算法艺术创作
algorithmic-art
通过代码和可调参数创作生成艺术与交互式视觉效果。
tooling-risk-assessment【设计与创意】Assess an injection-mold or production tooling decision before cutting steel — soft vs hard tooling tradeoff, tool life vs forecast, cavitation math, T1 sample timeline, cost of design changes after tooling, and kill criteria. Use when asked whether to kick off tooling, choose soft vs hard tools, size cavities, review a tooling quote, or assess the r…
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Cutting steel converts design uncertainty into cash at the worst exchange rate in hardware. This skill assesses a tooling decision the way a seasoned NPI/ME lead does: match tool class to forecast confidence, do the cavitation math against peak demand, put the T1→T2→T3 timeline on the calendar, price the "what if the design changes after tooling" scenario honestly, and write the kill criteria before the money moves.
Ask for these if not provided; if forecast confidence is unstated, assume it is low and label the assumption:
Tool class tradeoff:
| Soft tool (Al / P20 unhardened) | Hard tool (P20/H13 hardened steel) | |
|---|---|---|
| Life | ~5k–100k shots | ~500k–1M+ shots |
| Lead time to T1 | ~3–6 weeks | ~8–12 weeks |
| Cost | ~30–50% of hard tool | Full cost |
| Change tolerance | Cheap to modify or scrap | Expensive; welds risk cosmetic surfaces |
| Right when | Design still moving; bridge builds; low lifetime volume | Design frozen post-DVT; high volume |
Cavitation math — show the work: parts/week/cavity = (3600 ÷ cycle-time-s) × press-hours/week × yield. Cavities needed = peak weekly demand ÷ parts/week/cavity, rounded up, plus a stated overhead for maintenance downtime. Sanity-check tool life: lifetime volume ÷ cavities vs shots-of-life; flag if a second tool is inevitable and when.
T1 timeline — T1 (first shots) at tool lead time; plan 2–3 tuning loops (T1→T2→T3) at ~2–3 weeks each for texture, warp, sink, and dimensional tuning. Cosmetic A-surfaces rarely pass at T1; do not let the schedule assume they will.
ECO-after-tooling narrative — classify the plausible changes: steel-safe (change removes steel / adds plastic — days, cheap), weld/re-machine (adds steel — weeks, risky on cosmetic surfaces), new insert or new tool (geometry change beyond repair — re-quote the lead time). State which open design questions land in which class.
[assumed] where inferred