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AI Skill Report Card

Digitizing Historic Weaving Drafts

A-84·Sep 22, 2026·Source: Web

Quick Start13 / 15

Given a raw historic draft (e.g., "Draft #41857, 8-shaft, 8-treadle, Eugenio Poma 1947"):

Extract the tie-up, threading, and treadling from the source image/notation
Verify float constraints (typically max 3 warp / 3 weft floats)
Calculate sett (EPI/PPI) per fiber option (wool, cotton, rayon, silk)
Generate a .WIF file and a high-contrast PDF drawdown
Draft the Master Pattern Guide (yarn requirements, warping/threading steps, wet-finishing)
Write the e-commerce listing (SEO title, tags, bullet features)
Bundle files and publish to storefront(s)

Recommendation▾

Add a third example showing a failure/bad-output scenario (e.g., a corrupted WIF or a rejected listing) to reinforce the good-vs-bad contrast mentioned in grading criteria.

Workflow14 / 15

Progress:
- [ ] Step 1: Deconstruct the draft (threading, tie-up, treadling, drawdown)
- [ ] Step 2: Validate float lengths and structural integrity
- [ ] Step 3: Calculate sett/EPI/PPI for each supported fiber blend
- [ ] Step 4: Generate .WIF file and validate in loom software
- [ ] Step 5: Design high-contrast printable PDF drawdown
- [ ] Step 6: Draft Master Pattern Guide (overview, materials, warping, wet-finish)
- [ ] Step 7: Write SEO product listing + metadata tags
- [ ] Step 8: Package bundle (PDF + WIF + swatch images) and publish

Step 1: Archive Deconstruction

Read the source draft systematically: shaft count, treadle count, threading sequence (left-to-right shaft assignment), tie-up matrix (shaft-to-treadle binary grid), treadling sequence, and repeat unit. Note the historic naming (region, year, weaver) for provenance in the listing.

Step 2: Float Validation

Scan the drawdown for warp floats (consecutive same-shaft picks) and weft floats. Flag any float exceeding the structural maximum (default: 3/3) as it risks fabric durability. Historic drafts sometimes need minor treadling adjustments to meet modern durability standards — document any deviation from the original.

Step 3: Sett & Yarn Calculations

For each fiber (wool/lana, cotton/cotone, rayon, silk/seta):

Determine EPI (ends per inch) from yarn wraps-per-inch ÷ 2 (balanced weave) adjusted for structure density
Calculate PPI from the same base, adjusted for float structure (denser structures often run PPI slightly under EPI)
Compute warp length and total yarn yardage for a standard project width (e.g., 18" finished, plus take-up/shrinkage allowance of 15-20%)

Step 4-5: Digital File Generation

Export the .WIF per the standard spec (THREADING, TIEUP, TREADLING, WARP, WEFT sections). Validate it opens correctly in common weaving software before packaging. Design the PDF drawdown in high-contrast black/white (or colorway variants) sized for both screen viewing and print.

Step 6: Master Pattern Guide Contents

Project overview & historic context (1 paragraph)
Materials list (loom specs, shaft/treadle count, yarn recommendations per fiber)
Sett/EPI/PPI table across fiber options
Warping and threading step-by-step instructions
Weaving/treadling notes and troubleshooting
Wet-finishing instructions (fulling, blocking, pressing per fiber)

Step 7: AI-Assisted Drafting (Gemini)

Use structured prompts to draft first passes of overview text, warping steps, and finishing guides — always human-edit for technical accuracy before publishing. Never let AI output override verified technical specs (float counts, sett numbers, yardage) without manual cross-check.

Step 8: E-Commerce Packaging

Bundle: Master PDF Guide + .WIF file + drawdown image(s) + colorway swatches. Write SEO title (structure + fiber + era, e.g., "8-Shaft Twill Weaving Pattern | Historic Italian Draft | PDF + WIF Download"), 5-13 tags per platform limits, and feature bullets emphasizing shaft count, fiber versatility, and skill level.

Recommendation▾

Include a concrete WIF file snippet or template structure so Claude has a literal format reference rather than just naming the sections (THREADING, TIEUP, etc.).

Examples15 / 20

Example 1: Input: Historic 8-shaft, 8-treadle Italian draft (Draft #41857), single unit repeat, max float unknown. Output: Verified draft with 3/3 float max confirmed; sett table for wool (12 EPI/10 PPI), cotton (16 EPI/14 PPI), rayon (18 EPI/16 PPI); .WIF file validated; Master Guide with warping instructions for 18" width at 20% take-up allowance; Etsy listing titled "Historic 8-Shaft Twill Draft — 1947 Italian Weaving Pattern | Instant Download WIF + PDF" with tags: handweaving pattern, 8 shaft draft, WIF file, weaving pdf, floor loom pattern, historic textile, twill weaving.

Example 2: Input: A 12-shaft draft with a float run of 5 warp threads in one section. Output: Flag as exceeding 3-max float standard; recommend treadling substitution to break the float into two shorter floats; document deviation in guide notes as "modernized for structural durability"; proceed with WIF generation only after correction.

Recommendation▾

Provide explicit EPI/PPI formulas or a lookup table template rather than descriptive prose, since exact calculation methodology is central to the skill's value proposition.

Best Practices

Always validate the WIF file opens cleanly in loom software before bundling — corrupted files are the #1 refund cause.
Provide sett recommendations for at least 3 fiber types; buyers weave in varied yarns.
Preserve historic provenance details (weaver name, year, region) in the guide — it's a key selling point, not just trivia.
Use high-contrast (pure black/white) drawdowns for print reliability; avoid grayscale that fades on home printers.
Keep AI-generated copy as a first draft only — technical specs (float counts, EPI/PPI, yardage) require manual verification every time.
Front-load SEO titles with the most-searched terms (shaft count, structure type) before decorative/historic descriptors.

Common Pitfalls

Don't skip float validation — uncorrected long floats produce snagging, low-durability fabric and generate customer complaints.
Don't publish a single generic sett recommendation; fiber-specific EPI/PPI is expected in professional guides.
Don't trust AI-generated yardage or sett math without manual recalculation — these numbers must be exact.
Don't bundle low-resolution or grayscale drawdowns; buyers print these at home and need crisp black/white contrast.
Don't omit wet-finishing instructions per fiber — wool and rayon finish very differently, and generic instructions cause project failures.
Don't overload SEO tags with redundant keywords; use the platform's full tag allotment with distinct, targeted terms instead.