0b901cf2f9
Generic Constructor-Pattern agent kit for Claude Code. Zero personal data, fully English, MIT-licensed. Contents: - 34 reusable blocks (baseline, rules, stack/deploy/domain/api/scraper) - 14 cross-project agent manifests (code/ml/infra/researcher/critic/...) - 6 portable skills (/new-agent, /research, /test-gen, /debug-deep, /pr-review, /refactor) - Rust assembler (single binary, ~500 KB) - 3 hooks (auto-reassemble, pre-commit validate, no-hand-edit) - install.sh (idempotent, cargo-builds on first run) - MIT LICENSE All 6 sanity greps pass: 0 Russian text, 0 specific project names, 0 incident numbers, 0 user paths, 0 hardcoded IPs, 0 API keys. cargo check + assemble --validate: both pass on 14 manifests. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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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