task_111Manufacturing

Arguments

strategic_intent

Research and analyze the material sourcing data files, including demand, inventory, substitutions, approved sources, quotes, and program priorities.

title

Chapter 1: Research and Data Extraction

summary

I am beginning the material sourcing review by reading and analyzing the input documents located in /workspace/data. This includes analyzing the Excel sheets (approved material source list, inventory lot certification, material demand forecast, supplier quote lead-time matrix), reading the PDF (engineering material substitution policy), and reviewing the Word docume

… 228 more characters of arguments in the raw trajectory.

Output

Current topic: "Chapter 1: Research and Data Extraction"
Topic summary: I am beginning the material sourcing review by reading and analyzing the input documents located in /workspace/data. This includes analyzing the Excel sheets (approved material source list, inventory lot certification, material demand forecast, supplier quote lead-time matrix), reading the PDF (engineering material substitution policy), and reviewing the Word document (program priority build schedule). I will use specialized skills and tools to extract and compile this data to design a comprehensive material sourcing plan and then construct the required deliverables in /workspace/output.

Strategic Intent: Research and analyze the material sourcing data files, including demand, inventory, substitutions, approved sources, quotes, and program priorities.

Arguments

xlsx

Output

<activated_skill name="xlsx">
  <instructions>
    # Requirements for Outputs

## All Excel files

### Professional Font
- Use a consistent, professional font (e.g., Arial, Times New Roman) for all deliverables unless otherwise instructed by the user

### Zero Formula Errors
- Every Excel model MUST be delivered with ZERO formula errors (#REF!, #DIV/0!, #VALUE!, #N/A, #NAME?)

### Preserve Existing Templates (when updating templates)
- Study and EXACTLY match existing format, style, and conventions when modifying files
- Never impose standardized formatting on files with established patterns
- Existing template conventions ALWAYS override these guidelines

## Financial models

### Color Coding Standards
Unless otherwise stated by the user or existing template

#### Industry-Standard Color Conventions
- **Blue text (RGB: 0,0,255)**: Hardcoded inputs, and numbers users will change for scenarios
- **Black text (RGB: 0,0,0)**: ALL formulas and calculations
- **Green text (RGB: 0,128,0)**: 

… 11,871 more characters of output in the raw trajectory.

Arguments

pdf

Output

<activated_skill name="pdf">
  <instructions>
    # PDF Processing Guide

## Overview

This guide covers essential PDF processing operations using Python libraries and command-line tools. For advanced features, JavaScript libraries, and detailed examples, see REFERENCE.md. If you need to fill out a PDF form, read FORMS.md and follow its instructions.

## Quick Start

```python
from pypdf import PdfReader, PdfWriter

# Read a PDF
reader = PdfReader("document.pdf")
print(f"Pages: {len(reader.pages)}")

# Extract text
text = ""
for page in reader.pages:
    text += page.extract_text()
```

## Python Libraries

### pypdf - Basic Operations

#### Merge PDFs
```python
from pypdf import PdfWriter, PdfReader

writer = PdfWriter()
for pdf_file in ["doc1.pdf", "doc2.pdf", "doc3.pdf"]:
    reader = PdfReader(pdf_file)
    for page in reader.pages:
        writer.add_page(page)

with open("merged.pdf", "wb") as output:
    writer.write(output)
```

#### Split PDF
```python
reader = PdfReader("inpu

… 7,070 more characters of output in the raw trajectory.

Arguments

docx

Output

<activated_skill name="docx">
  <instructions>
    # DOCX creation, editing, and analysis

## Overview

A .docx file is a ZIP archive containing XML files.

## Quick Reference

| Task | Approach |
|------|----------|
| Read/analyze content | `pandoc` or unpack for raw XML |
| Create new document | Use `docx-js` - see Creating New Documents below |
| Edit existing document | Unpack → edit XML → repack - see Editing Existing Documents below |

### Converting .doc to .docx

Legacy `.doc` files must be converted before editing:

```bash
python scripts/office/soffice.py --headless --convert-to docx document.doc
```

### Reading Content

```bash
# Text extraction with tracked changes
pandoc --track-changes=all document.docx -o output.md

# Raw XML access
python scripts/office/unpack.py document.docx unpacked/
```

### Converting to Images

```bash
python scripts/office/soffice.py --headless --convert-to pdf document.docx
pdftoppm -jpeg -r 150 document.pdf page
```

### Accepting Tracked Chan

… 20,839 more characters of output in the raw trajectory.

Arguments

Inspect Excel files to discover sheet names and column structures.

python3 -c "
import pandas as pd
import openpyxl
import os

files = [
    'approved_material_source_list.xlsx',
    'inventory_lot_cert_snapshot.xlsx',
    'material_demand_forecast.xlsx',
    'supplier_quote_leadtime_matrix.xlsx'
]

for f in files:
    path = os.path.join('/workspace/data', f)
    print(f'*** {f} ***')
    xl = pd.ExcelFile(path)
    print('Sheets:', xl.sheet_names)
    for sheet in xl.sheet_names:
        df = xl.parse(sheet, nrows=5)
        print(f'  Sheet: {s

… 82 more characters of arguments in the raw trajectory.

Output

<untrusted_context>
Output: *** approved_material_source_list.xlsx ***
Sheets: ['Source List', 'README']
  Sheet: Source List, Shape: (5, 9)
  Columns: ['Source ID', 'Source Name', 'Source Type', 'Approved Spec Families', 'Melt Country', 'Origin Qualifying Status', 'Approval Status', 'Approval Expiry', 'Note']
  Sheet: README, Shape: (5, 1)
  Columns: ['Approved Material Source List (AMSL)']
*** inventory_lot_cert_snapshot.xlsx ***
Sheets: ['Lot Snapshot', 'README']
  Sheet: Lot Snapshot, Shape: (5, 17)
  Columns: ['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']
  Sheet: README, Shape: (5, 1)
  Columns: ['Inventory Lot & Certification Snapshot']
*** material_demand_forecast.xlsx ***
Sheets: ['Demand Forecast', 'README']
  Sheet: Demand Forecast, Shape: (5, 12)
  

… 843 more characters of output in the raw trajectory.

Arguments

Extract and print the text content of the material substitution policy PDF.

pdftotext /workspace/data/engineering_material_substitution_policy.pdf /tmp/pdf_text.txt && cat /tmp/pdf_text.txt

Output

<untrusted_context>
Output: ENGINEERING MATERIAL SUBSTITUTION POLICY

ENG-MSP-Rev H | Controlled Copy

Engineering Material Substitution Policy
Document ENG-MSP, Revision H • Effective 2026-05-15 • Supersedes Rev G (2025-09-02)
Approval authority: M. Caldera, Chief Engineer (Materials & Process); co-signed K. Brennan, Director of Quality. Applicability: all
certified door and hinge mechanism assemblies sourced under the 2026 build wave.

1. Purpose and Authority
This policy defines the only material substitutions that may be applied to released engineering material callouts
without a separate, document-controlled deviation. A material lot or supplier quote may be treated as covering a
requirement only when the alloy, specification, temper or condition, and product form either match the callout
exactly or fall within an allowance enumerated in Section 4. Any condition not expressly permitted here is
prohibited and requires an approved Material Review Board (MRB) disposition or a custome

… 6,042 more characters of output in the raw trajectory.

Arguments

Convert program build schedule Word document to Markdown and display it.

pandoc -t markdown /workspace/data/program_priority_build_schedule.docx

Output

<untrusted_context>
Output: /usr/bin/bash: line 4: pandoc: command not found
Exit Code: 127
Process Group PGID: 1521
</untrusted_context>

Arguments

python3 -c "
import zipfile
import xml.etree.ElementTree as ET

path = '/workspace/data/program_priority_build_schedule.docx'
with zipfile.ZipFile(path) as z:
    xml_content = z.read('word/document.xml')
    root = ET.fromstring(xml_content)
    
    # Namespaces
    ns = {'w': 'http://schemas.openxmlformats.org/wordprocessingml/2006/main'}
    
    # Extract paragraphs and tables
    for elem in root.iter():
        if elem.tag.endswith('p'):
            text = ''.join([node.text for node in elem.iter() if node.tag.endswith('t') and node.text])
            if tex

… 142 more characters of arguments in the raw trajectory.

Output

<untrusted_context>
Output: Program Priority & Build Schedule
2026 Q3 Door/Hinge Mechanism Build Wave — Production Control Release PC-2026-0618
Issued by: Production Control & Program Management Office (PMO).  Distribution: Sourcing, Materials Planning, Quality, MRB.  Status as of 2026-06-19.
1. Purpose
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.
2. Program Priority Ranking and Build Commitments
Program ID
Program / Assembly
Customer
Priority Rank
Build Start
Restriction
PRG-RAVEN
Raven Cargo Door Actuation Hinge
Lockmar Defense Systems
1 (highest

… 2,868 more characters of output in the raw trajectory.

Arguments

Load and display the Approved Material Source List sheet.

python3 -c "
import pandas as pd
df = pd.read_excel('/workspace/data/approved_material_source_list.xlsx', sheet_name='Source List')
print(df.to_string())
"

Output

<untrusted_context>
Output: 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   Hangzhou Precision Alloys Co         Mill                          AMS-QQ-A-250, AMS 565

… 1,902 more characters of output in the raw trajectory.

Arguments

Load and display the material demand forecast.

python3 -c "
import pandas as pd
df = pd.read_excel('/workspace/data/material_demand_forecast.xlsx', sheet_name='Demand Forecast')
print(df.to_string())
"

Output

<untrusted_context>
Output: Requirement ID    Program ID                        Program Name   Alloy    Material Spec Temper / Condition Product Form  Net Required Usable Qty (lb) UOM Need-By Date MRP Firmed                        Planner Note
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        REQ-X5M3     PRG-RAVEN    Raven Cargo Door Actuation Hinge  15-5PH         AMS 5862       

… 4,983 more characters of output in the raw trajectory.

Arguments

Load and display the inventory lot and certification snapshot.

python3 -c "
import pandas as pd
df = pd.read_excel('/workspace/data/inventory_lot_cert_snapshot.xlsx', sheet_name='Lot Snapshot')
print(df.to_string())
"

Output

<untrusted_context>
Output: Lot ID Heat / Cast No.   Alloy    Material Spec Temper / Condition Product Form   Source ID  On Hand Qty (lb)  Allocated Qty (lb)               Hold Status Cert Type           Traceability Status Received Date Cert Expiry  Yield Factor   Storage Location                            Note
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   LOT-8D4B19     HEAT-1C9E37    7075  AMS-QQ-A-200/11              T6511    Extrusion  SRC-9F

… 6,440 more characters of output in the raw trajectory.

Arguments

Load and display the supplier quote and lead-time matrix.

python3 -c "
import pandas as pd
df = pd.read_excel('/workspace/data/supplier_quote_leadtime_matrix.xlsx', sheet_name='Quote Matrix')
print(df.to_string())
"

Output

<untrusted_context>
Output: Quote ID      RFQ ID   Source ID   Alloy    Material Spec Temper / Condition Product Form  Quoted Qty (lb)  Unit Price ($/lb)  Extended Cost ($)  Lead Time (days) Quoted Receipt Date Cert Offered Melt Country  Min Order (lb) Quote Expiry                           Note
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 5862             Cond A        Plate              900              11.75            10575.0   

… 8,142 more characters of output in the raw trajectory.

Arguments

file_path

analyze_sourcing.py

content

import pandas as pd
import numpy as np

# Load data
amsl = pd.read_excel('/workspace/data/approved_material_source_list.xlsx', sheet_name='Source List')
inventory = pd.read_excel('/workspace/data/inventory_lot_cert_snapshot.xlsx', sheet_name='Lot Snapshot')
demand = pd.read_excel('/workspace/data/material_demand_forecast.xlsx', sheet_name='Demand Forecast')
quotes = pd.read_excel('/workspace/data/supplier_quote_leadtime_matrix.xlsx', sheet_name='Quote Matrix')

# Print info
print(f"AMSL columns: {amsl.columns}")
print(f"Inventory colu

… 3,225 more characters of arguments in the raw trajectory.

Output

Successfully created and wrote to new file: /workspace/analyze_sourcing.py. Here is the updated code:
import pandas as pd
import numpy as np

# Load data
amsl = pd.read_excel('/workspace/data/approved_material_source_list.xlsx', sheet_name='Source List')
inventory = pd.read_excel('/workspace/data/inventory_lot_cert_snapshot.xlsx', sheet_name='Lot Snapshot')
demand = pd.read_excel('/workspace/data/material_demand_forecast.xlsx', sheet_name='Demand Forecast')
quotes = pd.read_excel('/workspace/data/supplier_quote_leadtime_matrix.xlsx', sheet_name='Quote Matrix')

# Print info
print(f"AMSL columns: {amsl.columns}")
print(f"Inventory columns: {inventory.columns}")
print(f"Demand columns: {demand.columns}")
print(f"Quotes columns: {quotes.columns}")

# Set up dictionaries for source details
source_dict = amsl.set_index('Source ID').to_dict('index')

print("\n--- INVENTORY ANALYSIS ---")
# Usable qty calculation: (On Hand Qty - Allocated Qty) * Yield Factor
inventory['Net_On_Hand'] = invento

… 2,748 more characters of output in the raw trajectory.

Arguments

Execute initial evaluation script to inspect inventory and quote eligibility.

python3 /workspace/analyze_sourcing.py

Output

<untrusted_context>
Output: AMSL columns: Index(['Source ID', 'Source Name', 'Source Type', 'Approved Spec Families',
       'Melt Country', 'Origin Qualifying Status', 'Approval Status',
       'Approval Expiry', 'Note'],
      dtype='object')
Inventory columns: Index(['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'],
      dtype='object')
Demand columns: Index(['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'],
      dtype='object')
Quotes columns: Index(['Quote ID', 'RFQ ID', 'Source ID', 'Alloy', 'Material Spec',
       'Temper / Condition', 'Product Form', 'Quoted Qt

… 7,425 more characters of output in the raw trajectory.

Arguments

file_path

detailed_matching.py

content

import pandas as pd
import numpy as np

# Load data
amsl = pd.read_excel('/workspace/data/approved_material_source_list.xlsx', sheet_name='Source List')
inventory = pd.read_excel('/workspace/data/inventory_lot_cert_snapshot.xlsx', sheet_name='Lot Snapshot')
demand = pd.read_excel('/workspace/data/material_demand_forecast.xlsx', sheet_name='Demand Forecast')
quotes = pd.read_excel('/workspace/data/supplier_quote_leadtime_matrix.xlsx', sheet_name='Quote Matrix')

# Set up dictionaries
source_dict = amsl.set_index('Source ID').to_dict('inde

… 7,535 more characters of arguments in the raw trajectory.

Output

Successfully created and wrote to new file: /workspace/detailed_matching.py. Here is the updated code:
import pandas as pd
import numpy as np

# Load data
amsl = pd.read_excel('/workspace/data/approved_material_source_list.xlsx', sheet_name='Source List')
inventory = pd.read_excel('/workspace/data/inventory_lot_cert_snapshot.xlsx', sheet_name='Lot Snapshot')
demand = pd.read_excel('/workspace/data/material_demand_forecast.xlsx', sheet_name='Demand Forecast')
quotes = pd.read_excel('/workspace/data/supplier_quote_leadtime_matrix.xlsx', sheet_name='Quote Matrix')

# Set up dictionaries
source_dict = amsl.set_index('Source ID').to_dict('index')

# Prep inventory usable qty
inventory['Net_On_Hand'] = inventory['On Hand Qty (lb)'] - inventory['Allocated Qty (lb)']
inventory['Usable_Qty'] = inventory['Net_On_Hand'] * inventory['Yield Factor']

def check_lot_general(row):
    hold = row['Hold Status']
    cert = row['Cert Type']
    trace = row['Traceability Status']
    source_id = row['Sour

… 6,953 more characters of output in the raw trajectory.

Arguments

Execute detailed matching analysis script.

python3 /workspace/detailed_matching.py

Output

<untrusted_context>
Output: =========================================
Requirement: REQ-H4A2 | Program: PRG-RAVEN | 7075 AMS-QQ-A-250/12 T7351 Plate | Needed: 842 lb | Need-By: 2026-08-10
Restriction: DFARS | Is Steel/Specialty: False
  Matching Inventory Lots:
    - LOT-7F3A2B (Source: Cascade Rolled Products LLC, Melt: USA): Usable: 516.6 lbs | Status: ELIGIBLE | Reasons: 
    - LOT-5C9A16 (Source: Hangzhou Precision Alloys Co, Melt: China): Usable: 736.0 lbs | Status: ELIGIBLE | Reasons: 
  Matching Quotes:
    - QTE-F1C8A6 (Source: Great Lakes Plate & Bar Co, Melt: USA): Qty: 450 lbs, Min Order: 250 lbs, Price: $9.95/lb, Receipt: 2026-08-14 | Status: INFEASIBLE | Reasons: Lead time too long (Receipt: 2026-08-14 vs Need-By: 2026-08-10)
    - QTE-7D2B40 (Source: Hangzhou Precision Alloys Co, Melt: China): Qty: 800 lbs, Min Order: 400 lbs, Price: $6.85/lb, Receipt: 2026-07-22 | Status: FEASIBLE | Reasons: 
    - QTE-A3F91C (Source: Cascade Rolled Products LLC, Melt: USA): Qty: 600 lbs,

… 24,517 more characters of output in the raw trajectory.

Arguments

Read the README sheet of all Excel files to find additional domain rules.

python3 -c "
import pandas as pd
for f in ['approved_material_source_list.xlsx', 'inventory_lot_cert_snapshot.xlsx', 'material_demand_forecast.xlsx', 'supplier_quote_leadtime_matrix.xlsx']:
    try:
        df = pd.read_excel('/workspace/data/' + f, sheet_name='README')
        print('*** README for', f, '***')
        print(df.to_string())
        print()
    except Exception as e:
        print('Error reading README for', f, ':', e)
"

Output

<untrusted_context>
Output: *** README for approved_material_source_list.xlsx ***
                                                                                                                                                                                                                                                                                                                                             Approved Material Source List (AMSL)
0                                                                                                                                                                                                                                                                                                                                                                             NaN
1                                                                                                                                                                                 

… 23,098 more characters of output in the raw trajectory.

Arguments

command

python3 -c "
import pandas as pd
df = pd.read_excel('/workspace/data/inventory_lot_cert_snapshot.xlsx', sheet_name='Lot Snapshot')
grouped = df.groupby(['Alloy', 'Material Spec', 'Temper / Condition', 'Product Form'])['Yield Factor'].unique()
print(grouped)
"

description

Examine yield factors in the inventory snapshot to see how they vary by material type.

Output

<untrusted_context>
Output: Alloy   Material Spec    Temper / Condition  Product Form
15-5PH  AMS 5659         H1025               Bar                         [0.84]
        AMS 5862         Cond A              Plate           [0.83, 0.81, 0.82]
17-4PH  AMS 5604         H1075               Bar                         [0.85]
2024    AMS-QQ-A-200/3   T3511               Extrusion                   [0.79]
        AMS-QQ-A-250/4   T351                Plate                       [0.83]
300M    AMS 6419         Annealed            Bar                         [0.74]
4340    AMS 6415         Annealed            Bar                    [0.8, 0.78]
6061    AMS 4117         T651                Bar                         [0.82]
        AMS-QQ-A-250/11  T651                Plate           [0.87, 0.88, 0.86]
7075    AMS-QQ-A-200/11  T6511               Extrusion             [0.77, 0.78]
        AMS-QQ-A-250/12  T651                Plate                 [0.85, 0.84]
                         T7351    

… 125 more characters of output in the raw trajectory.

Arguments

file_path

run_simulation.py

content

import pandas as pd
import numpy as np

# Load data
amsl = pd.read_excel('/workspace/data/approved_material_source_list.xlsx', sheet_name='Source List')
inventory = pd.read_excel('/workspace/data/inventory_lot_cert_snapshot.xlsx', sheet_name='Lot Snapshot')
demand = pd.read_excel('/workspace/data/material_demand_forecast.xlsx', sheet_name='Demand Forecast')
quotes = pd.read_excel('/workspace/data/supplier_quote_leadtime_matrix.xlsx', sheet_name='Quote Matrix')

# Setup source dict
source_dict = amsl.set_index('Source ID').to_dict('index')

… 17,131 more characters of arguments in the raw trajectory.

Output

Successfully created and wrote to new file: /workspace/run_simulation.py. Here is the updated code:
import pandas as pd
import numpy as np

# Load data
amsl = pd.read_excel('/workspace/data/approved_material_source_list.xlsx', sheet_name='Source List')
inventory = pd.read_excel('/workspace/data/inventory_lot_cert_snapshot.xlsx', sheet_name='Lot Snapshot')
demand = pd.read_excel('/workspace/data/material_demand_forecast.xlsx', sheet_name='Demand Forecast')
quotes = pd.read_excel('/workspace/data/supplier_quote_leadtime_matrix.xlsx', sheet_name='Quote Matrix')

# Setup source dict
source_dict = amsl.set_index('Source ID').to_dict('index')

# Initialize inventory lot states (gross on hand and allocated)
lot_state = {}
for idx, row in inventory.iterrows():
    lot_id = row['Lot ID']
    lot_state[lot_id] = {
        'On_Hand_Gross': row['On Hand Qty (lb)'],
        'Allocated_Gross': row['Allocated Qty (lb)'],
        'Yield_Factor': row['Yield Factor'],
        'Alloy': row['Alloy'],
    

… 16,385 more characters of output in the raw trajectory.

Arguments

command

python3 /workspace/run_simulation.py

description

Run the full allocation and purchase simulation to get the final consolidated results.

Output

<untrusted_context>
Output: --- SIMULATING ALLOCATIONS BY PROGRAM PRIORITY ---

Processing Requirement: REQ-C9T1 (PRG-RAVEN) - 300M AMS 6419 Annealed Bar - Needed: 176 lbs
  Shortage of 176.00 lbs usable
  Created purchase for 237.84 lbs gross of QTE-8B3F19 at $14.20/lb. Allocated 176.00 lbs usable (237.84 lbs gross) to this requirement.

Processing Requirement: REQ-K9P1 (PRG-RAVEN) - 4340 AMS 6415 Annealed Bar - Needed: 615 lbs
  Allocated 416.00 lbs usable (520.00 lbs gross) from LOT-3E8C71 (Yield: 0.80)
  Allocated 199.00 lbs usable (248.75 lbs gross) from LOT-9A4F37 (Yield: 0.80)

Processing Requirement: REQ-H4A2 (PRG-RAVEN) - 7075 AMS-QQ-A-250/12 T7351 Plate - Needed: 842 lbs
  Allocated 516.60 lbs usable (630.00 lbs gross) from LOT-7F3A2B (Yield: 0.82)
  Allocated 325.40 lbs usable (406.75 lbs gross) from LOT-5C9A16 (Yield: 0.80)

Processing Requirement: REQ-X5M3 (PRG-RAVEN) - 15-5PH AMS 5862 Cond A Plate - Needed: 394 lbs
  Allocated 394.00 lbs usable (486.42 lbs gross) from LOT

… 9,588 more characters of output in the raw trajectory.

Arguments

file_path

check_lead_time_margins.py

content

import pandas as pd

# Load data
demand = pd.read_excel('/workspace/data/material_demand_forecast.xlsx', sheet_name='Demand Forecast')
quotes = pd.read_excel('/workspace/data/supplier_quote_leadtime_matrix.xlsx', sheet_name='Quote Matrix')

# Recommended purchases map
rec_purchases = {
    'REQ-C9T1': 'QTE-8B3F19',
    'REQ-L8Q4': 'QTE-6D1B84',
    'REQ-D7R4': 'QTE-9B4F27',
    'REQ-Y8K2': 'QTE-9B4F27',
    'REQ-W3F9': 'QTE-2F8C41',
    'REQ-G2J9': 'QTE-1A6E38',
    'REQ-S6P3': 'QTE-9E4B27',
    'REQ-E9C1': 'QTE-C1E7B4',

… 706 more characters of arguments in the raw trajectory.

Output

Successfully created and wrote to new file: /workspace/check_lead_time_margins.py. Here is the updated code:
import pandas as pd

# Load data
demand = pd.read_excel('/workspace/data/material_demand_forecast.xlsx', sheet_name='Demand Forecast')
quotes = pd.read_excel('/workspace/data/supplier_quote_leadtime_matrix.xlsx', sheet_name='Quote Matrix')

# Recommended purchases map
rec_purchases = {
    'REQ-C9T1': 'QTE-8B3F19',
    'REQ-L8Q4': 'QTE-6D1B84',
    'REQ-D7R4': 'QTE-9B4F27',
    'REQ-Y8K2': 'QTE-9B4F27',
    'REQ-W3F9': 'QTE-2F8C41',
    'REQ-G2J9': 'QTE-1A6E38',
    'REQ-S6P3': 'QTE-9E4B27',
    'REQ-E9C1': 'QTE-C1E7B4',
    'REQ-U4B8': 'QTE-7E2A85',
    'REQ-H7D5': 'QTE-D9F3B1',
    'REQ-V1D9': 'QTE-5D8B72',
    'REQ-Z4V2': 'QTE-9A2E57'
}

print("=== LEAD TIME MARGINS FOR NEW PURCHASES ===")
for req_id, q_id in rec_purchases.items():
    req = demand[demand['Requirement ID'] == req_id].iloc[0]
    quote = quotes[quotes['Quote ID'] == q_id].iloc[0]
    
    need_by = pd.to_datet

… 324 more characters of output in the raw trajectory.

Arguments

Run lead time margin analysis to check schedule risk for each purchase.

python3 /workspace/check_lead_time_margins.py

Output

<untrusted_context>
Output: === LEAD TIME MARGINS FOR NEW PURCHASES ===
Req: REQ-C9T1 (PRG-RAVEN) | Quote: QTE-8B3F19 (SRC-58E1B3) | Need-By: 2026-08-03 | Receipt: 2026-07-26 | Margin: 8 days
Req: REQ-L8Q4 (PRG-SABLE) | Quote: QTE-6D1B84 (SRC-58E1B3) | Need-By: 2026-08-28 | Receipt: 2026-08-26 | Margin: 2 days
Req: REQ-D7R4 (PRG-MERIDIAN) | Quote: QTE-9B4F27 (SRC-D14E8B) | Need-By: 2026-09-18 | Receipt: 2026-07-24 | Margin: 56 days
Req: REQ-Y8K2 (PRG-TUNDRA) | Quote: QTE-9B4F27 (SRC-D14E8B) | Need-By: 2026-10-11 | Receipt: 2026-07-24 | Margin: 79 days
Req: REQ-W3F9 (PRG-MERIDIAN) | Quote: QTE-2F8C41 (SRC-3B7C19) | Need-By: 2026-09-14 | Receipt: 2026-08-09 | Margin: 36 days
Req: REQ-G2J9 (PRG-MERIDIAN) | Quote: QTE-1A6E38 (SRC-9F2A41) | Need-By: 2026-09-16 | Receipt: 2026-08-12 | Margin: 35 days
Req: REQ-S6P3 (PRG-HALCYON) | Quote: QTE-9E4B27 (SRC-9F2A41) | Need-By: 2026-11-04 | Receipt: 2026-08-04 | Margin: 92 days
Req: REQ-E9C1 (PRG-CALDER) | Quote: QTE-C1E7B4 (SRC-9F2A41) | Need-By: 

… 587 more characters of output in the raw trajectory.

Arguments

file_path

generate_workbook.py

content

import openpyxl
from openpyxl.styles import Font, PatternFill, Alignment, Border, Side
from openpyxl.utils import get_column_letter
import pandas as pd
import os

# Create workbook
wb = openpyxl.Workbook()

# Setup fonts and colors
FONT_NAME = "Arial"
font_title = Font(name=FONT_NAME, size=16, bold=True, color="1F4E78")
font_subtitle = Font(name=FONT_NAME, size=10, italic=True, color="595959")
font_section = Font(name=FONT_NAME, size=12, bold=True, color="1F4E78")
font_header = Font(name=FONT_NAME, size=10, bold=True, color=

… 36,596 more characters of arguments in the raw trajectory.

Output

Successfully created and wrote to new file: /workspace/generate_workbook.py. Here is the updated code:
import openpyxl
from openpyxl.styles import Font, PatternFill, Alignment, Border, Side
from openpyxl.utils import get_column_letter
import pandas as pd
import os

# Create workbook
wb = openpyxl.Workbook()

# Setup fonts and colors
FONT_NAME = "Arial"
font_title = Font(name=FONT_NAME, size=16, bold=True, color="1F4E78")
font_subtitle = Font(name=FONT_NAME, size=10, italic=True, color="595959")
font_section = Font(name=FONT_NAME, size=12, bold=True, color="1F4E78")
font_header = Font(name=FONT_NAME, size=10, bold=True, color="FFFFFF")
font_body_bold = Font(name=FONT_NAME, size=10, bold=True)
font_body = Font(name=FONT_NAME, size=10)
font_italic = Font(name=FONT_NAME, size=9, italic=True, color="595959")

# Text color standard: hardcoded inputs in Blue, formulas/links in Black
font_hardcode = Font(name=FONT_NAME, size=10, color="0000FF")  # Blue text for inputs
font_formula = Font(name=

… 34,108 more characters of output in the raw trajectory.

Arguments

Run the Excel workbook generation script.

python3 /workspace/generate_workbook.py

Output

<untrusted_context>
Output: Successfully generated Excel workbook at: /workspace/output/material_sourcing_analysis_workbook.xlsx
Process Group PGID: 1651
</untrusted_context>

Arguments

Recalculate all formulas in the Excel sheet and scan for errors.

python3 /root/.gemini/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx

Output

<untrusted_context>
Output: {
  "status": "success",
  "total_errors": 0,
  "error_summary": {},
  "total_formulas": 100
}
Process Group PGID: 1663
</untrusted_context>

Arguments

Verify if the 'docx' package is available in the Node.js environment.

node -e "const docx = require('docx'); console.log('docx is available');"

Output

<untrusted_context>
Output: node:internal/modules/cjs/loader:1433
  throw err;
  ^

Error: Cannot find module 'docx'
Require stack:
- /workspace/[eval]
    at Function._resolveFilename (node:internal/modules/cjs/loader:1430:15)
    at defaultResolveImpl (node:internal/modules/cjs/loader:1040:19)
    at resolveForCJSWithHooks (node:internal/modules/cjs/loader:1045:22)
    at Function._load (node:internal/modules/cjs/loader:1216:25)
    at wrapModuleLoad (node:internal/modules/cjs/loader:254:19)
    at Module.require (node:internal/modules/cjs/loader:1527:12)
    at require (node:internal/modules/helpers:147:16)
    at [eval]:1:14
    at runScriptInThisContext (node:internal/vm:209:10)
    at node:internal/process/execution:446:12 {
  code: 'MODULE_NOT_FOUND',
  requireStack: [ '/workspace/[eval]' ]
}

Node.js v22.23.2
Exit Code: 1
Process Group PGID: 1815
</untrusted_context>

Arguments

Check if the python-docx library is installed.

python3 -c "import docx; print('python-docx is available')"

Output

<untrusted_context>
Output: python-docx is available
Process Group PGID: 1824
</untrusted_context>

Arguments

import docx
from docx.shared import Inches, Pt, RGBColor
from docx.enum.text import WD_ALIGN_PARAGRAPH
from docx.enum.table import WD_TABLE_ALIGNMENT, WD_ALIGN_VERTICAL
from docx.oxml import OxmlElement, parse_xml
from docx.oxml.ns import qn, nsdecls
import os

# Helper to set cell background color
def set_cell_background(cell, fill_hex):
    shading_xml = f'<w:shd {nsdecls("w")} w:fill="{fill_hex}" w:val="clear"/>'
    cell._tc.get_or_add_tcPr().append(parse_xml(shading_xml))

# Helper to set cell borders
def set_cell_margins(cell, top=80, bottom=80, left=120,

… 28,507 more characters of arguments in the raw trajectory.

Output

Successfully created and wrote to new file: /workspace/generate_memo.py. Here is the updated code:
import docx
from docx.shared import Inches, Pt, RGBColor
from docx.enum.text import WD_ALIGN_PARAGRAPH
from docx.enum.table import WD_TABLE_ALIGNMENT, WD_ALIGN_VERTICAL
from docx.oxml import OxmlElement, parse_xml
from docx.oxml.ns import qn, nsdecls
import os

# Helper to set cell background color
def set_cell_background(cell, fill_hex):
    shading_xml = f'<w:shd {nsdecls("w")} w:fill="{fill_hex}" w:val="clear"/>'
    cell._tc.get_or_add_tcPr().append(parse_xml(shading_xml))

# Helper to set cell borders
def set_cell_margins(cell, top=80, bottom=80, left=120, right=120):
    tcPr = cell._tc.get_or_add_tcPr()
    tcMar = OxmlElement('w:tcMar')
    for name, val in [('top', top), ('bottom', bottom), ('left', left), ('right', right)]:
        node = OxmlElement(f'w:{name}')
        node.set(qn('w:w'), str(val))
        node.set(qn('w:type'), 'dxa')
        tcMar.append(node)
    tcPr.appen

… 27,049 more characters of output in the raw trajectory.

Arguments

Execute Word document generation script.

python3 /workspace/generate_memo.py

Output

<untrusted_context>
Output: Successfully generated DOCX memo at: /workspace/output/material_sourcing_recommendation_memo.docx
Process Group PGID: 1827
</untrusted_context>

Arguments

Validate the XML structure and schema of the generated Word document.

python3 /root/.gemini/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx

Output

<untrusted_context>
Output: FAILED - Found NEW validation errors:
  word/document.xml: 5 new error(s)
    - Element '{http://schemas.openxmlformats.org/wordprocessingml/2006/main}shd': This element is not expected. Expected is one of ( {http://schemas.openxmlformats.org/wordprocessingml/2006/main}textDirection, {http://schemas.openxmlformats.org/wordproces...
    - Element '{http://schemas.openxmlformats.org/wordprocessingml/2006/main}pBdr': This element is not expected. Expected is one of ( {http://schemas.openxmlformats.org/wordprocessingml/2006/main}ind, {http://schemas.openxmlformats.org/wordprocessingml/20...
    - Element '{http://schemas.openxmlformats.org/wordprocessingml/2006/main}tblBorders': This element is not expected. Expected is one of ( {http://schemas.openxmlformats.org/wordprocessingml/2006/main}tblCaption, {http://schemas.openxmlformats.org/wordpr...
  word/settings.xml: 1 new error(s)
    - Element '{http://schemas.openxmlformats.org/wordprocessingml/2006/main}zoom'

… 199 more characters of output in the raw trajectory.

Arguments

import docx
from docx.shared import Inches, Pt, RGBColor
from docx.enum.text import WD_ALIGN_PARAGRAPH
from docx.enum.table import WD_TABLE_ALIGNMENT
from docx.oxml import OxmlElement, parse_xml
from docx.oxml.ns import qn, nsdecls
import os

# Helper to set cell background color in strict element order for tcPr
def set_cell_background_clean(cell, fill_hex):
    tcPr = cell._tc.get_or_add_tcPr()
    # Check if shd already exists and remove it to avoid duplicates
    for child in tcPr:
        if child.tag.endswith('shd'):
            tcPr.remove(child)
    
    # Cr

… 28,486 more characters of arguments in the raw trajectory.

Output

Successfully overwrote file: /workspace/generate_memo.py. Here is the updated code:
import docx
from docx.shared import Inches, Pt, RGBColor
from docx.enum.text import WD_ALIGN_PARAGRAPH
from docx.enum.table import WD_TABLE_ALIGNMENT
from docx.oxml import OxmlElement, parse_xml
from docx.oxml.ns import qn, nsdecls
import os

# Helper to set cell background color in strict element order for tcPr
def set_cell_background_clean(cell, fill_hex):
    tcPr = cell._tc.get_or_add_tcPr()
    # Check if shd already exists and remove it to avoid duplicates
    for child in tcPr:
        if child.tag.endswith('shd'):
            tcPr.remove(child)
    
    # Create the shading element
    shading_xml = f'<w:shd {nsdecls("w")} w:fill="{fill_hex}" w:val="clear"/>'
    shading_elem = parse_xml(shading_xml)
    
    # Find the correct insertion index to respect strict sequence in tcPr:
    # Expected order: tcW, tcBorders, shd, tcMar, etc.
    insert_idx = len(tcPr)
    for i, child in enumerate(tcPr):

… 13,060 more characters of output in the raw trajectory.

Arguments

Regenerate and validate the OpenXML schema compliance of the Word document memo.

python3 /workspace/generate_memo.py && python3 /root/.gemini/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx

Output

<untrusted_context>
Output: Successfully generated DOCX memo at: /workspace/output/material_sourcing_recommendation_memo.docx

FAILED - Found NEW validation errors:
  word/document.xml: 3 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}contextualSpacing, {http://schemas.openxmlformats.org/wordp...
    - Element '{http://schemas.openxmlformats.org/wordprocessingml/2006/main}left': This element is not expected. Expected is one of ( {http://schemas.openxmlformats.org/wordprocessingml/2006/main}end, {http://schemas.openxmlformats.org/wordprocessingml/20...
    - 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

… 298 more characters of output in the raw trajectory.

Arguments

file_path

generate_memo.py

content

import docx
from docx.shared import Inches, Pt, RGBColor
from docx.enum.text import WD_ALIGN_PARAGRAPH
from docx.enum.table import WD_TABLE_ALIGNMENT
from docx.oxml import OxmlElement, parse_xml
from docx.oxml.ns import qn, nsdecls
import os

# Helper to set cell background color in strict element order for tcPr
def set_cell_background_clean(cell, fill_hex):
    tcPr = cell._tc.get_or_add_tcPr()
    # Check if shd already exists and remove it to avoid duplicates
    for child in tcPr:
        if child.tag.endswith('shd'):
            tcP

… 27,921 more characters of arguments in the raw trajectory.

Output

Successfully overwrote file: /workspace/generate_memo.py. Here is the updated code:
...
    
    # Find the correct insertion index to respect strict sequence in tcPr:
    # Expected order: tcW, tcBorders, shd, tcMar, etc.
    insert_idx = len(tcPr)
    for i, child in enumerate(tcPr):
        if child.tag.endswith('tcMar') or child.tag.endswith('vAlign') or child.tag.endswith('tcBorders'):
            insert_idx = i
            break
            
    tcPr.insert(insert_idx, shading_elem)
...
        node = OxmlElement(f'w:{name}')
        node.set(qn('w:w'), str(val))
        node.set(qn('w:type'), 'dxa')
        tcMar.append(node)
        
    tcPr.append(tcMar)

# Initialize Document
doc = docx.Document()

...
add_header_field("TO:", "Sourcing, Production, and Quality Assurance Leadership")
add_header_field("FROM:", "Materials Sourcing & Allocation Review Team")
add_header_field("SUBJECT:", "Recommended Material Sourcing and Allocation Plan - Q3 2026 Door/Hinge Mechanism Build Wave"

… 2,002 more characters of output in the raw trajectory.

Arguments

Regenerate the Word document and validate it to confirm zero schema errors.

python3 /workspace/generate_memo.py && python3 /root/.gemini/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx

Output

<untrusted_context>
Output: Successfully generated DOCX memo at: /workspace/output/material_sourcing_recommendation_memo.docx

FAILED - Found NEW validation errors:
  word/document.xml: 1 new error(s)
    - Element '{http://schemas.openxmlformats.org/wordprocessingml/2006/main}left': This element is not expected. Expected is one of ( {http://schemas.openxmlformats.org/wordprocessingml/2006/main}end, {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 → 172 (+172)
Exit Code: 1
Process Group PGID: 1837
</untrusted_context>

Arguments

pattern

left

include_pattern

generate_memo.py

dir_path

/workspace

Output

Found 10 matches for pattern "left" in path "/workspace" (filter: "generate_memo.py"):
---
File: generate_memo.py
L32: def set_cell_margins_clean(cell, top=80, bottom=80, left=120, right=120):
L40:     for name, val in [('top', top), ('bottom', bottom), ('left', left), ('right', right)]:
L55:     section.left_margin = Inches(1.0)
L195:     set_cell_margins_clean(cell, top=100, bottom=100, left=100, right=100)
L213:         set_cell_margins_clean(cell, top=80, bottom=80, left=80, right=80)
L218:             cell.paragraphs[0].alignment = WD_ALIGN_PARAGRAPH.LEFT
L229: hold_box_p.paragraph_format.left_indent = Inches(0.5)
L268:     set_cell_margins_clean(cell, top=100, bottom=100, left=60, right=60)
L291:         set_cell_margins_clean(cell, top=60, bottom=60, left=60, right=60)
L297:             cell.paragraphs[0].alignment = WD_ALIGN_PARAGRAPH.LEFT
---

Arguments

pattern

pBdr

include_pattern

generate_memo.py

dir_path

/workspace

Output

No matches found for pattern "pBdr" in path "/workspace" (filter: "generate_memo.py").

Arguments

import docx
from docx.shared import Inches, Pt, RGBColor
from docx.enum.text import WD_ALIGN_PARAGRAPH
from docx.enum.table import WD_TABLE_ALIGNMENT
from docx.oxml import OxmlElement, parse_xml
from docx.oxml.ns import qn, nsdecls
import os

# Helper to set cell background color in strict element order for tcPr
def set_cell_background_clean(cell, fill_hex):
    tcPr = cell._tc.get_or_add_tcPr()
    # Check if shd already exists and remove it to avoid duplicates
    for child in tcPr:
        if child.tag.endswith('shd'):
            tcPr.remove(child)
    
    # Cr

… 28,078 more characters of arguments in the raw trajectory.

Output

Successfully overwrote file: /workspace/generate_memo.py. Here is the updated code:
...
            insert_idx = i
            break
            
    tcPr.insert(insert_idx, shading_elem)

# Helper to set cell margins (padding) in strict element order for tcPr (using start/end instead of left/right for strict OpenXML schema validation)
def set_cell_margins_clean(cell, top=80, bottom=80, left=120, right=120):
    tcPr = cell._tc.get_or_add_tcPr()
    # Remove existing tcMar
    for child in tcPr:
        if child.tag.endswith('tcMar'):
            tcPr.remove(child)
            
    tcMar = OxmlElement('w:tcMar')
    # Use top, bottom, start, end to satisfy strict OpenXML schema expectations
    for name, val in [('top', top), ('bottom', bottom), ('start', left), ('end', right)]:
        node = OxmlElement(f'w:{name}')
        node.set(qn('w:w'), str(val))
        node.set(qn('w:type'), 'dxa')
        tcMar.append(node)
        
...

Arguments

command

python3 /workspace/generate_memo.py && python3 /root/.gemini/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx

description

Regenerate and validate the Word document to ensure zero OpenXML validation errors.

Output

<untrusted_context>
Output: Successfully generated DOCX memo at: /workspace/output/material_sourcing_recommendation_memo.docx

FAILED - Found NEW validation errors:
  word/document.xml: 1 new error(s)
    - Element '{http://schemas.openxmlformats.org/wordprocessingml/2006/main}start': This element is not expected. Expected is one of ( {http://schemas.openxmlformats.org/wordprocessingml/2006/main}end, {http://schemas.openxmlformats.org/wordprocessingml/2...
  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 → 172 (+172)
Exit Code: 1
Process Group PGID: 1845
</untrusted_context>

Arguments

import docx
from docx.shared import Inches, Pt, RGBColor
from docx.enum.text import WD_ALIGN_PARAGRAPH
from docx.enum.table import WD_TABLE_ALIGNMENT
from docx.oxml import OxmlElement, parse_xml
from docx.oxml.ns import qn, nsdecls
import os

# Helper to set cell background color in strict element order for tcPr
def set_cell_background_clean(cell, fill_hex):
    tcPr = cell._tc.get_or_add_tcPr()
    # Check if shd already exists and remove it to avoid duplicates
    for child in tcPr:
        if child.tag.endswith('shd'):
            tcPr.remove(child)
    
    # Cr

… 27,189 more characters of arguments in the raw trajectory.

Output

Successfully overwrote file: /workspace/generate_memo.py. Here is the updated code:
...
            insert_idx = i
            break
            
    tcPr.insert(insert_idx, shading_elem)

# Helper to set cell margins (padding) is made a no-op to allow default Word table cell padding and avoid OpenXML validation errors
def set_cell_margins_clean(cell, top=80, bottom=80, left=120, right=120):
    pass

# Initialize Document
doc = docx.Document()

# Set Margins (1 inch)
...
    cell.text = header
    cell.paragraphs[0].runs[0].font.bold = True
    cell.paragraphs[0].runs[0].font.color.rgb = RGBColor(0xFF, 0xFF, 0xFF)
    cell.paragraphs[0].alignment = WD_ALIGN_PARAGRAPH.CENTER
    set_cell_background_clean(cell, "1F4E78")

inelig_data = [
    ("LOT-D6B821", "4340 Bar", "Tri-State Metals", "C of C (Full Trace)", "REJECTED: Policy Sec. 2 prohibits Certificate of Conformance (C of C) without underlying mill test results."),
    ("LOT-B3E7C0", "15-5PH Plate", "Ardenne Steelworks", "3.1 Cert 

… 2,356 more characters of output in the raw trajectory.

Arguments

Regenerate the Word document and validate it to confirm zero schema errors.

python3 /workspace/generate_memo.py && python3 /root/.gemini/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx

Output

<untrusted_context>
Output: Successfully generated DOCX memo at: /workspace/output/material_sourcing_recommendation_memo.docx

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 → 172 (+172)
Exit Code: 1
Process Group PGID: 1849
</untrusted_context>

Arguments

command

python3 /root/.gemini/skills/docx/scripts/office/unpack.py /workspace/output/material_sourcing_recommendation_memo.docx /tmp/unpacked_memo/ && cat /tmp/unpacked_memo/word/settings.xml

description

Unpack the Word document and display the settings XML to inspect the zoom element.

Output

<untrusted_context>
Output: Unpacked /workspace/output/material_sourcing_recommendation_memo.docx (17 XML files), simplified 0 tracked changes, merged 3 runs
<?xml version="1.0" encoding="utf-8"?>
<w:settings xmlns:mc="http://schemas.openxmlformats.org/markup-compatibility/2006" xmlns:o="urn:schemas-microsoft-com:office:office" xmlns:r="http://schemas.openxmlformats.org/officeDocument/2006/relationships" xmlns:m="http://schemas.openxmlformats.org/officeDocument/2006/math" xmlns:v="urn:schemas-microsoft-com:vml" xmlns:w10="urn:schemas-microsoft-com:office:word" xmlns:w="http://schemas.openxmlformats.org/wordprocessingml/2006/main" xmlns:w14="http://schemas.microsoft.com/office/word/2010/wordml" xmlns:sl="http://schemas.openxmlformats.org/schemaLibrary/2006/main" mc:Ignorable="w14">
  <w:zoom w:val="bestFit"/>
  <w:proofState w:spelling="clean" w:grammar="clean"/>
  <w:defaultTabStop w:val="720"/>
  <w:characterSpacingControl w:val="doNotCompress"/>
  <w:savePreviewPicture/>
  <w:compat>

… 1,935 more characters of output in the raw trajectory.

Arguments

new_string

<w:zoom w:percent="100" w:val="bestFit"/>

file_path

/tmp/unpacked_memo/word/settings.xml

instruction

Add the required percent attribute to the zoom element inside settings XML.

old_string

<w:zoom w:val="bestFit"/>

allow_multiple

false

The call returned no output.

Arguments

command

python3 -c "
path = '/tmp/unpacked_memo/word/settings.xml'
with open(path, 'r') as f:
    content = f.read()

fixed = content.replace('<w:zoom w:val=\"bestFit\"/>', '<w:zoom w:percent=\"100\" w:val=\"bestFit\"/>')

with open(path, 'w') as f:
    f.write(fixed)
print('Fixed settings.xml zoom element successfully!')
"

description

Add the required percent attribute to settings.xml using python string replacement.

Output

<untrusted_context>
Output: Fixed settings.xml zoom element successfully!
Process Group PGID: 1857
</untrusted_context>

Arguments

Pack the unpacked XML files back into a valid DOCX document.

python3 /root/.gemini/skills/docx/scripts/office/pack.py /tmp/unpacked_memo/ /workspace/output/material_sourcing_recommendation_memo.docx --original /workspace/output/material_sourcing_recommendation_memo.docx

Output

<untrusted_context>
Output: Paragraphs: 172 → 172 (0)
All validations PASSED!
Successfully packed /tmp/unpacked_memo to /workspace/output/material_sourcing_recommendation_memo.docx
Process Group PGID: 1860
</untrusted_context>

Arguments

strategic_intent

Finalize the material sourcing review by publishing the completed deliverables.

summary

I have completed the material sourcing and allocation analysis and successfully generated the two required deliverables in /workspace/output/: (1) 'material_sourcing_analysis_workbook.xlsx' containing a beautifully formatted Summary Dashboard, Requirement Sourcing Plan, Inventory Usability, Supplier Quote Feasibility, and Purchase Order Actions sheets, validated with 100% correct formulas and zero recalculation errors; and (2) 'material_sourcing_recommendation_memo.docx' presenting

… 321 more characters of arguments in the raw trajectory.

Output

Current topic: "Chapter 2: Sourcing Plan Finalization and Deliverable Generation"
Topic summary: I have completed the material sourcing and allocation analysis and successfully generated the two required deliverables in /workspace/output/: (1) 'material_sourcing_analysis_workbook.xlsx' containing a beautifully formatted Summary Dashboard, Requirement Sourcing Plan, Inventory Usability, Supplier Quote Feasibility, and Purchase Order Actions sheets, validated with 100% correct formulas and zero recalculation errors; and (2) 'material_sourcing_recommendation_memo.docx' presenting a detailed executive memo summarizing allocations, purchase optimization decisions, program country restrictions (DFARS/CUST-EU), critical schedule risks, and next steps, validated with 100% OpenXML schema compliance and zero validation errors.

Strategic Intent: Finalize the material sourcing review by publishing the completed deliverables.