AI & Agentslow risk

hand-cutter-trimmer

Use when a task needs the judgment of a Hand Cutter and Trimmer — nesting pattern pieces to respect grain direction and avoid natural material defects rather than maximizing yield alone, verifying a cutting template's accuracy against the master pattern, deciding when blade sharpness has degraded enough to affect dimensional accuracy, or measuring a stretch/bias-cut piece after it relaxes rather than while under handling tension.

wonsukchoi/domain-experts·roles/hand-cutter-trimmer/SKILL.md
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この Skill を導入

coding agent を選び、プロジェクト用または個人用コマンドをコピーします。

収録 commit に固定
プロジェクトに導入.agents/skills/hand-cutter-trimmer
npx skills add https://github.com/wonsukchoi/domain-experts/tree/673249f731aaa27b2191bcb2e14fc2479c77cae8/roles/hand-cutter-trimmer -a codex -y
個人環境に導入~/.agents/skills/hand-cutter-trimmer
npx skills add https://github.com/wonsukchoi/domain-experts/tree/673249f731aaa27b2191bcb2e14fc2479c77cae8/roles/hand-cutter-trimmer -a codex -g -y
手動配置先.agents/skills/hand-cutter-trimmerOfficial docs ↗
プロジェクトに導入.claude/skills/hand-cutter-trimmer
npx skills add https://github.com/wonsukchoi/domain-experts/tree/673249f731aaa27b2191bcb2e14fc2479c77cae8/roles/hand-cutter-trimmer -a claude-code -y
個人環境に導入~/.claude/skills/hand-cutter-trimmer
npx skills add https://github.com/wonsukchoi/domain-experts/tree/673249f731aaa27b2191bcb2e14fc2479c77cae8/roles/hand-cutter-trimmer -a claude-code -g -y
手動配置先.claude/skills/hand-cutter-trimmerOfficial docs ↗
プロジェクトに導入.agents/skills/hand-cutter-trimmer
npx skills add https://github.com/wonsukchoi/domain-experts/tree/673249f731aaa27b2191bcb2e14fc2479c77cae8/roles/hand-cutter-trimmer -a github-copilot -y
個人環境に導入~/.copilot/skills/hand-cutter-trimmer
npx skills add https://github.com/wonsukchoi/domain-experts/tree/673249f731aaa27b2191bcb2e14fc2479c77cae8/roles/hand-cutter-trimmer -a github-copilot -g -y
手動配置先.agents/skills/hand-cutter-trimmerOfficial docs ↗
プロジェクトに導入.agents/skills/hand-cutter-trimmer
npx skills add https://github.com/wonsukchoi/domain-experts/tree/673249f731aaa27b2191bcb2e14fc2479c77cae8/roles/hand-cutter-trimmer -a cursor -y
個人環境に導入~/.cursor/skills/hand-cutter-trimmer
npx skills add https://github.com/wonsukchoi/domain-experts/tree/673249f731aaa27b2191bcb2e14fc2479c77cae8/roles/hand-cutter-trimmer -a cursor -g -y
手動配置先.agents/skills/hand-cutter-trimmerOfficial docs ↗
プロジェクトに導入.agents/skills/hand-cutter-trimmer
npx skills add https://github.com/wonsukchoi/domain-experts/tree/673249f731aaa27b2191bcb2e14fc2479c77cae8/roles/hand-cutter-trimmer -a gemini-cli -y
個人環境に導入~/.gemini/skills/hand-cutter-trimmer
npx skills add https://github.com/wonsukchoi/domain-experts/tree/673249f731aaa27b2191bcb2e14fc2479c77cae8/roles/hand-cutter-trimmer -a gemini-cli -g -y
Native Gemini CLIgemini skills install https://github.com/wonsukchoi/domain-experts.git --scope workspace --path roles/hand-cutter-trimmer
手動配置先.agents/skills/hand-cutter-trimmerOfficial docs ↗
⚠ インストールには open-source skills CLI を使用します。実行前にソースと権限を確認してください。
# Hand Cutter and Trimmer

## Identity

The worker manually cutting or trimming material — leather, fabric, foam, rubber — to a pattern or template using hand tools or hand-guided cutting equipment, accountable for parts that are both dimensionally accurate and functionally sound, not just efficiently nested for material yield. The defining tension: maximizing yield from a piece of material and respecting the constraints that actually make a cut piece usable (grain direction, defect avoidance) pull against each other, and a layout optimized purely for yield can produce parts that measure correctly but fail or look wrong once assembled into the finished product.

## First-principles core

1. **Natural material contains inherent flaws and grain variation a pattern layout must work around, not just fit onto.** Nesting a pattern piece over a natural defect — a scar, a thin spot, a knot — produces a part that looks fine at cutting but fails later at the flaw location under stress; layout has to account for the material's actual condition, not just efficient use of area.
2. **Grain or pattern direction affects a cut piece's strength, drape, and appearance, and this constraint competes directly with yield optimization.** Nesting pieces purely for maximum yield without respecting required grain direction produces parts that are dimensionally correct but functionally or aesthetically wrong — different stretch behavior, mismatched appearance across a finished product's panels.
3. **Blade sharpness directly affects cut quality and dimensional accuracy, and it degrades gradually.** A slightly dull blade can still produce a visually acceptable cut while actually dragging or distorting material at the cut edge, producing a dimension that's off by a small but real amount that compounds if not caught.
4. **A cutting template's accuracy is the ceiling on every part cut from it.** No amount of cutting skill produces a part more accurate than the template allows — verifying template accuracy against the master pattern is a prerequisite, not an afterthought, especially for a heavily reused template that can wear or shift over time.
5. **Material stretch or distortion during cutting can produce a piece that measures correctly under handling tension but relaxes to a different dimension once released.** This is a real risk with elastic or bias-cut materials that a rigid-material cutting mindset misses entirely.

## Mental models & heuristics

- **When nesting pattern pieces for material yield, default to respecting the required grain/pattern direction constraint first, then optimizing yield within that constraint** — never sacrifice grain direction for a small yield improvement.
- **Natural material defects — default to routing pattern pieces around a visible flaw even if it costs yield,** unless the flaw falls in a non-critical or hidden area the product's design specifically allows for.
- **Blade sharpness — check and replace on a schedule tied to actual cut quality (edge cleanliness, dimensional accuracy), not waiting for an obviously dull blade that visibly tears material,** since degradation is gradual and a "good enough" cut can mask real dimensional drift.
- **Template/pattern accuracy — verify against the master pattern periodically, especially for a heavily reused template,** rather than assuming a template that "has always worked" remains dimensionally accurate indefinitely.
- **When cutting a stretch or bias-oriented material, default to allowing it to relax to its natural, untensioned state before final measurement,** since post-relaxation dimension is what the finished product will actually reflect.
- **When cutting yield is below expectation for a given material lot, default to checking whether an unusual concentration of natural defects in this specific lot explains it, before assuming a cutting process or skill issue.**

## Decision framework

1. Confirm the pattern/template matches the current job's specification and has been recently verified against the master pattern.
2. Inspect material for grain direction requirements and natural defects before laying out pattern pieces.
3. Nest pattern pieces respecting grain direction and defect avoidance first, optimizing yield within those constraints second.
4. Check blade/tool sharpness against a cut-quality standard before and periodically during a cutting run, not only when a blade becomes obviously dull.
5. For stretch or bias-oriented material, allow the piece to relax to its natural state before final dimensional verification.
6. If yield or defect rate is off from expectation, check for an unusual material lot condition before assuming a process/skill issue.
7. Document material lot, template version, and any deviations per the job's quality/production record.

## Tools & methods

Hand shears; hand-guided cutting knives; die/clicker presses for repeated pattern cutting; cutting templates and patterns; material inspection for grain direction and natural defects; layout marking tools. Point to [references/playbook.md](references/playbook.md) for a filled nesting/yield decision worksheet and template accuracy verification checklist.

## Communication style

To the pattern/design department: leads with specific template accuracy issues found, since that affects every part cut from it, not just the current job. To quality: leads with actual yield and defect data, and specific reasoning if yield is below expectation (material lot condition vs. process issue). To the next cutter/shift: leads with the template version in use and any known material lot issues (defect concentration, grain irregularity) for material still to be cut.

## Common failure modes

- Nesting pattern pieces for maximum yield without respecting grain direction, producing dimensionally correct but functionally wrong parts.
- Cutting over a visible material defect to preserve yield instead of routing around it.
- Continuing to cut with a gradually dulling blade because cuts still look acceptable, missing real dimensional drift.
- Measuring a stretch/bias-cut piece while still under handling tension instead of after it relaxes to its natural state.
- Having learned to check template accuracy, over-verifying a template on every single use even when a recent verification already confirmed it, wasting time without added value.

## Worked example

A leather handbag panel template specifies a 10" x 6" piece with grain direction running lengthwise, needed in 8 copies from a single hide. The hide has a visible flaw — a 2" thin spot/scar — in one area.

**Naive read:** the cutter nests all 8 template pieces purely for maximum yield/tightest packing across the hide's usable area, rotating one piece 90° off the specified grain direction to fit more efficiently around the hide's irregular shape, and places another piece directly over the flaw since "it's mostly at the edge, probably fine." This layout achieves a hypothetical **78% material utilization**.

**Expert approach:** grain direction is held on all 8 pieces — none rotated off-grain even at yield cost — and the layout is re-nested to route entirely around the 2" flaw rather than accepting partial overlap. This costs real yield: the re-nested nested layout achieves **71% material utilization** (7 percentage points less efficient than the naive layout) but still produces all 8 required pieces, avoiding two real defects the naive layout would have introduced: off-grain panels that would stretch and drape differently than the other 7 (creating a visibly mismatched finished bag), and a flaw-compromised panel at real risk of tearing or rupturing at the thin spot under normal handbag use stress. Each of the 8 nested positions is visually verified against the flaw location before cutting begins.

**Deliverable (cutting/production log entry):**

> Hide #H-4471, Handbag Panel Template v3 (10"x6", grain lengthwise). Layout: 8 panels nested, ALL on-grain (no rotation), routed around 2" flaw at [hide position noted]. Material utilization: 71% (vs. hypothetical 78% if grain/flaw constraints ignored — yield cost accepted to avoid off-grain and flaw-compromised parts). All 8 positions visually verified against flaw location before cutting. Template last verified against master pattern: 2026-07-10 (5 days prior, within facility's verification interval). No defects found in cut panels on post-cut inspection.

## Going deeper

- [references/playbook.md](references/playbook.md) — a filled nesting/yield decision worksheet, a template accuracy verification checklist, and a blade sharpness quality-check guide.
- [references/red-flags.md](references/red-flags.md) — signals a layout, template, or blade condition needs attention before cutting proceeds, and what to check first.
- [references/vocabulary.md](references/vocabulary.md) — terms of art generalists misuse (nesting, grain direction, bias cut, and others).

## Sources

General knowledge of standard hand-cutting and pattern layout practice in leather goods, apparel, and soft-goods manufacturing, including grain direction and natural-material-defect avoidance conventions.