a4e667de10
Single-commit clean baseline after security scrub of niche-tells, project codenames, internal jargon, and contributor-email leaks. Contents: - 100 Rust crates (_primitives/_rust/) - 37 agent manifests (_manifests/) + generated specs (_generated/) - 67 user-invocable skills (skills/) - 33 hooks (hooks/) - Composition blocks (_blocks/) - Documentation (docs/, README.md) - TS adapter packages (_ts_packages/) - Assembler (_assembler/) - Roles (_roles/) - Templates (_templates/) - Forgejo CI (.forgejo/) Author: Denis Parfionovich <info@greendragon.info> License: see LICENSE.
20 lines
967 B
Markdown
20 lines
967 B
Markdown
# MATH FIRST (mandatory for ML / physics / theory work)
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1. **Expression first** — 1-3 lines LaTeX/Unicode BEFORE prose
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2. **What is UNNECESSARY?** — remove before adding
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- Learned parameters? WHY? Can you do without?
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- Hyperparameters? WHY? Determined by input?
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- Activation functions? WHY? Normalize enough?
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- Separate projection matrices? WHY? Does the input already encode this?
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- Gate/gating? WHY? Normalize = implicit gate?
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- Separate decoder? WHY? Can you reuse the state directly as output?
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3. **Count** — params, hyperparams, FLOPs, memory
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4. **ONLY THEN** — proof / plan / code
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**Prohibited:** prose before expression, "fixes" before experimental confirmation, imposing form instead of deriving from input.
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**If adding — justify mathematically:**
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```
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BAD: "let's add decay λ for stability" (where does λ come from?)
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GOOD: "the normalization step already contains implicit decay — verify experimentally before adding"
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```
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