's build the Summary dashboard sheet as the first tab.233k

    Now let's build the Summary dashboard sheet as the first tab.

  73. 109Edit1

    Tool execution only — no assistant text

    Edit/workspace/work/build_wb1.py (+replace_all, old_string, new_string)15k chars

    Arguments

    replace_all
    false
    file_path
    /workspace/work/build_wb1.py
    old_string
    wb.save('/workspace/output/material_sourcing_analysis_workbook.xlsx')
    print("Stage 7 saved. Escalation items:", len(ESC))
    new_string
    # ---------------- Summary ----------------
    ws = wb.create_sheet('Summary')
    ws.sheet_view.showGridLines = False
    ws.column_dimensions['A'].width = 40
    for col_letter in ['B','C','D','E','F','G']:
        ws.column_dimensions[col_letter].width = 16
    
    title = ws.cell(row=1, column=1, value="Material Sourcing Analysis — 2026 Q3 Door/Hinge Build Wave")
    title.font = Font(name=FONT,

    … 6,541 more characters of arguments in the raw trajectory.

    Output

    The file /workspace/work/build_wb1.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/work/build_wb1.py
    oldString: |
      wb.save('/workspace/output/material_sourcing_analysis_workbook.xlsx')
      print("Stage 7 saved. Escalation items:", len(ESC))
    newString: |
      # ---------------- Summary ----------------
      ws = wb.create_sheet('Summary')
      ws.sheet_view.showGridLines = False
      ws.column_dimensions['A'].width = 40
      for col_letter in ['B','C','D','E','F','G']:
          ws.column_dimensions[col_letter].width = 16
      
      title = ws.cell(row=1, column=1, value="Material Sourcing Analysis — 2026 Q3 Door/Hinge Build Wave")
      title.font = Font(name=FONT, size=16, bold=True, color='1F3864')
      sub = ws.cell(row=2, column=1, value="Review cycle basis: MRP run MRP-2026-0619-R2 · PMO release PC-2026-0618 · RFQs compiled through 2026-06-19")
      sub.font = Font(name=FONT, size=10, italic=True, color='595959')
      
      r = 4
      ws.cell(

    … 13,743 more characters of output in the raw trajectory.

  74. 110Bash233k1

    Tool execution only — no assistant text

    Bashpython3 build_wb1.py && python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 90

    Arguments

    python3 build_wb1.py && python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 90

    Output

    Exit code 1
    Traceback (most recent call last):
      File "/workspace/work/build_wb1.py", line 578, in <module>
        for pid, pname, _, prank, _, restr in prog_rows:
            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
    ValueError: too many values to unpack (expected 6)
    
    [error] tool reported failure
  75. 112Edit233k1

    Tool execution only — no assistant text

    Edit/workspace/work/build_wb1.py (+replace_all, old_string, new_string)

    Arguments

    replace_all
    false
    file_path
    /workspace/work/build_wb1.py
    old_string
    for pid, pname, _, prank, _, restr in prog_rows:
    new_string
    for pid, pname, _, prank, _, restr, _ in prog_rows:

    Output

    The file /workspace/work/build_wb1.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/work/build_wb1.py
    oldString: for pid, pname, _, prank, _, restr in prog_rows:
    newString: for pid, pname, _, prank, _, restr, _ in prog_rows:
    originalFile: null
    structuredPatch:
      -
        oldStart: 575
        oldLines: 7
        newStart: 575
        newLines: 7
        lines:
          -      c = ws.cell(row=r, column=j, value=h); c.font = HEAD_FONT; c.fill = HEAD_FILL
          -      c.alignment = Alignment(horizontal='center', wrap_text=True)
          -  r += 1
          - -for pid, pname, _, prank, _, restr in prog_rows:
          - +for pid, pname, _, prank, _, restr, _ in prog_rows:
          -      ws.cell(row=r, column=1, value=pname).font = Font(name=FONT, size=10)
          -      ws.cell(row=r, column=2, value=prank).font = Font(name=FONT, size=10)
          -      ws.cell(row=r, column=3, value=restr).font = Font(name=FONT, size=10)
    userModified: false
    replaceAll: false
  76. 113Bash233k1

    Tool execution only — no assistant text

    Bashpython3 build_wb1.py && python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 90

    Arguments

    python3 build_wb1.py && python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 90

    Output

    Stage 8 saved. Sheet order: ['Requirement Coverage', 'Summary', 'Escalations & Risks', 'Programs', 'Sources', 'Requirements', 'Lot Ledger', 'Quotes', 'Allocation Waterfall', 'Quote Feasibility']
    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 3310
    }
    
    [stdout]
    Stage 8 saved. Sheet order: ['Requirement Coverage', 'Summary', 'Escalations & Risks', 'Programs', 'Sources', 'Requirements', 'Lot Ledger', 'Quotes', 'Allocation Waterfall', 'Quote Feasibility']
    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 3310
    }
    [metadata]
    noOutputExpected: false
  77. 115Edit234k1

    Tool execution only — no assistant text

    Edit/workspace/work/build_wb1.py (+replace_all, old_string, new_string)2k chars

    Arguments

    replace_all
    false
    file_path
    /workspace/work/build_wb1.py
    old_string
    wb.move_sheet('Summary', offset=-(len(wb.sheetnames)-1))
    wb.move_sheet('Requirement Coverage', offset=-(len(wb.sheetnames)-2))
    wb.move_sheet('Escalations & Risks', offset=-(len(wb.sheetnames)-3))
    
    wb.save('/workspace/output/material_sourcing_analysis_workbook.xlsx')
    new_string
    desired_order = ['Summary','Requirement Coverage','Escalations & Risks','Allocation Waterfall','Quote Feasibility',
                      'Requirements','Lot Ledger','Quotes','Sources','Programs']
    wb._sheets = [wb[name] for name in desire

    … 83 more characters of arguments in the raw trajectory.

    Output

    The file /workspace/work/build_wb1.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/work/build_wb1.py
    oldString: |
      wb.move_sheet('Summary', offset=-(len(wb.sheetnames)-1))
      wb.move_sheet('Requirement Coverage', offset=-(len(wb.sheetnames)-2))
      wb.move_sheet('Escalations & Risks', offset=-(len(wb.sheetnames)-3))
      
      wb.save('/workspace/output/material_sourcing_analysis_workbook.xlsx')
    newString: |
      desired_order = ['Summary','Requirement Coverage','Escalations & Risks','Allocation Waterfall','Quote Feasibility',
                        'Requirements','Lot Ledger','Quotes','Sources','Programs']
      wb._sheets = [wb[name] for name in desired_order]
      
      wb.save('/workspace/output/material_sourcing_analysis_workbook.xlsx')
    originalFile: null
    structuredPatch:
      -
        oldStart: 609
        oldLines: 9
        newStart: 609
        newLines: 9
        lines:
          -      ws.row_dimensions[r].height = 28
          -      r += 1
          -  
          - -wb.move

    … 637 more characters of output in the raw trajectory.

  78. 116Bash235k1

    Tool execution only — no assistant text

    Bashpython3 build_wb1.py && python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 90

    Arguments

    python3 build_wb1.py && python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 90

    Output

    Stage 8 saved. Sheet order: ['Summary', 'Requirement Coverage', 'Escalations & Risks', 'Allocation Waterfall', 'Quote Feasibility', 'Requirements', 'Lot Ledger', 'Quotes', 'Sources', 'Programs']
    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 3310
    }
    
    [stdout]
    Stage 8 saved. Sheet order: ['Summary', 'Requirement Coverage', 'Escalations & Risks', 'Allocation Waterfall', 'Quote Feasibility', 'Requirements', 'Lot Ledger', 'Quotes', 'Sources', 'Programs']
    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 3310
    }
    [metadata]
    noOutputExpected: false
  79. 117Sheet order is correct and zero formula errors. Let me verify the Summary dashboard's computed values look sane.235k

    Sheet order is correct and zero formula errors. Let me verify the Summary dashboard's computed values look sane.

  80. 118Bash1

    Tool execution only — no assistant text

    Bashpython3 -c " from openpyxl import load_workbook wb = load_workbook('/workspace/output/material_sourcing_analysis_workbook.xlsx', data_only=True) ws = wb['Summary'] for row in ws.iter_rows(min_row=1, max_row=40, max_col=5, values_only=True): if any(v is not None for v in row): print(row) "9k chars

    Arguments

    python3 -c "
    from openpyxl import load_workbook
    wb = load_workbook('/workspace/output/material_sourcing_analysis_workbook.xlsx', data_only=True)
    ws = wb['Summary']
    for row in ws.iter_rows(min_row=1, max_row=40, max_col=5, values_only=True):
        if any(v is not None for v in row):
            print(row)
    "
    

    Output

    ('Material Sourcing Analysis — 2026 Q3 Door/Hinge Build Wave', None, None, None, None)
    ('Review cycle basis: MRP run MRP-2026-0619-R2 · PMO release PC-2026-0618 · RFQs compiled through 2026-06-19', None, None, None, None)
    ('Requirement Coverage Summary', None, None, None, None)
    ('Total requirements (2026 Q3 wave)', 26, None, None, None)
    ('Covered by inventory alone (no purchase)', 11, None, None, None)
    ('Covered by inventory + new purchase', 8, None, None, None)
    ('New purchase required (no usable inventory)', 7, None, None, None)
    ('Total net required usable quantity (lb)', 8960, None, None, None)
    ('Total covered from on-hand inventory (lb)', 5857.25, None, None, None)
    ('Total residual shortfall after inventory (lb)', 3102.75, None, None, None)
    ('Total recommended new-purchase spend ($)', 33004.14, None, None, None)
    ('Requirements flagged HIGH schedule risk', 1, None, None, None)
    ('Requirements flagged MODERATE schedule risk', 1, None, None, None)
    ('Recommended New-Purchase Spend by Pro

    … 7,508 more characters of output in the raw trajectory.

  81. 120Now let's add conditional formatting for readability and polish number formats before finalizing the workbook.240k

    Now let's add conditional formatting for readability and polish number formats before finalizing the workbook.

  82. 121Edit1

    Tool execution only — no assistant text

    Edit/workspace/work/build_wb1.py (+replace_all, old_string, new_string)8k chars

    Arguments

    replace_all
    false
    file_path
    /workspace/work/build_wb1.py
    old_string
    desired_order = ['Summary','Requirement Coverage','Escalations & Risks','Allocation Waterfall','Quote Feasibility',
    new_string
    # ---------------- polish: number formats + conditional formatting ----------------
    from openpyxl.formatting.rule import CellIsRule
    rc_ws = wb['Requirement Coverage']
    for rr in range(rc_first, rc_last+1):
        for colname in ['Net Required (lb)','Total Inventory Draw (lb)','Shortfall After Inventory (lb)','Recommended Buy Qty (lb)']:
            rc_ws.cell(row=rr, column=col(rc_headers,co

    … 3,269 more characters of arguments in the raw trajectory.

    Output

    The file /workspace/work/build_wb1.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/work/build_wb1.py
    oldString: desired_order = ['Summary','Requirement Coverage','Escalations & Risks','Allocation Waterfall','Quote Feasibility',
    newString: |
      # ---------------- polish: number formats + conditional formatting ----------------
      from openpyxl.formatting.rule import CellIsRule
      rc_ws = wb['Requirement Coverage']
      for rr in range(rc_first, rc_last+1):
          for colname in ['Net Required (lb)','Total Inventory Draw (lb)','Shortfall After Inventory (lb)','Recommended Buy Qty (lb)']:
              rc_ws.cell(row=rr, column=col(rc_headers,colname)).number_format = '#,##0.0;(#,##0.0);"-"'
      
      stat_l = L(rc_headers,'Coverage Status'); risk_l = L(rc_headers,'Schedule Risk Flag')
      rng_stat = f"{stat_l}{rc_first}:{stat_l}{rc_last}"
      rng_risk = f"{risk_l}{rc_first}:{risk_l}{rc_last}"
      rc_ws.conditional_forma

    … 7,169 more characters of output in the raw trajectory.

  83. 122Bash240k1

    Tool execution only — no assistant text

    Bashpython3 build_wb1.py && python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 90

    Arguments

    python3 build_wb1.py && python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 90

    Output

    Stage 8 saved. Sheet order: ['Summary', 'Requirement Coverage', 'Escalations & Risks', 'Allocation Waterfall', 'Quote Feasibility', 'Requirements', 'Lot Ledger', 'Quotes', 'Sources', 'Programs']
    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 3310
    }
    
    [stdout]
    Stage 8 saved. Sheet order: ['Summary', 'Requirement Coverage', 'Escalations & Risks', 'Allocation Waterfall', 'Quote Feasibility', 'Requirements', 'Lot Ledger', 'Quotes', 'Sources', 'Programs']
    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 3310
    }
    [metadata]
    noOutputExpected: false
  84. 124Let me do a visual check by rendering the workbook to verify formatting looks correct.241k

    Let me do a visual check by rendering the workbook to verify formatting looks correct.

  85. 125Bash1

    Tool execution only — no assistant text

    Bashpython3 /logs/agent/sessions/skills/docx/scripts/office/soffice.py --headless --convert-to pdf /workspace/output/material_sourcing_analysis_workbook.xlsx --outdir /workspace/work/ 2>&1 | tail -5 ls -la /workspace/work/*.pdf

    Arguments

    python3 /logs/agent/sessions/skills/docx/scripts/office/soffice.py --headless --convert-to pdf /workspace/output/material_sourcing_analysis_workbook.xlsx --outdir /workspace/work/ 2>&1 | tail -5
    ls -la /workspace/work/*.pdf

    Output

    Warning: failed to launch javaldx - java may not function correctly
    convert /workspace/output/material_sourcing_analysis_workbook.xlsx as a Calc document -> /workspace/work/material_sourcing_analysis_workbook.pdf using filter : calc_pdf_Export
    -rw-r--r-- 1 root root 1417482 Aug 20 18:44 /workspace/work/material_sourcing_analysis_workbook.pdf
    
    [stdout]
    Warning: failed to launch javaldx - java may not function correctly
    convert /workspace/output/material_sourcing_analysis_workbook.xlsx as a Calc document -> /workspace/work/material_sourcing_analysis_workbook.pdf using filter : calc_pdf_Export
    -rw-r--r-- 1 root root 1417482 Aug 20 18:44 /workspace/work/material_sourcing_analysis_workbook.pdf
    [metadata]
    noOutputExpected: false
  86. 126Bash241k1

    Tool execution only — no assistant text

    Bashpdftoppm -jpeg -r 100 -f 1 -l 3 material_sourcing_analysis_workbook.pdf page && ls page*

    Arguments

    pdftoppm -jpeg -r 100 -f 1 -l 3 material_sourcing_analysis_workbook.pdf page && ls page*

    Output

    page-01.jpg
    page-02.jpg
    page-03.jpg
    
    [stdout]
    page-01.jpg
    page-02.jpg
    page-03.jpg
    [metadata]
    noOutputExpected: false
  87. 127Read241k1

    Tool execution only — no assistant text

    Read/workspace/work/page-01.jpg382k chars

    Arguments

    /workspace/work/page-01.jpg

    Output

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

    … 381,485 more characters of output in the raw trajectory.

  88. 129Bash243k1

    Tool execution only — no assistant text

    Bashpdftoppm -jpeg -r 100 -f 4 -l 6 material_sourcing_analysis_workbook.pdf pageB && ls pageB*

    Arguments

    pdftoppm -jpeg -r 100 -f 4 -l 6 material_sourcing_analysis_workbook.pdf pageB && ls pageB*

    Output

    pageB-04.jpg
    pageB-05.jpg
    pageB-06.jpg
    
    [stdout]
    pageB-04.jpg
    pageB-05.jpg
    pageB-06.jpg
    [metadata]
    noOutputExpected: false
  89. 130Read243k1

    Tool execution only — no assistant text

    Read/workspace/work/pageB-04.jpg253k chars

    Arguments

    /workspace/work/pageB-04.jpg

    Output

    type: image
    source:
      type: base64
      data: 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

    … 251,692 more characters of output in the raw trajectory.

  90. 132Edit246k1

    Tool execution only — no assistant text

    Edit/workspace/work/build_wb1.py (+replace_all, old_string, new_string)3k chars

    Arguments

    replace_all
    false
    file_path
    /workspace/work/build_wb1.py
    old_string
    for wsname in wb.sheetnames:
        wb[wsname].sheet_properties.tabColor = '1F3864'
    new_string
    # page setup for printing/PDF export
    for wsname in wb.sheetnames:
        s = wb[wsname]
        s.page_setup.orientation = 'landscape'
        s.page_setup.fitToWidth = 1
        s.page_setup.fitToHeight = 0
        s.sheet_properties.pageSetUpPr.fitToPage = True
        s.print_options.horizontalCentered = False
    for name, first, last in [('Requirement Coverage', rc_first, rc_last), ('Allocation Waterfall', aw_first, aw_last),
    

    … 465 more characters of arguments in the raw trajectory.

    Output

    The file /workspace/work/build_wb1.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/work/build_wb1.py
    oldString: |
      for wsname in wb.sheetnames:
          wb[wsname].sheet_properties.tabColor = '1F3864'
    newString: |
      # page setup for printing/PDF export
      for wsname in wb.sheetnames:
          s = wb[wsname]
          s.page_setup.orientation = 'landscape'
          s.page_setup.fitToWidth = 1
          s.page_setup.fitToHeight = 0
          s.sheet_properties.pageSetUpPr.fitToPage = True
          s.print_options.horizontalCentered = False
      for name, first, last in [('Requirement Coverage', rc_first, rc_last), ('Allocation Waterfall', aw_first, aw_last),
                                  ('Quote Feasibility', qf_first, qf_last), ('Lot Ledger', lot_first, lot_last),
                                  ('Quotes', qt_first, qt_last), ('Requirements', req_first, 1+n_req)]:
          s = wb[name]
          s.print_title_rows = '1:1'
          for rr in range(fi

    … 1,717 more characters of output in the raw trajectory.

  91. 134Edit246k1

    Tool execution only — no assistant text

    Edit/workspace/work/build_wb1.py (+replace_all, old_string, new_string)

    Arguments

    replace_all
    false
    file_path
    /workspace/work/build_wb1.py
    old_string
            s.row_dimensions[rr].height = 30
    wb['Requirement Coverage'].row_dimensions and None
    
    for wsname in wb.sheetnames:
    new_string
            s.row_dimensions[rr].height = 30
    
    for wsname in wb.sheetnames:

    Output

    The file /workspace/work/build_wb1.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/work/build_wb1.py
    oldString: |
              s.row_dimensions[rr].height = 30
      wb['Requirement Coverage'].row_dimensions and None
      
      for wsname in wb.sheetnames:
    newString: |
              s.row_dimensions[rr].height = 30
      
      for wsname in wb.sheetnames:
    originalFile: null
    structuredPatch:
      -
        oldStart: 667
        oldLines: 7
        newStart: 667
        newLines: 6
        lines:
          -      s.print_title_rows = '1:1'
          -      for rr in range(first, last+1):
          -          s.row_dimensions[rr].height = 30
          - -wb['Requirement Coverage'].row_dimensions and None
          -  
          -  for wsname in wb.sheetnames:
          -      wb[wsname].sheet_properties.tabColor = '1F3864'
    userModified: false
    replaceAll: false
  92. 135Bash247k1

    Tool execution only — no assistant text

    Bashpython3 build_wb1.py && python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 90

    Arguments

    python3 build_wb1.py && python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 90

    Output

    Stage 8 saved. Sheet order: ['Summary', 'Requirement Coverage', 'Escalations & Risks', 'Allocation Waterfall', 'Quote Feasibility', 'Requirements', 'Lot Ledger', 'Quotes', 'Sources', 'Programs']
    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 3310
    }
    
    [stdout]
    Stage 8 saved. Sheet order: ['Summary', 'Requirement Coverage', 'Escalations & Risks', 'Allocation Waterfall', 'Quote Feasibility', 'Requirements', 'Lot Ledger', 'Quotes', 'Sources', 'Programs']
    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 3310
    }
    [metadata]
    noOutputExpected: false
  93. 137The workbook is complete and verified. Now let's build the memo document using docx-js.247k

    The workbook is complete and verified. Now let's build the memo document using docx-js.

  94. 138Bash1

    Tool execution only — no assistant text

    Bashnode -e "console.log(require('docx').Document ? 'docx OK' : 'missing')" 2>&1 || npm install -g docx 2>&1 | tail -5

    Arguments

    node -e "console.log(require('docx').Document ? 'docx OK' : 'missing')" 2>&1 || npm install -g docx 2>&1 | tail -5

    Output

    /bin/bash: line 1: node: command not found
    /bin/bash: line 1: npm: command not found
    
    [stdout]
    /bin/bash: line 1: node: command not found
    /bin/bash: line 1: npm: command not found
    [metadata]
    noOutputExpected: false
  95. 140Bash247k1

    Tool execution only — no assistant text

    Bashwhich node nodejs npm 2>&1; ls /usr/local/bin/ | grep -i node; ls /usr/bin/ | grep -i node; find / -maxdepth 4 -iname "node" -type f 2>/dev/null | head -5

    Arguments

    which node nodejs npm 2>&1; ls /usr/local/bin/ | grep -i node; ls /usr/bin/ | grep -i node; find / -maxdepth 4 -iname "node" -type f 2>/dev/null | head -5

    Output

    /proc/irq/0/node
    /proc/irq/1/node
    /proc/irq/2/node
    /proc/irq/3/node
    /proc/irq/4/node
    
    [stdout]
    /proc/irq/0/node
    /proc/irq/1/node
    /proc/irq/2/node
    /proc/irq/3/node
    /proc/irq/4/node
    [metadata]
    noOutputExpected: false
  96. 142Bash249k1

    Tool execution only — no assistant text

    Bashpython3 -c "import docx; print(docx.__version__ if hasattr(docx,'__version__') else 'python-docx present')"

    Arguments

    python3 -c "import docx; print(docx.__version__ if hasattr(docx,'__version__') else 'python-docx present')"

    Output

    1.2.0
    
    [stdout]
    1.2.0
    [metadata]
    noOutputExpected: false
  97. 144Bash252k1

    Tool execution only — no assistant text

    Bashpython3 -c " from openpyxl import load_workbook wb = load_workbook('/workspace/output/material_sourcing_analysis_workbook.xlsx', data_only=True) ws = wb['Lot Ledger'] headers = [c.value for c in ws[1]] idx = {h:i for i,h in enumerate(headers)} tot_onhand=tot_usable=tot_usable_eligible=0 n_elig=n_inelig=0 for row in ws.iter_rows(min_row=2, values_only=True): tot_onhand += row[idx['On Hand Qty (lb)']] tot_usable += row[idx['Usable Qty (lb)']] if row[idx['Base Eligible']]: tot_usable_eligible += row[idx['Usable Qty (lb)']] n_elig+=1 else:

    Arguments

    python3 -c "
    from openpyxl import load_workbook
    wb = load_workbook('/workspace/output/material_sourcing_analysis_workbook.xlsx', data_only=True)
    ws = wb['Lot Ledger']
    headers = [c.value for c in ws[1]]
    idx = {h:i for i,h in enumerate(headers)}
    tot_onhand=tot_usable=tot_usable_eligible=0
    n_elig=n_inelig=0
    for row in ws.iter_rows(min_row=2, values_only=True):
        tot_onhand += row[idx['On Hand Qty (lb)']]
        tot_usable += row[idx['Usable Qty (lb)']]
        if row[idx['Base Eligible']]:
            tot_usable_eligible += row[idx['Usable Qty (lb)']]
            n_elig+=1
        else:

    … 410 more characters of arguments in the raw trajectory.

    Output

    Total on-hand (gross lb): 15805
    Total usable after yield only (lb): 11862.1
    Total usable AND base-compliant (lb): 7734.4
    pct usable-and-compliant of gross on-hand: 48.9 %
    lots eligible: 17 lots ineligible: 7 of 24
    
    [stdout]
    Total on-hand (gross lb): 15805
    Total usable after yield only (lb): 11862.1
    Total usable AND base-compliant (lb): 7734.4
    pct usable-and-compliant of gross on-hand: 48.9 %
    lots eligible: 17 lots ineligible: 7 of 24
    [metadata]
    noOutputExpected: false
  98. 146Bash253k1

    Tool execution only — no assistant text

    Bashpython3 -c " from openpyxl import load_workbook wb = load_workbook('/workspace/output/material_sourcing_analysis_workbook.xlsx', data_only=True) ws = wb['Lot Ledger'] headers = [c.value for c in ws[1]] idx = {h:i for i,h in enumerate(headers)} inelig_onhand=0 for row in ws.iter_rows(min_row=2, values_only=True): if not row[idx['Base Eligible']]: print(row[idx['Lot ID']], row[idx['On Hand Qty (lb)']], row[idx['Usable Qty (lb)']], '|', row[idx['Base Ineligibility Reason']]) inelig_onhand += row[idx['On Hand Qty (lb)']] print('Total on-hand in ineligibl

    Arguments

    python3 -c "
    from openpyxl import load_workbook
    wb = load_workbook('/workspace/output/material_sourcing_analysis_workbook.xlsx', data_only=True)
    ws = wb['Lot Ledger']
    headers = [c.value for c in ws[1]]
    idx = {h:i for i,h in enumerate(headers)}
    inelig_onhand=0
    for row in ws.iter_rows(min_row=2, values_only=True):
        if not row[idx['Base Eligible']]:
            print(row[idx['Lot ID']], row[idx['On Hand Qty (lb)']], row[idx['Usable Qty (lb)']], '|', row[idx['Base Ineligibility Reason']])
            inelig_onhand += row[idx['On Hand Qty (lb)']]
    print('Total on-hand in ineligibl

    … 32 more characters of arguments in the raw trajectory.

    Output

    LOT-D6B821 880 592.8 | Cert type C of C not 3.1/3.2.
    LOT-B3E7C0 1180 979.4 | Open hold: Quality Hold - MRB.
    LOT-8F4D17 250 212.5 | Open hold: Quality Hold - Recv Insp.
    LOT-1D6B43 800 664 | Source status: Not Approved.
    LOT-1F9D63 760 653.6 | Traceability: Partial - heat not traceable. Source status: Suspended.
    LOT-4A8D62 700 588 | Cert type C of C not 3.1/3.2.
    LOT-4D1A95 540 437.4 | Source status: Conditional.
    Total on-hand in ineligible lots: 5110
    
    [stdout]
    LOT-D6B821 880 592.8 | Cert type C of C not 3.1/3.2.
    LOT-B3E7C0 1180 979.4 | Open hold: Quality Hold - MRB.
    LOT-8F4D17 250 212.5 | Open hold: Quality Hold - Recv Insp.
    LOT-1D6B43 800 664 | Source status: Not Approved.
    LOT-1F9D63 760 653.6 | Traceability: Partial - heat not traceable. Source status: Suspended.
    LOT-4A8D62 700 588 | Cert type C of C not 3.1/3.2.
    LOT-4D1A95 540 437.4 | Source status: Conditional.
    Total on-hand in ineligible lots: 5110
    [metadata]
    noOutputExpected: false
  99. 148Now I'll build the memo using python-docx (Node/docx-js isn't available in this environment).257k

    Now I'll build the memo using python-docx (Node/docx-js isn't available in this environment).

  100. 149Bash1

    Tool execution only — no assistant text

    Bashpython3 -c " from openpyxl import load_workbook wb = load_workbook('/workspace/output/material_sourcing_analysis_workbook.xlsx', data_only=True) ws = wb['Requirement Coverage'] headers=[c.value for c in ws[1]] idx={h:i for i,h in enumerate(headers)} progs={} for row in ws.iter_rows(min_row=2,values_only=True): p=row[idx['Program Name']] progs.setdefault(p,{'cov':0,'invp':0,'purch':0}) s=row[idx['Coverage Status']] if s=='Covered by Inventory': progs[p]['cov']+=1 elif s=='Inventory + Purchase': progs[p]['invp']+=1 else: progs[p]['purch']+=1 for

    Arguments

    python3 -c "
    from openpyxl import load_workbook
    wb = load_workbook('/workspace/output/material_sourcing_analysis_workbook.xlsx', data_only=True)
    ws = wb['Requirement Coverage']
    headers=[c.value for c in ws[1]]
    idx={h:i for i,h in enumerate(headers)}
    progs={}
    for row in ws.iter_rows(min_row=2,values_only=True):
        p=row[idx['Program Name']]
        progs.setdefault(p,{'cov':0,'invp':0,'purch':0})
        s=row[idx['Coverage Status']]
        if s=='Covered by Inventory': progs[p]['cov']+=1
        elif s=='Inventory + Purchase': progs[p]['invp']+=1
        else: progs[p]['purch']+=1
    for

    … 41 more characters of arguments in the raw trajectory.

    Output

    Raven Cargo Door Actuation Hinge {'cov': 2, 'invp': 1, 'purch': 1}
    Sable Emergency Egress Hinge Arm {'cov': 1, 'invp': 1, 'purch': 2}
    Meridian Cabin Door Latch Hinge {'cov': 2, 'invp': 2, 'purch': 1}
    Tundra Cargo Door Stop Fitting {'cov': 2, 'invp': 0, 'purch': 2}
    Halcyon Service Door Hinge Bracket {'cov': 2, 'invp': 1, 'purch': 1}
    Calder Overwing Hatch Hinge Set {'cov': 2, 'invp': 3, 'purch': 0}
    
    [stdout]
    Raven Cargo Door Actuation Hinge {'cov': 2, 'invp': 1, 'purch': 1}
    Sable Emergency Egress Hinge Arm {'cov': 1, 'invp': 1, 'purch': 2}
    Meridian Cabin Door Latch Hinge {'cov': 2, 'invp': 2, 'purch': 1}
    Tundra Cargo Door Stop Fitting {'cov': 2, 'invp': 0, 'purch': 2}
    Halcyon Service Door Hinge Bracket {'cov': 2, 'invp': 1, 'purch': 1}
    Calder Overwing Hatch Hinge Set {'cov': 2, 'invp': 3, 'purch': 0}
    [metadata]
    noOutputExpected: false
  101. 151Write260k1

    Tool execution only — no assistant text

    Write/workspace/work/build_memo.py (+content)7k chars

    Arguments

    file_path
    /workspace/work/build_memo.py
    content
    import docx
    from docx import Document
    from docx.shared import Pt, Inches, RGBColor, Cm
    from docx.enum.text import WD_ALIGN_PARAGRAPH
    from docx.enum.table import WD_TABLE_ALIGNMENT
    from docx.oxml.ns import qn
    from docx.oxml import OxmlElement
    from docx.enum.section import WD_SECTION
    
    NAVY = RGBColor(0x1F, 0x38, 0x64)
    DKRED = RGBColor(0xC0, 0x39, 0x2B)
    GREY = RGBColor(0x59, 0x59, 0x59)
    BLACK = RGBColor(0x00, 0x00, 0x00)
    
    doc = Document()
    
    # Base style
    style = doc.styles['Normal']
    style.font.name = 'Arial'
    style.font.size

    … 6,104 more characters of arguments in the raw trajectory.

    Output

    File created successfully at: /workspace/work/build_memo.py (file state is current in your context — no need to Read it back)
    
    [metadata]
    type: create
    filePath: /workspace/work/build_memo.py
    content: |
      import docx
      from docx import Document
      from docx.shared import Pt, Inches, RGBColor, Cm
      from docx.enum.text import WD_ALIGN_PARAGRAPH
      from docx.enum.table import WD_TABLE_ALIGNMENT
      from docx.oxml.ns import qn
      from docx.oxml import OxmlElement
      from docx.enum.section import WD_SECTION
      
      NAVY = RGBColor(0x1F, 0x38, 0x64)
      DKRED = RGBColor(0xC0, 0x39, 0x2B)
      GREY = RGBColor(0x59, 0x59, 0x59)
      BLACK = RGBColor(0x00, 0x00, 0x00)
      
      doc = Document()
      
      # Base style
      style = doc.styles['Normal']
      style.font.name = 'Arial'
      style.font.size = Pt(10.5)
      rpr = style.element.get_or_add_rPr()
      rFonts = rpr.find(qn('w:rFonts'))
      if rFonts is None:
          rFonts = OxmlElement('w:rFonts')
          rpr.append(rFonts)
      rFonts.set(qn('w:eastAsia'), 'Arial')
      
      section = doc.sections[0]
      section

    … 5,930 more characters of output in the raw trajectory.

  102. 152Bash260k1

    Tool execution only — no assistant text

    Bashpython3 build_memo.py

    Arguments

    python3 build_memo.py

    Output

    Header stage saved.
    
    [stdout]
    Header stage saved.
    [metadata]
    noOutputExpected: false
  103. 154Edit263k1

    Tool execution only — no assistant text

    Edit/workspace/work/build_memo.py (+replace_all, old_string, new_string)22k chars

    Arguments

    replace_all
    false
    file_path
    /workspace/work/build_memo.py
    old_string
    doc.save('/workspace/output/material_sourcing_recommendation_memo.docx')
    print("Header stage saved.")
    new_string
    # ============================== EXECUTIVE SUMMARY ==============================
    h1("1. Executive Summary")
    para("This review evaluated all 26 raw-material requirements across the six programs in the current build wave against on-hand inventory, active supplier quotes, mill/distributor source approvals, and the Engineering Material Substitution Policy (ENG-MSP Rev H). The objective throughout

    … 6,701 more characters of arguments in the raw trajectory.

    Output

    The file /workspace/work/build_memo.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/work/build_memo.py
    oldString: |
      doc.save('/workspace/output/material_sourcing_recommendation_memo.docx')
      print("Header stage saved.")
    newString: |
      # ============================== EXECUTIVE SUMMARY ==============================
      h1("1. Executive Summary")
      para("This review evaluated all 26 raw-material requirements across the six programs in the current build wave against on-hand inventory, active supplier quotes, mill/distributor source approvals, and the Engineering Material Substitution Policy (ENG-MSP Rev H). The objective throughout was to distinguish material that is physically on hand or nominally quoted from material that is actually usable for certified production once specification, temper/condition, product form, certification, traceability, source approval, country-of-origin, allocation, an

    … 20,526 more characters of output in the raw trajectory.

  104. 155Bash263k1

    Tool execution only — no assistant text

    Bashpython3 build_memo.py

    Arguments

    python3 build_memo.py

    Output

    Exec summary + scope saved.
    
    [stdout]
    Exec summary + scope saved.
    [metadata]
    noOutputExpected: false
  105. 157Edit267k1

    Tool execution only — no assistant text

    Edit/workspace/work/build_memo.py (+replace_all, old_string, new_string)17k chars

    Arguments

    replace_all
    false
    file_path
    /workspace/work/build_memo.py
    old_string
    doc.save('/workspace/output/material_sourcing_recommendation_memo.docx')
    print("Exec summary + scope saved.")
    new_string
    # ============================== PROGRAM PLAN ==============================
    h1("3. Recommended Sourcing Plan by Program")
    para("Requirements are grouped below by program in priority order (rank 1 = highest, per PC-2026-0618). Full line-by-line detail, including every lot and quote considered and rejected, is in the “Requirement Coverage” and “Allocation Waterfall” tabs of the supporti

    … 7,837 more characters of arguments in the raw trajectory.

    Output

    The file /workspace/work/build_memo.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/work/build_memo.py
    oldString: |
      doc.save('/workspace/output/material_sourcing_recommendation_memo.docx')
      print("Exec summary + scope saved.")
    newString: |
      # ============================== PROGRAM PLAN ==============================
      h1("3. Recommended Sourcing Plan by Program")
      para("Requirements are grouped below by program in priority order (rank 1 = highest, per PC-2026-0618). Full line-by-line detail, including every lot and quote considered and rejected, is in the “Requirement Coverage” and “Allocation Waterfall” tabs of the supporting workbook.")
      
      make_table(
          ["Program (Priority)","Restriction","Reqs","Covered by\nInventory","Inventory +\nPurchase","Purchase\nRequired","Recommended\nNew-Purchase $"],
          [
              ["Raven Cargo Door Actuation Hinge (1)","DFARS","4

    … 16,481 more characters of output in the raw trajectory.

  106. 158Bash267k1

    Tool execution only — no assistant text

    Bashpython3 build_memo.py

    Arguments

    python3 build_memo.py

    Output

    Program plan saved.
    
    [stdout]
    Program plan saved.
    [metadata]
    noOutputExpected: false
  107. 160Edit270k1

    Tool execution only — no assistant text

    Edit/workspace/work/build_memo.py (+replace_all, old_string, new_string)14k chars

    Arguments

    replace_all
    false
    file_path
    /workspace/work/build_memo.py
    old_string
    doc.save('/workspace/output/material_sourcing_recommendation_memo.docx')
    print("Program plan saved.")
    new_string
    # ============================== SECTION 4 ==============================
    h1("4. Material Availability vs. Usability: Key Compliance Findings")
    para("A recurring theme in this review is that on-hand, apparently-available material is frequently not usable for certified production. Of the 24 inventory lots relevant to these 26 requirements (15,805 lb gross on hand), seven lots totaling 5,110 lb

    … 5,871 more characters of arguments in the raw trajectory.

    Output

    The file /workspace/work/build_memo.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/work/build_memo.py
    oldString: |
      doc.save('/workspace/output/material_sourcing_recommendation_memo.docx')
      print("Program plan saved.")
    newString: |
      # ============================== SECTION 4 ==============================
      h1("4. Material Availability vs. Usability: Key Compliance Findings")
      para("A recurring theme in this review is that on-hand, apparently-available material is frequently not usable for certified production. Of the 24 inventory lots relevant to these 26 requirements (15,805 lb gross on hand), seven lots totaling 5,110 lb are entirely unusable, and none of it is a borderline call — each fails a bright-line ENG-MSP requirement:")
      
      make_table(
          ["Lot","Spec","On Hand (lb)","Why It Cannot Be Used"],
          [
              ["LOT-D6B821","4340 AMS 6415 bar","880","Certificate o

    … 12,733 more characters of output in the raw trajectory.

  108. 161Bash270k1

    Tool execution only — no assistant text

    Bashpython3 build_memo.py

    Arguments

    python3 build_memo.py

    Output

    Sections 4-5 saved.
    
    [stdout]
    Sections 4-5 saved.
    [metadata]
    noOutputExpected: false
  109. 162Now sections 6-8 and closing.274k

    Now sections 6-8 and closing.

  110. 163Edit1

    Tool execution only — no assistant text

    Edit/workspace/work/build_memo.py (+replace_all, old_string, new_string)21k chars

    Arguments

    replace_all
    false
    file_path
    /workspace/work/build_memo.py
    old_string
    doc.save('/workspace/output/material_sourcing_recommendation_memo.docx')
    print("Sections 4-5 saved.")
    new_string
    # ============================== SECTION 6 ==============================
    h1("6. Cost and Lead-Time Tradeoffs: Not Simply Cheapest or Fastest")
    para("Per program guidance, this plan does not default to the cheapest quoted price or the shortest lead time where that conflicts with specification, certification, traceability, source-approval, or country-of-origin constraints, and it further checks

    … 9,222 more characters of arguments in the raw trajectory.

    Output

    The file /workspace/work/build_memo.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/work/build_memo.py
    oldString: |
      doc.save('/workspace/output/material_sourcing_recommendation_memo.docx')
      print("Sections 4-5 saved.")
    newString: |
      # ============================== SECTION 6 ==============================
      h1("6. Cost and Lead-Time Tradeoffs: Not Simply Cheapest or Fastest")
      para("Per program guidance, this plan does not default to the cheapest quoted price or the shortest lead time where that conflicts with specification, certification, traceability, source-approval, or country-of-origin constraints, and it further checks total landed cost — not just unit price — before recommending a source. Six cases from this cycle illustrate why both checks matter:")
      
      make_table(
          ["Requirement","Cheapest / Fastest Option","Why Not Used","Recommended Instead"],
          [
              ["Sabl

    … 19,611 more characters of output in the raw trajectory.

  111. 164Bash274k1

    Tool execution only — no assistant text

    Bashpython3 build_memo.py && python3 /logs/agent/sessions/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx

    Arguments

    python3 build_memo.py && python3 /logs/agent/sessions/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx

    Output

    Exit code 1
    All sections saved.
    
    FAILED - Found NEW validation errors:
      word/document.xml: 1 new error(s)
        - Element '{http://schemas.openxmlformats.org/wordprocessingml/2006/main}pBdr': This element is not expected. Expected is one of ( {http://schemas.openxmlformats.org/wordprocessingml/2006/main}ind, {http://schemas.openxmlformats.org/wordprocessingml/20...
      word/settings.xml: 1 new error(s)
        - Element '{http://schemas.openxmlformats.org/wordprocessingml/2006/main}zoom': The attribute '{http://schemas.openxmlformats.org/wordprocessingml/2006/main}percent' is required but missing.
    
    Paragraphs: 0 → 225 (+225)
    
    [error] tool reported failure
  112. 166Edit276k1

    Tool execution only — no assistant text

    Edit/workspace/work/build_memo.py (+replace_all, old_string, new_string)

    Arguments

    replace_all
    true
    file_path
    /workspace/work/build_memo.py
    old_string
    pbdr.append(bottom)
    pPr.append(pbdr)
    new_string
    pbdr.append(bottom)
    pPr.insert(0, pbdr)

    Output

    The file /workspace/work/build_memo.py has been updated. All occurrences were successfully replaced. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/work/build_memo.py
    oldString: |
      pbdr.append(bottom)
      pPr.append(pbdr)
    newString: |
      pbdr.append(bottom)
      pPr.insert(0, pbdr)
    originalFile: null
    structuredPatch:
      -
        oldStart: 168
        oldLines: 7
        newStart: 168
        newLines: 7
        lines:
          -  bottom = OxmlElement('w:bottom')
          -  bottom.set(qn('w:val'), 'single'); bottom.set(qn('w:sz'), '8'); bottom.set(qn('w:space'), '1'); bottom.set(qn('w:color'), '1F3864')
          -  pbdr.append(bottom)
          - -pPr.append(pbdr)
          - +pPr.insert(0, pbdr)
          -  
          -  # ============================== EXECUTIVE SUMMARY ==============================
          -  h1("1. Executive Summary")
    userModified: false
    replaceAll: true
  113. 168Edit277k1

    Tool execution only — no assistant text

    Edit/workspace/work/build_memo.py (+replace_all, old_string, new_string)1k chars

    Arguments

    replace_all
    false
    file_path
    /workspace/work/build_memo.py
    old_string
    pbdr.append(top)
    pPr.append(pbdr)
    new_string
    pbdr.append(top)
    pPr.insert(0, pbdr)

    Output

    The file /workspace/work/build_memo.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/work/build_memo.py
    oldString: |
      pbdr.append(top)
      pPr.append(pbdr)
    newString: |
      pbdr.append(top)
      pPr.insert(0, pbdr)
    originalFile: null
    structuredPatch:
      -
        oldStart: 337
        oldLines: 7
        newStart: 337
        newLines: 7
        lines:
          -  top = OxmlElement('w:top')
          -  top.set(qn('w:val'), 'single'); top.set(qn('w:sz'), '8'); top.set(qn('w:space'), '1'); top.set(qn('w:color'), '1F3864')
          -  pbdr.append(top)
          - -pPr.append(pbdr)
          - +pPr.insert(0, pbdr)
          -  r = p.add_run("Full requirement-by-requirement detail, every lot and quote considered (including those excluded and why), yield-adjusted quantity math, and the priority-based allocation logic behind every figure in this memo are documented in the accompanying workbook, material_sourcing_analysis_workbook.xlsx.")
          -  r.font.name='Arial'; r.font.size=Pt(9.5);

    … 131 more characters of output in the raw trajectory.

  114. 170Bash278k1

    Tool execution only — no assistant text

    Bashpython3 build_memo.py && python3 /logs/agent/sessions/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx

    Arguments

    python3 build_memo.py && python3 /logs/agent/sessions/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx

    Output

    Exit code 1
    All sections saved.
    
    FAILED - Found NEW validation errors:
      word/settings.xml: 1 new error(s)
        - Element '{http://schemas.openxmlformats.org/wordprocessingml/2006/main}zoom': The attribute '{http://schemas.openxmlformats.org/wordprocessingml/2006/main}percent' is required but missing.
    
    Paragraphs: 0 → 225 (+225)
    
    [error] tool reported failure
  115. 172Bash278k1

    Tool execution only — no assistant text

    Bashpython3 -c " from docx import Document d = Document() d.add_paragraph('test') d.save('/tmp/blank_test.docx') " && python3 /logs/agent/sessions/skills/docx/scripts/office/validate.py /tmp/blank_test.docx

    Arguments

    python3 -c "
    from docx import Document
    d = Document()
    d.add_paragraph('test')
    d.save('/tmp/blank_test.docx')
    " && python3 /logs/agent/sessions/skills/docx/scripts/office/validate.py /tmp/blank_test.docx

    Output

    Exit code 1
    
    FAILED - Found NEW validation errors:
      word/settings.xml: 1 new error(s)
        - Element '{http://schemas.openxmlformats.org/wordprocessingml/2006/main}zoom': The attribute '{http://schemas.openxmlformats.org/wordprocessingml/2006/main}percent' is required but missing.
    
    Paragraphs: 0 → 1 (+1)
    
    [error] tool reported failure
  116. 174Bash279k1

    Tool execution only — no assistant text

    Bashpython3 /logs/agent/sessions/skills/docx/scripts/office/unpack.py /workspace/output/material_sourcing_recommendation_memo.docx unpacked_memo/ && grep -n "zoom" unpacked_memo/word/settings.xml

    Arguments

    python3 /logs/agent/sessions/skills/docx/scripts/office/unpack.py /workspace/output/material_sourcing_recommendation_memo.docx unpacked_memo/ && grep -n "zoom" unpacked_memo/word/settings.xml

    Output

    Unpacked /workspace/output/material_sourcing_recommendation_memo.docx (16 XML files), simplified 0 tracked changes, merged 0 runs
    3:  <w:zoom w:val="bestFit"/>
    
    [stdout]
    Unpacked /workspace/output/material_sourcing_recommendation_memo.docx (16 XML files), simplified 0 tracked changes, merged 0 runs
    3:  <w:zoom w:val="bestFit"/>
    [metadata]
    noOutputExpected: false
  117. 175Edit279k1

    Tool execution only — no assistant text

    Edit/workspace/work/unpacked_memo/word/settings.xml (+replace_all, old_string, new_string)4k chars

    Arguments

    replace_all
    false
    file_path
    /workspace/work/unpacked_memo/word/settings.xml
    old_string
    <w:zoom w:val="bestFit"/>
    new_string
    <w:zoom w:val="bestFit" w:percent="100"/>

    Output

    The file /workspace/work/unpacked_memo/word/settings.xml has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/work/unpacked_memo/word/settings.xml
    oldString:   <w:zoom w:val="bestFit"/>
    newString:   <w:zoom w:val="bestFit" w:percent="100"/>
    originalFile: |
      <?xml version="1.0" encoding="utf-8"?>
      <w:settings xmlns:mc="http://schemas.openxmlformats.org/markup-compatibility/2006" xmlns:o="urn:schemas-microsoft-com:office:office" xmlns:r="http://schemas.openxmlformats.org/officeDocument/2006/relationships" xmlns:m="http://schemas.openxmlformats.org/officeDocument/2006/math" xmlns:v="urn:schemas-microsoft-com:vml" xmlns:w10="urn:schemas-microsoft-com:office:word" xmlns:w="http://schemas.openxmlformats.org/wordprocessingml/2006/main" xmlns:w14="http://schemas.microsoft.com/office/word/2010/wordml" xmlns:sl="http://schemas.openxmlformats.org/schemaLibrary/2006/main" mc:Ign

    … 3,340 more characters of output in the raw trajectory.

  118. 176Bash280k1

    Tool execution only — no assistant text

    Bashpython3 /logs/agent/sessions/skills/docx/scripts/office/pack.py unpacked_memo/ /workspace/output/material_sourcing_recommendation_memo.docx --original /workspace/output/material_sourcing_recommendation_memo.docx && python3 /logs/agent/sessions/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx

    Arguments

    python3 /logs/agent/sessions/skills/docx/scripts/office/pack.py unpacked_memo/ /workspace/output/material_sourcing_recommendation_memo.docx --original /workspace/output/material_sourcing_recommendation_memo.docx && python3 /logs/agent/sessions/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx

    Output

    Paragraphs: 225 → 225 (0)
    All validations PASSED!
    Successfully packed unpacked_memo to /workspace/output/material_sourcing_recommendation_memo.docx
    
    Paragraphs: 0 → 225 (+225)
    All validations PASSED!
    
    [stdout]
    Paragraphs: 225 → 225 (0)
    All validations PASSED!
    Successfully packed unpacked_memo to /workspace/output/material_sourcing_recommendation_memo.docx
    
    Paragraphs: 0 → 225 (+225)
    All validations PASSED!
    [metadata]
    noOutputExpected: false
  119. 178Let me visually verify the memo renders correctly.280k

    Let me visually verify the memo renders correctly.

  120. 179Bash1

    Tool execution only — no assistant text

    Bashpython3 /logs/agent/sessions/skills/docx/scripts/office/soffice.py --headless --convert-to pdf /workspace/output/material_sourcing_recommendation_memo.docx --outdir /workspace/work/ 2>&1 | tail -3 pdftoppm -jpeg -r 100 material_sourcing_recommendation_memo.pdf memo && ls memo-*.jpg | head -20 && pdfinfo material_sourcing_recommendation_memo.pdf | grep Pages

    Arguments

    python3 /logs/agent/sessions/skills/docx/scripts/office/soffice.py --headless --convert-to pdf /workspace/output/material_sourcing_recommendation_memo.docx --outdir /workspace/work/ 2>&1 | tail -3
    pdftoppm -jpeg -r 100 material_sourcing_recommendation_memo.pdf memo && ls memo-*.jpg | head -20 && pdfinfo material_sourcing_recommendation_memo.pdf | grep Pages

    Output

    Warning: failed to launch javaldx - java may not function correctly
    convert /workspace/output/material_sourcing_recommendation_memo.docx as a Writer document -> /workspace/work/material_sourcing_recommendation_memo.pdf using filter : writer_pdf_Export
    memo-01.jpg
    memo-02.jpg
    memo-03.jpg
    memo-04.jpg
    memo-05.jpg
    memo-06.jpg
    memo-07.jpg
    memo-08.jpg
    memo-09.jpg
    memo-10.jpg
    memo-11.jpg
    Pages:           11
    
    [stdout]
    Warning: failed to launch javaldx - java may not function correctly
    convert /workspace/output/material_sourcing_recommendation_memo.docx as a Writer document -> /workspace/work/material_sourcing_recommendation_memo.pdf using filter : writer_pdf_Export
    memo-01.jpg
    memo-02.jpg
    memo-03.jpg
    memo-04.jpg
    memo-05.jpg
    memo-06.jpg
    memo-07.jpg
    memo-08.jpg
    memo-09.jpg
    memo-10.jpg
    memo-11.jpg
    Pages:           11
    [metadata]
    noOutputExpected: false
  121. 181Read280k1

    Tool execution only — no assistant text

    Read/workspace/work/memo-01.jpg372k chars

    Arguments

    /workspace/work/memo-01.jpg

    Output

    type: image
    source:
      type: base64
      data: 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

    … 371,213 more characters of output in the raw trajectory.

  122. 182This looks clean and professional. Let me check a few more pages, particularly the tables.282k

    This looks clean and professional. Let me check a few more pages, particularly the tables.

  123. 183Read1

    Tool execution only — no assistant text

    Read/workspace/work/memo-04.jpg469k chars

    Arguments

    /workspace/work/memo-04.jpg

    Output

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

    … 468,117 more characters of output in the raw trajectory.

  124. 185Read283k1

    Tool execution only — no assistant text

    Read/workspace/work/memo-06.jpg463k chars

    Arguments

    /workspace/work/memo-06.jpg

    Output

    type: image
    source:
      type: base64
      data: 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

    … 462,277 more characters of output in the raw trajectory.

  125. 186This is rendering cleanly with good structure. Let me check the tradeoffs table and the final pages.285k

    This is rendering cleanly with good structure. Let me check the tradeoffs table and the final pages.

  126. 187Read1

    Tool execution only — no assistant text

    Read/workspace/work/memo-08.jpg530k chars

    Arguments

    /workspace/work/memo-08.jpg

    Output

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

    … 529,237 more characters of output in the raw trajectory.

  127. 188Let me check the escalations section and the final page.286k

    Let me check the escalations section and the final page.

  128. 189Read1

    Tool execution only — no assistant text

    Read/workspace/work/memo-11.jpg122k chars

    Arguments

    /workspace/work/memo-11.jpg

    Output

    type: image
    source:
      type: base64
      data: 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

    … 120,596 more characters of output in the raw trajectory.

  129. 191I noticed a numbering bug — Section 8's list continues 9-14 instead of restarting at 1. Let me fix that.289k

    I noticed a numbering bug — Section 8's list continues 9-14 instead of restarting at 1. Let me fix that.

  130. 192Bash1

    Tool execution only — no assistant text

    Bashpython3 -c " from docx import Document d = Document('/workspace/output/material_sourcing_recommendation_memo.docx') print(d.part.numbering_part.element.xml[:3000]) " 2>&1 | head -806k chars

    Arguments

    python3 -c "
    from docx import Document
    d = Document('/workspace/output/material_sourcing_recommendation_memo.docx')
    print(d.part.numbering_part.element.xml[:3000])
    " 2>&1 | head -80

    Output

    <w:numbering xmlns:wpc="http://schemas.microsoft.com/office/word/2010/wordprocessingCanvas" xmlns:mo="http://schemas.microsoft.com/office/mac/office/2008/main" xmlns:mc="http://schemas.openxmlformats.org/markup-compatibility/2006" xmlns:mv="urn:schemas-microsoft-com:mac:vml" xmlns:o="urn:schemas-microsoft-com:office:office" xmlns:r="http://schemas.openxmlformats.org/officeDocument/2006/relationships" xmlns:m="http://schemas.openxmlformats.org/officeDocument/2006/math" xmlns:v="urn:schemas-microsoft-com:vml" xmlns:wp14="http://schemas.microsoft.com/office/word/2010/wordprocessingDrawing" xmlns:wp="http://schemas.openxmlformats.org/drawingml/2006/wordprocessingDrawing" xmlns:w10="urn:schemas-microsoft-com:office:word" xmlns:w="http://schemas.openxmlformats.org/wordprocessingml/2006/main" xmlns:w14="http://schemas.microsoft.com/office/word/2010/wordml" xmlns:wpg="http://schemas.microsoft.com/office/word/2010/wordprocessingGroup" xmlns:wpi="http://schemas.microsoft.com/office/word/2010/wor

    … 5,050 more characters of output in the raw trajectory.

  131. 194Bash291k1

    Tool execution only — no assistant text

    Bashpython3 -c " from docx import Document d = Document('/workspace/output/material_sourcing_recommendation_memo.docx') xml = d.part.numbering_part.element.xml import re for m in re.finditer(r'<w:num w:numId=\"(\d+)\"[^>]*>\s*<w:abstractNumId w:val=\"(\d+)\"/>', xml): print(m.group(1), '->', m.group(2)) print('---styles referencing ListNumber---') for m in re.finditer(r'<w:pStyle w:val=\"(ListNumber\d*)\"/>', xml): print(m.group(1)) "

    Arguments

    python3 -c "
    from docx import Document
    d = Document('/workspace/output/material_sourcing_recommendation_memo.docx')
    xml = d.part.numbering_part.element.xml
    import re
    for m in re.finditer(r'<w:num w:numId=\"(\d+)\"[^>]*>\s*<w:abstractNumId w:val=\"(\d+)\"/>', xml):
        print(m.group(1), '->', m.group(2))
    print('---styles referencing ListNumber---')
    for m in re.finditer(r'<w:pStyle w:val=\"(ListNumber\d*)\"/>', xml):
        print(m.group(1))
    "
    

    Output

    1 -> 8
    2 -> 6
    3 -> 5
    4 -> 4
    5 -> 7
    6 -> 3
    7 -> 2
    8 -> 1
    9 -> 0
    ---styles referencing ListNumber---
    ListNumber3
    ListNumber2
    ListNumber
    
    [stdout]
    1 -> 8
    2 -> 6
    3 -> 5
    4 -> 4
    5 -> 7
    6 -> 3
    7 -> 2
    8 -> 1
    9 -> 0
    ---styles referencing ListNumber---
    ListNumber3
    ListNumber2
    ListNumber
    [metadata]
    noOutputExpected: false
  132. 196Bash291k1

    Tool execution only — no assistant text

    Bashpython3 -c " from docx import Document d = Document('/workspace/output/material_sourcing_recommendation_memo.docx') names = [s.name for s in d.styles] print([n for n in names if 'Number' in n or 'Bullet' in n]) "

    Arguments

    python3 -c "
    from docx import Document
    d = Document('/workspace/output/material_sourcing_recommendation_memo.docx')
    names = [s.name for s in d.styles]
    print([n for n in names if 'Number' in n or 'Bullet' in n])
    "
    

    Output

    ['List Bullet', 'List Bullet 2', 'List Bullet 3', 'List Number', 'List Number 2', 'List Number 3']
    
    [stdout]
    ['List Bullet', 'List Bullet 2', 'List Bullet 3', 'List Number', 'List Number 2', 'List Number 3']
    [metadata]
    noOutputExpected: false
  133. 198Edit292k1

    Tool execution only — no assistant text

    Edit/workspace/work/build_memo.py (+replace_all, old_string, new_string)1k chars

    Arguments

    replace_all
    false
    file_path
    /workspace/work/build_memo.py
    old_string
    def numbered(text, bold_lead=None):
        p = doc.add_paragraph(style='List Number')
        p.paragraph_format.space_after = Pt(6)
    new_string
    def numbered(text, bold_lead=None, style='List Number'):
        p = doc.add_paragraph(style=style)
        p.paragraph_format.space_after = Pt(6)

    Output

    The file /workspace/work/build_memo.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/work/build_memo.py
    oldString: |
      def numbered(text, bold_lead=None):
          p = doc.add_paragraph(style='List Number')
          p.paragraph_format.space_after = Pt(6)
    newString: |
      def numbered(text, bold_lead=None, style='List Number'):
          p = doc.add_paragraph(style=style)
          p.paragraph_format.space_after = Pt(6)
    originalFile: null
    structuredPatch:
      -
        oldStart: 101
        oldLines: 8
        newStart: 101
        newLines: 8
        lines:
          -      r2.font.name = 'Arial'; r2.font.size = Pt(10.5)
          -      return p
          -  
          - -def numbered(text, bold_lead=None):
          - -    p = doc.add_paragraph(style='List Number')
          - +def numbered(text, bold_lead=None, style='List Number'):
          - +    p = doc.add_paragraph(style=style)
          -      p.paragraph_format.space_after = Pt(6)
          -      if bold_lead:
          -          r = p.add_run(bold_lead)

    … 37 more characters of output in the raw trajectory.

  134. 199Now let me update Section 8's numbered calls to use the distinct style:293k

    Now let me update Section 8's numbered calls to use the distinct style:

  135. 200Edit1

    Tool execution only — no assistant text

    Edit/workspace/work/build_memo.py (+replace_all, old_string)6k chars

    Arguments

    replace_all
    false
    file_path
    /workspace/work/build_memo.py
    old_string
    h1("8. Recommended Next Steps")
    numbered("Release purchase orders for the 15 recommended quote lines in Section 3 (total $33,004.14); combine Meridian's and Tundra's 2024 extrusion orders into a single Cascade PO as described in Section 5.3.")
    numbered("Quality/MRB: expedite disposition of LOT-B3E7C0 (surface-pitting hold) given its cross-program cost and supply-diversification impact; disposition LOT-1F9D63 (suspended source) separately.")
    numbered("PMO: confirm firm demand status on REQ-L8Q4 and monitor

    … 2,445 more characters of arguments in the raw trajectory.

    Output

    The file /workspace/work/build_memo.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/work/build_memo.py
    oldString: |
      h1("8. Recommended Next Steps")
      numbered("Release purchase orders for the 15 recommended quote lines in Section 3 (total $33,004.14); combine Meridian's and Tundra's 2024 extrusion orders into a single Cascade PO as described in Section 5.3.")
      numbered("Quality/MRB: expedite disposition of LOT-B3E7C0 (surface-pitting hold) given its cross-program cost and supply-diversification impact; disposition LOT-1F9D63 (suspended source) separately.")
      numbered("PMO: confirm firm demand status on REQ-L8Q4 and monitor its 2-day schedule margin; confirm Tentative lines generally (REQ-L8Q4, REQ-G2J9, REQ-Y8K2, REQ-S6P3, REQ-U4B8, REQ-W9A3) as the 2026-Q3 plan firms up, since several sit on tight or shared pools.")
      numbered("Contracts/PMO: obtain written confirmation of Slovenia's sta

    … 5,428 more characters of output in the raw trajectory.

  136. 202Bash294k1

    Tool execution only — no assistant text

    Bashrm -rf unpacked_memo && python3 build_memo.py && python3 /logs/agent/sessions/skills/docx/scripts/office/unpack.py /workspace/output/material_sourcing_recommendation_memo.docx unpacked_memo/ >/dev/null

    Arguments

    rm -rf unpacked_memo && python3 build_memo.py && python3 /logs/agent/sessions/skills/docx/scripts/office/unpack.py /workspace/output/material_sourcing_recommendation_memo.docx unpacked_memo/ >/dev/null

    Output

    All sections saved.
    
    [stdout]
    All sections saved.
    [metadata]
    noOutputExpected: false
  137. 204That reset is expected — I regenerated the docx from scratch, so I need to reapply the zoom-attribute fix before repacki…295k

    That reset is expected — I regenerated the docx from scratch, so I need to reapply the zoom-attribute fix before repacking.

  138. 205Edit1

    Tool execution only — no assistant text

    Edit/workspace/work/unpacked_memo/word/settings.xml (+replace_all, old_string, new_string)4k chars

    Arguments

    replace_all
    false
    file_path
    /workspace/work/unpacked_memo/word/settings.xml
    old_string
    <w:zoom w:val="bestFit"/>
    new_string
    <w:zoom w:val="bestFit" w:percent="100"/>

    Output

    The file /workspace/work/unpacked_memo/word/settings.xml has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/work/unpacked_memo/word/settings.xml
    oldString:   <w:zoom w:val="bestFit"/>
    newString:   <w:zoom w:val="bestFit" w:percent="100"/>
    originalFile: |
      <?xml version="1.0" encoding="utf-8"?>
      <w:settings xmlns:mc="http://schemas.openxmlformats.org/markup-compatibility/2006" xmlns:o="urn:schemas-microsoft-com:office:office" xmlns:r="http://schemas.openxmlformats.org/officeDocument/2006/relationships" xmlns:m="http://schemas.openxmlformats.org/officeDocument/2006/math" xmlns:v="urn:schemas-microsoft-com:vml" xmlns:w10="urn:schemas-microsoft-com:office:word" xmlns:w="http://schemas.openxmlformats.org/wordprocessingml/2006/main" xmlns:w14="http://schemas.microsoft.com/office/word/2010/wordml" xmlns:sl="http://schemas.openxmlformats.org/schemaLibrary/2006/main" mc:Ign

    … 3,340 more characters of output in the raw trajectory.

  139. 206Bash295k1

    Tool execution only — no assistant text

    Bashpython3 /logs/agent/sessions/skills/docx/scripts/office/pack.py unpacked_memo/ /workspace/output/material_sourcing_recommendation_memo.docx --original /workspace/output/material_sourcing_recommendation_memo.docx && python3 /logs/agent/sessions/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx

    Arguments

    python3 /logs/agent/sessions/skills/docx/scripts/office/pack.py unpacked_memo/ /workspace/output/material_sourcing_recommendation_memo.docx --original /workspace/output/material_sourcing_recommendation_memo.docx && python3 /logs/agent/sessions/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx

    Output

    Paragraphs: 225 → 225 (0)
    All validations PASSED!
    Successfully packed unpacked_memo to /workspace/output/material_sourcing_recommendation_memo.docx
    
    Paragraphs: 0 → 225 (+225)
    All validations PASSED!
    
    [stdout]
    Paragraphs: 225 → 225 (0)
    All validations PASSED!
    Successfully packed unpacked_memo to /workspace/output/material_sourcing_recommendation_memo.docx
    
    Paragraphs: 0 → 225 (+225)
    All validations PASSED!
    [metadata]
    noOutputExpected: false
  140. 207Now let's re-render and confirm the numbering restarts correctly in Section 8.295k

    Now let's re-render and confirm the numbering restarts correctly in Section 8.

  141. 208Bash1

    Tool execution only — no assistant text

    Bashrm -f material_sourcing_recommendation_memo.pdf memo-*.jpg python3 /logs/agent/sessions/skills/docx/scripts/office/soffice.py --headless --convert-to pdf /workspace/output/material_sourcing_recommendation_memo.docx --outdir /workspace/work/ 2>&1 | tail -2 pdftoppm -jpeg -r 100 material_sourcing_recommendation_memo.pdf memo && pdfinfo material_sourcing_recommendation_memo.pdf | grep Pages pdftotext material_sourcing_recommendation_memo.pdf - | grep -n "^\s*[0-9]\+\." | head -304k chars

    Arguments

    rm -f material_sourcing_recommendation_memo.pdf memo-*.jpg
    python3 /logs/agent/sessions/skills/docx/scripts/office/soffice.py --headless --convert-to pdf /workspace/output/material_sourcing_recommendation_memo.docx --outdir /workspace/work/ 2>&1 | tail -2
    pdftoppm -jpeg -r 100 material_sourcing_recommendation_memo.pdf memo && pdfinfo material_sourcing_recommendation_memo.pdf | grep Pages
    pdftotext material_sourcing_recommendation_memo.pdf - | grep -n "^\s*[0-9]\+\." | head -30

    Output

    Warning: failed to launch javaldx - java may not function correctly
    convert /workspace/output/material_sourcing_recommendation_memo.docx as a Writer document -> /workspace/work/material_sourcing_recommendation_memo.pdf using filter : writer_pdf_Export
    Pages:           11
    34:1. Executive Summary
    87:2. Scope and Basis
    156:3. Recommended Sourcing Plan by Program
    292:3.1 Raven Cargo Door Actuation Hinge (Priority 1, DFARS)
    312:3.2 Sable Emergency Egress Hinge Arm (Priority 2, DFARS)
    323:323.8 lb balance — total-cost-optimal once Ardenne's 400 lb minimum order is
    338:3.3 Meridian Cabin Door Latch Hinge (Priority 3, CUST-EU)
    359:3.4 Tundra Cargo Door Stop Fitting (Priority 4, CUST-EU)
    377:3.5 Halcyon Service Door Hinge Bracket (Priority 5, None)
    393:3.6 Calder Overwing Hatch Hinge Set (Priority 6, None)
    422:4. Material Availability vs. Usability: Key Compliance
    478:3.1 mill test report (TriState Metals)
    481:3.1 mill test report (TriState Metals)
    532:5. Cross-Program Material Contention and 

    … 2,890 more characters of output in the raw trajectory.

  142. 210Bash296k1

    Tool execution only — no assistant text

    Bashpdftotext material_sourcing_recommendation_memo.pdf - | sed -n '700,730p'4k chars

    Arguments

    pdftotext material_sourcing_recommendation_memo.pdf - | sed -n '700,730p'

    Output

    8.
    
    a supplier pattern, not an isolated lot. Recommend Supplier Quality raise this directly
    with Tri-State; require 3.1 mill test reporting before further certified-hardware buys
    are placed with them.
    Quality disposition (Medium): Meridian Metal Service Center (SRC-A47C21) is
    Suspended following an FOD finding, and its on-hand 653.6 lb lot of 6061 plate also
    carries partial/non-traceable heat identity. Not currently schedule-critical — the
    shared pool covers Meridian, Halcyon, and Calder with 736.6 lb of surplus even
    excluding this lot — but the material should be formally dispositioned (scrap, return,
    or quarantine) rather than carried as ambiguous available stock.
    Inventory disposition review (Low): 950.6 lb of certified, traceable, Approvedsource aluminum (Hangzhou 7075 T7351 plate and Yellow River 300M bar) has no
    compliant use in this review cycle because the only programs needing those exact
    specs are DFARS-controlled. Recommend Materials Planning/Finance review for
    disposition o

    … 3,212 more characters of output in the raw trajectory.

  143. 212Bash297k1

    Tool execution only — no assistant text

    Bashpdftotext material_sourcing_recommendation_memo.pdf - | sed -n '730,750p'3k chars

    Arguments

    pdftotext material_sourcing_recommendation_memo.pdf - | sed -n '730,750p'

    Output

    1. Release purchase orders for the 15 recommended quote lines in Section 3 (total
    $33,004.14); combine Meridian's and Tundra's 2024 extrusion orders into a single
    Cascade PO as described in Section 5.3.
    2. Quality/MRB: expedite disposition of LOT-B3E7C0 (surface-pitting hold) given its
    cross-program cost and supply-diversification impact; disposition LOT-1F9D63
    (suspended source) separately.
    3. PMO: confirm firm demand status on REQ-L8Q4 and monitor its 2-day schedule
    margin; confirm Tentative lines generally (REQ-L8Q4, REQ-G2J9, REQ-Y8K2, REQS6P3, REQ-U4B8, REQ-W9A3) as the 2026-Q3 plan firms up, since several sit on
    tight or shared pools.
    4. Contracts/PMO: obtain written confirmation of Slovenia's status under the CUSTEU customer agreement before using Adriatic-sourced material against any
    Meridian or Tundra requirement.
    5. Supplier Quality: engage Tri-State Metals Distribution on 3.1 certification for 4340
    bar and 7075 T651 plate; track Lone Star Aerospace Metals' requalification au

    … 2,044 more characters of output in the raw trajectory.

  144. 213Fixed correctly — Section 8 now restarts at 1-6. The memo and workbook are both complete and validated. Let me do a fina…298k

    Fixed correctly — Section 8 now restarts at 1-6. The memo and workbook are both complete and validated. Let me do a final comprehensive check of both output files.

  145. 214Bash1

    Tool execution only — no assistant text

    Bashls -la /workspace/output/ echo "---" python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 90 echo "---" python3 /logs/agent/sessions/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx

    Arguments

    ls -la /workspace/output/
    echo "---"
    python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 90
    echo "---"
    python3 /logs/agent/sessions/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx

    Output

    total 140
    drwxr-xr-x 1 root root  4096 Aug 20 18:48 .
    drwxr-xr-x 1 root root  4096 Aug 20 18:16 ..
    -rw-r--r-- 1 root root 81360 Aug 20 18:45 material_sourcing_analysis_workbook.xlsx
    -rw-r--r-- 1 root root 46974 Aug 20 18:55 material_sourcing_recommendation_memo.docx
    ---
    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 3310
    }
    ---
    
    Paragraphs: 0 → 225 (+225)
    All validations PASSED!
    
    [stdout]
    total 140
    drwxr-xr-x 1 root root  4096 Aug 20 18:48 .
    drwxr-xr-x 1 root root  4096 Aug 20 18:16 ..
    -rw-r--r-- 1 root root 81360 Aug 20 18:45 material_sourcing_analysis_workbook.xlsx
    -rw-r--r-- 1 root root 46974 Aug 20 18:55 material_sourcing_recommendation_memo.docx
    ---
    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 3310
    }
    ---
    
    Paragraphs: 0 → 225 (+225)
    All validations PASSED!
    [metadata]
    noOutputExpected: false
  146. 216Let me double-check a specific figure in the escalations section for arithmetic accuracy.302k

    Let me double-check a specific figure in the escalations section for arithmetic accuracy.

  147. 217Bash1

    Tool execution only — no assistant text

    Bashgrep -n "2,072\|2072" /workspace/work/build_memo.py1k chars

    Arguments

    grep -n "2,072\|2072" /workspace/work/build_memo.py

    Output

    318:numbered("Tri-State Metals Distribution supplies Certificate-of-Conformance material (not a 3.1 report) on both its on-hand 4340 AMS 6415 bar lot and its matching RFQ quote, and separately on a 7075 T651 plate lot — 2,072 lb combined face value that is unusable for certified hardware as offered. This is a supplier pattern, not an isolated lot. Recommend Supplier Quality raise this directly with Tri-State; require 3.1 mill test reporting before further certified-hardware buys are placed with them.", bold_lead="Supplier quality follow-up (Medium): ")
    
    [stdout]
    318:numbered("Tri-State Metals Distribution supplies Certificate-of-Conformance material (not a 3.1 report) on both its on-hand 4340 AMS 6415 bar lot and its matching RFQ quote, and separately on a 7075 T651 plate lot — 2,072 lb combined face value that is unusable for certified hardware as offered. This is a supplier pattern, not an isolated lot. Recommend Supplier Quality raise this directly with Tri-State; require 3.1 mill t

    … 166 more characters of output in the raw trajectory.

  148. 219Bash303k1

    Tool execution only — no assistant text

    Bashgrep -n "1,180.8\|1180.8" /workspace/work/build_memo.py

    Arguments

    grep -n "1,180.8\|1180.8" /workspace/work/build_memo.py

    Output

    (Bash completed with no output)
    
    [metadata]
    returnCodeInterpretation: No matches found
    noOutputExpected: false
  149. 221Bash303k1

    Tool execution only — no assistant text

    Bashgrep -n "Tri-State" /workspace/work/build_wb1.py | head -203k chars

    Arguments

    grep -n "Tri-State" /workspace/work/build_wb1.py | head -20

    Output

    408: 'REQ-K9P1': (None, 0, "Fully covered by two on-hand lots (LOT-3E8C71 416 lb + LOT-9A4F37 199 lb). Tri-State's on-hand lot (592.8 lb usable) and RFQ quote for this spec are both Certificate-of-Conformance only and cannot be used for certified production. Compliant backup quotes exist (Brunderman 11-day margin, Great Lakes 13-day margin) if incoming inspection rejects the primary lots."),
    426: 'REQ-N3K4': (None, 0, "Fully covered by LOT-9C5F28 (301 of 385.95 lb usable). Backup quotes: Tri-State (44-day margin), Cascade (38-day margin)."),
    431: 'REQ-H7D5': ('QTE-D9F3B1', 250, "Total-cost-optimal: Great Lakes $5.35/lb x250 lb (its minimum) = $1,337.50, beating Brunderman ($5.20/lb nominal but 300 lb minimum = $1,560.00). Cheapest raw quote (Tri-State, $4.95/lb) excluded - Certificate of Conformance only, no 3.1 report."),
    514: ('MEDIUM','Certification Gap','Tri-State Metals Distribution offers Certificate-of-Conformance (no mill test results) rather than a 3.1 report on both its on-ha

    … 2,256 more characters of output in the raw trajectory.

  150. 223Found a real error — the memo says "2,072 lb" but the correct figure (verified: 592.8 + 588 usable lb from the two Tri-S…305k

    Found a real error — the memo says "2,072 lb" but the correct figure (verified: 592.8 + 588 usable lb from the two Tri-State C-of-C lots) is 1,180.8 lb, matching what the workbook correctly states. Let me fix this.

  151. 224Edit1

    Tool execution only — no assistant text

    Edit/workspace/work/build_memo.py (+replace_all, old_string)6k chars

    Arguments

    replace_all
    false
    file_path
    /workspace/work/build_memo.py
    old_string
    numbered("Tri-State Metals Distribution supplies Certificate-of-Conformance material (not a 3.1 report) on both its on-hand 4340 AMS 6415 bar lot and its matching RFQ quote, and separately on a 7075 T651 plate lot — 2,072 lb combined face value that is unusable for certified hardware as offered. This is a supplier pattern, not an isolated lot. Recommend Supplier Quality raise this directly with Tri-State; require 3.1 mill test reporting before further certified-hardware buys are placed with them.", bold_lead="Sup

    … 669 more characters of arguments in the raw trajectory.

    Output

    The file /workspace/work/build_memo.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/work/build_memo.py
    oldString: numbered("Tri-State Metals Distribution supplies Certificate-of-Conformance material (not a 3.1 report) on both its on-hand 4340 AMS 6415 bar lot and its matching RFQ quote, and separately on a 7075 T651 plate lot — 2,072 lb combined face value that is unusable for certified hardware as offered. This is a supplier pattern, not an isolated lot. Recommend Supplier Quality raise this directly with Tri-State; require 3.1 mill test reporting before further certified-hardware buys are placed with them.", bold_lead="Supplier quality follow-up (Medium): ")
    newString: numbered("Tri-State Metals Distribution supplies Certificate-of-Conformance material (not a 3.1 report) on both its on-hand 4340 AMS 6415 bar lot (592.8 lb usable) and its matching RFQ quote for that spec, and separa

    … 4,959 more characters of output in the raw trajectory.

  152. 226Let me rebuild and then systematically audit every numeric figure in the memo against verified source data, since precis…305k

    Let me rebuild and then systematically audit every numeric figure in the memo against verified source data, since precision matters critically here.

  153. 227Bash1

    Tool execution only — no assistant text

    Bashrm -rf unpacked_memo material_sourcing_recommendation_memo.pdf memo-*.jpg python3 build_memo.py

    Arguments

    rm -rf unpacked_memo material_sourcing_recommendation_memo.pdf memo-*.jpg
    python3 build_memo.py

    Output

    All sections saved.
    
    [stdout]
    All sections saved.
    [metadata]
    noOutputExpected: false
  154. 228Bash305k1

    Tool execution only — no assistant text

    Bashpython3 -c " import docx d = docx.Document('/workspace/output/material_sourcing_recommendation_memo.docx') full_text = [] for p in d.paragraphs: full_text.append(p.text) for t in d.tables: for row in t.rows: full_text.append(' | '.join(c.text for c in row.cells)) text = '\n'.join(full_text) with open('/workspace/work/memo_fulltext.txt','w') as f: f.write(text) print(len(text), 'chars') "

    Arguments

    python3 -c "
    import docx
    d = docx.Document('/workspace/output/material_sourcing_recommendation_memo.docx')
    full_text = []
    for p in d.paragraphs:
        full_text.append(p.text)
    for t in d.tables:
        for row in t.rows:
            full_text.append(' | '.join(c.text for c in row.cells))
    text = '\n'.join(full_text)
    with open('/workspace/work/memo_fulltext.txt','w') as f:
        f.write(text)
    print(len(text), 'chars')
    "
    

    Output

    28361 chars
    
    [stdout]
    28361 chars
    [metadata]
    noOutputExpected: false
  155. 229Bash305k1

    Tool execution only — no assistant text

    Bashgrep -oE '\$[0-9,]+\.[0-9]{2}|\$[0-9,]+' /workspace/work/memo_fulltext.txt | sort | uniq -c | sort -rn2k chars

    Arguments

    grep -oE '\$[0-9,]+\.[0-9]{2}|\$[0-9,]+' /workspace/work/memo_fulltext.txt | sort | uniq -c | sort -rn

    Output

    3 $8.10
          3 $33,004.14
          3 $12.40
          3 $11.75
          3 $10.20
          2 $9.85
          2 $9.55
          2 $9.40
          2 $8,715
          2 $7.40
          2 $6.90
          2 $5.45
          2 $5.35
          2 $4.95
          2 $14.20
          2 $11.10
          2 $1,742.70
          2 $1,337.50
          1 $9.95
          1 $886.65
          1 $8.70
          1 $8,514.62
          1 $7.60
          1 $6,318.80
          1 $5.75
          1 $5,557.96
          1 $5,305.20
          1 $4,700.00
          1 $4,400
          1 $4,295.05
          1 $4,015.12
          1 $3,058.76
          1 $3,012.51
          1 $273.20
          1 $2,666.60
          1 $2,519.20
          1 $2,499.20
          1 $2,180
          1 $2,120.05
          1 $10.90
          1 $1,980.30
          1 $1,950.30
          1 $1,794.36
          1 $1,618.80
          1 $1,560.00
          1 $1,520.00
          1 $1,344
    
    [stdout]
          3 $8.10
          3 $33,004.14
          3 $12.40
          3 $11.75
          3 $10.20
          2 $9.85
          2 $9.55
          2 $9.40
          2 $8,715
          2 $7.40
          2 $6.90
          2 $5.45
          2 $5.35
          2 $4.95
          2 $14.20
          2 $11.10
    

    … 564 more characters of output in the raw trajectory.

  156. 231Bash309k1

    Tool execution only — no assistant text

    Bashgrep -oE '[0-9][0-9,]*\.?[0-9]* lb' /workspace/work/memo_fulltext.txt | sort | uniq -c | sort -rn | head -602k chars

    Arguments

    grep -oE '[0-9][0-9,]*\.?[0-9]* lb' /workspace/work/memo_fulltext.txt | sort | uniq -c | sort -rn | head -60

    Output

    3 950.6 lb
          3 736 lb
          3 250 lb
          3 23.1 lb
          3 157 lb
          2 979.4 lb
          2 736.6 lb
          2 69.5 lb
          2 6.6 lb
          2 516.6 lb
          2 5,110 lb
          2 430 lb
          2 400 lb
          2 325.4 lb
          2 287 lb
          2 268 lb
          2 213 lb
          2 200 lb
          2 15,805 lb
          2 106.2 lb
          2 1.75 lb
          1 842 lb
          1 72 lb
          1 700 lb
          1 7,734.4 lb
          1 653.6 lb
          1 600 lb
          1 593.4 lb
          1 592.8 lb
          1 588 lb
          1 500.2 lb
          1 5 lb
          1 45 lb
          1 4.8 lb
          1 394 lb
          1 389 lb
          1 357 lb
          1 347 lb
          1 323.9 lb
          1 323.8 lb
          1 274.6 lb
          1 271 lb
          1 269.25 lb
          1 244 lb
          1 236.1 lb
          1 214.6 lb
          1 205 lb
          1 198 lb
          1 176 lb
          1 174.5 lb
          1 162 lb
          1 160 lb
          1 159 lb
          1 154.2 lb
          1 147 lb
          1 1,180.8 lb
    
    [stdout]
          3 950.6 lb
          3 736 lb
          3 250 lb
          3 23.1 lb
          3 157 lb
          2 979.4 lb
          2 736.

    … 820 more characters of output in the raw trajectory.

  157. 233Bash311k1

    Tool execution only — no assistant text

    Bashgrep -oE '[0-9]+(\.[0-9]+)?%|[0-9]+-day' /workspace/work/memo_fulltext.txt | sort | uniq -c

    Arguments

    grep -oE '[0-9]+(\.[0-9]+)?%|[0-9]+-day' /workspace/work/memo_fulltext.txt | sort | uniq -c

    Output

    1 11-day
          3 2-day
          1 32%
          1 48.9%
          1 8-day
    
    [stdout]
          1 11-day
          3 2-day
          1 32%
          1 48.9%
          1 8-day
    [metadata]
    noOutputExpected: false
  158. 235Found another discrepancy — let me verify the supplier count claim.313k

    Found another discrepancy — let me verify the supplier count claim.

  159. 236Bash1

    Tool execution only — no assistant text

    Bashgrep -n "suppliers" /workspace/work/build_memo.py

    Arguments

    grep -n "suppliers" /workspace/work/build_memo.py

    Output

    178:bullet("Recommended new-purchase spend across all 26 requirements totals $33,004.14 (15 purchase actions across 8 suppliers). Every requirement in this cycle can be resolved through inventory and/or a documented, compliant, schedule-feasible quote — there are no unresolvable shortages this cycle.", bold_lead="Spend: ")
    
    [stdout]
    178:bullet("Recommended new-purchase spend across all 26 requirements totals $33,004.14 (15 purchase actions across 8 suppliers). Every requirement in this cycle can be resolved through inventory and/or a documented, compliant, schedule-feasible quote — there are no unresolvable shortages this cycle.", bold_lead="Spend: ")
    [metadata]
    noOutputExpected: false
  160. 238Bash313k1

    Tool execution only — no assistant text

    Bashpython3 -c " import re content = open('/workspace/work/build_wb1.py').read() # extract REC dict quote ids import ast start = content.index('REC = {') end = content.index('\n}', start) block = content[start:end+2] # crude parse: find all tuples of form ('QTE-XXXX', ...) quotes = re.findall(r\"'(QTE-[A-Z0-9]+)'\", block) print('quote lines:', len(quotes), quotes) print('distinct quotes:', len(set(quotes))) "

    Arguments

    python3 -c "
    import re
    content = open('/workspace/work/build_wb1.py').read()
    # extract REC dict quote ids
    import ast
    start = content.index('REC = {')
    end = content.index('\n}', start)
    block = content[start:end+2]
    # crude parse: find all tuples of form ('QTE-XXXX', ...) 
    quotes = re.findall(r\"'(QTE-[A-Z0-9]+)'\", block)
    print('quote lines:', len(quotes), quotes)
    print('distinct quotes:', len(set(quotes)))
    "
    

    Output

    quote lines: 15 ['QTE-A3F91C', 'QTE-8B3F19', 'QTE-5D8B72', 'QTE-A3F91C', 'QTE-6D1B84', 'QTE-2D7C64', 'QTE-2F8C41', 'QTE-1A6E38', 'QTE-3A9F18', 'QTE-2D7C64', 'QTE-9A2E57', 'QTE-9E4B27', 'QTE-C1E7B4', 'QTE-7E2A85', 'QTE-D9F3B1']
    distinct quotes: 13
    
    [stdout]
    quote lines: 15 ['QTE-A3F91C', 'QTE-8B3F19', 'QTE-5D8B72', 'QTE-A3F91C', 'QTE-6D1B84', 'QTE-2D7C64', 'QTE-2F8C41', 'QTE-1A6E38', 'QTE-3A9F18', 'QTE-2D7C64', 'QTE-9A2E57', 'QTE-9E4B27', 'QTE-C1E7B4', 'QTE-7E2A85', 'QTE-D9F3B1']
    distinct quotes: 13
    [metadata]
    noOutputExpected: false
  161. 240Bash314k1

    Tool execution only — no assistant text

    Bashpython3 -c " from openpyxl import load_workbook wb = load_workbook('/workspace/output/material_sourcing_analysis_workbook.xlsx', data_only=True) ws = wb['Quotes'] headers=[c.value for c in ws[1]] idx={h:i for i,h in enumerate(headers)} qmap={} for row in ws.iter_rows(min_row=2,values_only=True): qmap[row[idx['Quote ID']]]=row[idx['Source Name']] quotes = ['QTE-A3F91C', 'QTE-8B3F19', 'QTE-5D8B72', 'QTE-A3F91C', 'QTE-6D1B84', 'QTE-2D7C64', 'QTE-2F8C41', 'QTE-1A6E38', 'QTE-3A9F18', 'QTE-2D7C64', 'QTE-9A2E57', 'QTE-9E4B27', 'QTE-C1E7B4', 'QTE-7E2A85', 'QTE-D9F3B1'] suppl

    Arguments

    python3 -c "
    from openpyxl import load_workbook
    wb = load_workbook('/workspace/output/material_sourcing_analysis_workbook.xlsx', data_only=True)
    ws = wb['Quotes']
    headers=[c.value for c in ws[1]]
    idx={h:i for i,h in enumerate(headers)}
    qmap={}
    for row in ws.iter_rows(min_row=2,values_only=True):
        qmap[row[idx['Quote ID']]]=row[idx['Source Name']]
    quotes = ['QTE-A3F91C', 'QTE-8B3F19', 'QTE-5D8B72', 'QTE-A3F91C', 'QTE-6D1B84', 'QTE-2D7C64', 'QTE-2F8C41', 'QTE-1A6E38', 'QTE-3A9F18', 'QTE-2D7C64', 'QTE-9A2E57', 'QTE-9E4B27', 'QTE-C1E7B4', 'QTE-7E2A85', 'QTE-D9F3B1']
    suppl

    … 127 more characters of arguments in the raw trajectory.

    Output

    Adriatic Aero Alloys d.o.o.
    Ardenne Steelworks SA
    Brunderman Forge & Bar Inc
    Cascade Rolled Products LLC
    Great Lakes Plate & Bar Co
    Yellow River Specialty Steel
    distinct suppliers: 6
    
    [stdout]
    Adriatic Aero Alloys d.o.o.
    Ardenne Steelworks SA
    Brunderman Forge & Bar Inc
    Cascade Rolled Products LLC
    Great Lakes Plate & Bar Co
    Yellow River Specialty Steel
    distinct suppliers: 6
    [metadata]
    noOutputExpected: false
  162. 241Confirmed: 6 distinct suppliers, not 8, and 14 purchase orders (13 distinct quotes, one pair combined). Let me fix the e…315k

    Confirmed: 6 distinct suppliers, not 8, and 14 purchase orders (13 distinct quotes, one pair combined). Let me fix the executive summary.

  163. 242Edit1

    Tool execution only — no assistant text

    Edit/workspace/work/build_memo.py (+replace_all, old_string, new_string)4k chars

    Arguments

    replace_all
    true
    file_path
    /workspace/work/build_memo.py
    old_string
    bullet("Recommended new-purchase spend across all 26 requirements totals $33,004.14 (15 purchase actions across 8 suppliers). Every requirement in this cycle can be resolved through inventory and/or a documented, compliant, schedule-feasible quote — there are no unresolvable shortages this cycle.", bold_lead="Spend: ")
    new_string
    bullet("Recommended new-purchase spend across all 26 requirements totals $33,004.14 across 14 purchase orders (15 requirement-level purchase lines, two of which combine into one coo

    … 251 more characters of arguments in the raw trajectory.

    Output

    The file /workspace/work/build_memo.py has been updated. All occurrences were successfully replaced. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/work/build_memo.py
    oldString: bullet("Recommended new-purchase spend across all 26 requirements totals $33,004.14 (15 purchase actions across 8 suppliers). Every requirement in this cycle can be resolved through inventory and/or a documented, compliant, schedule-feasible quote — there are no unresolvable shortages this cycle.", bold_lead="Spend: ")
    newString: bullet("Recommended new-purchase spend across all 26 requirements totals $33,004.14 across 14 purchase orders (15 requirement-level purchase lines, two of which combine into one coordinated PO — Section 5.3) placed with 6 suppliers. Every requirement in this cycle can be resolved through inventory and/or a documented, compliant, schedule-feasible quote — there are no unresolvable shortages this cycle.", bold_lead=

    … 3,352 more characters of output in the raw trajectory.

  164. 244Bash316k1

    Tool execution only — no assistant text

    Bashgrep -n "suppliers\|purchase order\|PO(s)\| POs \|8 suppliers\|six suppliers\|eight suppliers" /workspace/work/build_memo.py3k chars

    Arguments

    grep -n "suppliers\|purchase order\|PO(s)\| POs \|8 suppliers\|six suppliers\|eight suppliers" /workspace/work/build_memo.py

    Output

    178:bullet("Recommended new-purchase spend across all 26 requirements totals $33,004.14 across 14 purchase orders (15 requirement-level purchase lines, two of which combine into one coordinated PO — Section 5.3) placed with 6 suppliers. Every requirement in this cycle can be resolved through inventory and/or a documented, compliant, schedule-feasible quote — there are no unresolvable shortages this cycle.", bold_lead="Spend: ")
    291:para("Meridian's residual shortfall on this spec (23.1 lb) is far below Cascade's 200 lb minimum order; bought alone it would cost $1,520.00 for a 23.1 lb need. Tundra's shortfall on the identical spec (213 lb) already clears the minimum on its own. Issuing one coordinated 236.1 lb purchase order to Cascade instead of two independent orders costs $1,794.36 combined and avoids roughly $1,344 of avoidable minimum-order waste. This is a pure procurement-coordination opportunity, not a compliance question, and is recommended in both programs' line items above.")

    … 2,456 more characters of output in the raw trajectory.

  165. 246Bash317k1

    Tool execution only — no assistant text

    Bashrm -rf unpacked_memo material_sourcing_recommendation_memo.pdf memo-*.jpg python3 build_memo.py python3 /logs/agent/sessions/skills/docx/scripts/office/unpack.py /workspace/output/material_sourcing_recommendation_memo.docx unpacked_memo/ >/dev/null

    Arguments

    rm -rf unpacked_memo material_sourcing_recommendation_memo.pdf memo-*.jpg
    python3 build_memo.py
    python3 /logs/agent/sessions/skills/docx/scripts/office/unpack.py /workspace/output/material_sourcing_recommendation_memo.docx unpacked_memo/ >/dev/null

    Output

    All sections saved.
    
    [stdout]
    All sections saved.
    [metadata]
    noOutputExpected: false
  166. 247Edit317k1

    Tool execution only — no assistant text

    Edit/workspace/work/unpacked_memo/word/settings.xml (+replace_all, old_string, new_string)4k chars

    Arguments

    replace_all
    false
    file_path
    /workspace/work/unpacked_memo/word/settings.xml
    old_string
    <w:zoom w:val="bestFit"/>
    new_string
    <w:zoom w:val="bestFit" w:percent="100"/>

    Output

    The file /workspace/work/unpacked_memo/word/settings.xml has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/work/unpacked_memo/word/settings.xml
    oldString:   <w:zoom w:val="bestFit"/>
    newString:   <w:zoom w:val="bestFit" w:percent="100"/>
    originalFile: |
      <?xml version="1.0" encoding="utf-8"?>
      <w:settings xmlns:mc="http://schemas.openxmlformats.org/markup-compatibility/2006" xmlns:o="urn:schemas-microsoft-com:office:office" xmlns:r="http://schemas.openxmlformats.org/officeDocument/2006/relationships" xmlns:m="http://schemas.openxmlformats.org/officeDocument/2006/math" xmlns:v="urn:schemas-microsoft-com:vml" xmlns:w10="urn:schemas-microsoft-com:office:word" xmlns:w="http://schemas.openxmlformats.org/wordprocessingml/2006/main" xmlns:w14="http://schemas.microsoft.com/office/word/2010/wordml" xmlns:sl="http://schemas.openxmlformats.org/schemaLibrary/2006/main" mc:Ign

    … 3,340 more characters of output in the raw trajectory.

  167. 248Bash317k1

    Tool execution only — no assistant text

    Bashpython3 /logs/agent/sessions/skills/docx/scripts/office/pack.py unpacked_memo/ /workspace/output/material_sourcing_recommendation_memo.docx --original /workspace/output/material_sourcing_recommendation_memo.docx && python3 /logs/agent/sessions/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx

    Arguments

    python3 /logs/agent/sessions/skills/docx/scripts/office/pack.py unpacked_memo/ /workspace/output/material_sourcing_recommendation_memo.docx --original /workspace/output/material_sourcing_recommendation_memo.docx && python3 /logs/agent/sessions/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx

    Output

    Paragraphs: 225 → 225 (0)
    All validations PASSED!
    Successfully packed unpacked_memo to /workspace/output/material_sourcing_recommendation_memo.docx
    
    Paragraphs: 0 → 225 (+225)
    All validations PASSED!
    
    [stdout]
    Paragraphs: 225 → 225 (0)
    All validations PASSED!
    Successfully packed unpacked_memo to /workspace/output/material_sourcing_recommendation_memo.docx
    
    Paragraphs: 0 → 225 (+225)
    All validations PASSED!
    [metadata]
    noOutputExpected: false
  168. 250Bash318k1

    Tool execution only — no assistant text

    Bashpython3 -c " import docx d = docx.Document('/workspace/output/material_sourcing_recommendation_memo.docx') full_text = [] for p in d.paragraphs: full_text.append(p.text) for t in d.tables: for row in t.rows: full_text.append(' | '.join(c.text for c in row.cells)) text = '\n'.join(full_text) with open('/workspace/work/memo_fulltext.txt','w') as f: f.write(text) " grep -n "1,180.8\|8 suppliers\|2,072\|6 suppliers\|14 purchase orders" /workspace/work/memo_fulltext.txt2k chars

    Arguments

    python3 -c "
    import docx
    d = docx.Document('/workspace/output/material_sourcing_recommendation_memo.docx')
    full_text = []
    for p in d.paragraphs:
        full_text.append(p.text)
    for t in d.tables:
        for row in t.rows:
            full_text.append(' | '.join(c.text for c in row.cells))
    text = '\n'.join(full_text)
    with open('/workspace/work/memo_fulltext.txt','w') as f:
        f.write(text)
    "
    grep -n "1,180.8\|8 suppliers\|2,072\|6 suppliers\|14 purchase orders" /workspace/work/memo_fulltext.txt

    Output

    8:Spend: Recommended new-purchase spend across all 26 requirements totals $33,004.14 across 14 purchase orders (15 requirement-level purchase lines, two of which combine into one coordinated PO — Section 5.3) placed with 6 suppliers. Every requirement in this cycle can be resolved through inventory and/or a documented, compliant, schedule-feasible quote — there are no unresolvable shortages this cycle.
    88:Supplier quality follow-up (Medium): Tri-State Metals Distribution supplies Certificate-of-Conformance material (not a 3.1 report) on both its on-hand 4340 AMS 6415 bar lot (592.8 lb usable) and its matching RFQ quote for that spec, and separately on a 7075 T651 plate lot (588 lb usable) — 1,180.8 lb combined on-hand material that is unusable for certified hardware as offered. This is a supplier pattern, not an isolated lot. Recommend Supplier Quality raise this directly with Tri-State; require 3.1 mill test reporting before further certified-hardware buys are placed with them.
    
    [stdo

    … 1,036 more characters of output in the raw trajectory.

  169. 251Both fixes confirmed in place. Let me render the final version and check the remaining pages for layout issues.318k

    Both fixes confirmed in place. Let me render the final version and check the remaining pages for layout issues.

  170. 252Bash1

    Tool execution only — no assistant text

    Bashpython3 /logs/agent/sessions/skills/docx/scripts/office/soffice.py --headless --convert-to pdf /workspace/output/material_sourcing_recommendation_memo.docx --outdir /workspace/work/ 2>&1 | tail -2 pdftoppm -jpeg -r 100 material_sourcing_recommendation_memo.pdf memo && pdfinfo material_sourcing_recommendation_memo.pdf | grep Pages

    Arguments

    python3 /logs/agent/sessions/skills/docx/scripts/office/soffice.py --headless --convert-to pdf /workspace/output/material_sourcing_recommendation_memo.docx --outdir /workspace/work/ 2>&1 | tail -2
    pdftoppm -jpeg -r 100 material_sourcing_recommendation_memo.pdf memo && pdfinfo material_sourcing_recommendation_memo.pdf | grep Pages

    Output

    Warning: failed to launch javaldx - java may not function correctly
    convert /workspace/output/material_sourcing_recommendation_memo.docx as a Writer document -> /workspace/work/material_sourcing_recommendation_memo.pdf using filter : writer_pdf_Export
    Pages:           11
    
    [stdout]
    Warning: failed to launch javaldx - java may not function correctly
    convert /workspace/output/material_sourcing_recommendation_memo.docx as a Writer document -> /workspace/work/material_sourcing_recommendation_memo.pdf using filter : writer_pdf_Export
    Pages:           11
    [metadata]
    noOutputExpected: false
  171. 253Read318k1

    Tool execution only — no assistant text

    Read/workspace/work/memo-09.jpg584k chars

    Arguments

    /workspace/work/memo-09.jpg

    Output

    type: image
    source:
      type: base64
      data: 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

    … 582,821 more characters of output in the raw trajectory.

  172. 254This section renders well and reflects the corrected figures. The document is comprehensive, accurate, and well-formatte…320k

    This section renders well and reflects the corrected figures. The document is comprehensive, accurate, and well-formatted. Let me clean up the working directory files that shouldn't be in the output folder.

  173. 255Bash1

    Tool execution only — no assistant text

    Bashls -la /workspace/output/ echo "---checking no stray files in output---" find /workspace/output -type f

    Arguments

    ls -la /workspace/output/
    echo "---checking no stray files in output---"
    find /workspace/output -type f

    Output

    total 140
    drwxr-xr-x 1 root root  4096 Aug 20 18:56 .
    drwxr-xr-x 1 root root  4096 Aug 20 18:16 ..
    -rw-r--r-- 1 root root 81354 Aug 20 18:56 material_sourcing_analysis_workbook.xlsx
    -rw-r--r-- 1 root root 47037 Aug 20 19:01 material_sourcing_recommendation_memo.docx
    ---checking no stray files in output---
    /workspace/output/material_sourcing_recommendation_memo.docx
    /workspace/output/material_sourcing_analysis_workbook.xlsx
    
    [stdout]
    total 140
    drwxr-xr-x 1 root root  4096 Aug 20 18:56 .
    drwxr-xr-x 1 root root  4096 Aug 20 18:16 ..
    -rw-r--r-- 1 root root 81354 Aug 20 18:56 material_sourcing_analysis_workbook.xlsx
    -rw-r--r-- 1 root root 47037 Aug 20 19:01 material_sourcing_recommendation_memo.docx
    ---checking no stray files in output---
    /workspace/output/material_sourcing_recommendation_memo.docx
    /workspace/output/material_sourcing_analysis_workbook.xlsx
    [metadata]
    noOutputExpected: false
  174. 257Bash321k1

    Tool execution only — no assistant text

    Bashecho "=== XLSX final check ===" python3 /logs/agent/sessions/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 90 2>/dev/null || python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 90 echo "=== DOCX final check ===" python3 /logs/agent/sessions/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx

    Arguments

    echo "=== XLSX final check ==="
    python3 /logs/agent/sessions/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 90 2>/dev/null || python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 90
    echo "=== DOCX final check ==="
    python3 /logs/agent/sessions/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx

    Output

    === XLSX final check ===
    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 3310
    }
    === DOCX final check ===
    
    Paragraphs: 0 → 225 (+225)
    All validations PASSED!
    
    [stdout]
    === XLSX final check ===
    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 3310
    }
    === DOCX final check ===
    
    Paragraphs: 0 → 225 (+225)
    All validations PASSED!
    [metadata]
    noOutputExpected: false
  175. 258Both deliverables are finalized and validated. Let me clean up the temporary working files.321k

    Both deliverables are finalized and validated. Let me clean up the temporary working files.

  176. 259Bash1

    Tool execution only — no assistant text

    Bashrm -rf /workspace/work/unpacked_memo /workspace/work/*.pdf /workspace/work/*.jpg ls /workspace/work/

    Arguments

    rm -rf /workspace/work/unpacked_memo /workspace/work/*.pdf /workspace/work/*.jpg
    ls /workspace/work/

    Output

    allocate.py
    analyze.py
    build_memo.py
    build_wb1.py
    eligibility.py
    lot_eligibility.csv
    memo_fulltext.txt
    recommend.py
    results.json
    
    [stdout]
    allocate.py
    analyze.py
    build_memo.py
    build_wb1.py
    eligibility.py
    lot_eligibility.csv
    memo_fulltext.txt
    recommend.py
    results.json
    [metadata]
    noOutputExpected: false
  177. 260Both deliverables are complete in /workspace/output/: material_sourcing_recommendation_memo.docx — an 11-page memo for t…322k

    Both deliverables are complete in /workspace/output/:

    material_sourcing_recommendation_memo.docx — an 11-page memo for the named stakeholders (PMO, Procurement, Supplier Quality, Quality, Materials Planning) covering the executive summary, program-by-program plan, compliance findings, cross-program contention, cost/lead-time tradeoffs, and ranked escalations.

    material_sourcing_analysis_workbook.xlsx — a 10-tab, formula-driven model (3,310 live formulas, zero errors): Summary dashboard, Requirement Coverage rollup, Escalations & Risks, a 54-row Allocation Waterfall implementing priority-sequenced inventory drawdown, a 67-row Quote Feasibility grid, and full input tabs (Requirements, Lot Ledger, Quotes, Sources, Programs).

    Key findings from the analysis:

    • Of 26 requirements, 11 are fully covered by compliant inventory, 8 need a supplementary purchase, 7 need a purchase in full — total recommended spend $33,004.14 across 14 POs with 6 suppliers.
    • Only 48.9% of gross on-hand material relevant to these specs is actually usable once certification, traceability, holds, and source approval are applied — 5,110 lb sits in 7 lots disqualified outright (Certificates of Conformance where a 3.1 report is required, open MRB/receiving holds, Not Approved/Suspended/Conditional sources).
    • The cheapest or fastest option was disqualified on compliance grounds in at least six cases (e.g., a Not-Approved-source quote at $8.10/lb for DFARS-restricted 15-5PH plate); all picks are total-landed-cost optimal among compliant, schedule-feasible options, not lowest sticker price.
    • Top escalation: a single open MRB hold on a 979 lb French plate lot is blocking ~$8,715 of otherwise-avoidable purchases across two programs.

    One thing worth flagging: I caught and corrected two drafting errors during a self-audit pass (a miscalculated "2,072 lb" that should have been 1,180.8 lb, and an incorrect "8 suppliers" that should have been 6) — both are now fixed and cross-verifie

    … 23 more characters in the raw trajectory.

4 failure modes across 4 verifier failures

  1. 1Source Ambiguity Collapsed Without EscalationView on Failure Modes ↗Input and Instruction Comprehension1 failure

    Description

    Does the artifact acknowledge that the packet leaves a recommendation-changing rule unresolved, then choose one interpretation without preserving alternatives or escalating it?

    Failure evidence · per affected verifier

    • The workbook resolves an unstated packet ambiguity, treating Conditional-source stock as a new commitment or requiring extra Slovenia-origin confirmation, by picking one reading without flagging it as unresolved.

  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. 3Required Evidence Fields or Rows OmittedView on Failure Modes ↗Deliverable Completion and Structure1 failure

    Description

    Is the decision generally present, but the required exact identifiers, comparison rows, operational columns, governing terms, before-and-after values, or validation fields needed to verify it are absent?

    Failure evidence · per affected verifier

    • MOQ-driven buys show the residual need and the MOQ-adjusted order quantity across various sheets but never state the excess amount as its own value.

  4. 4Escalation 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.