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347b4ad976
Meta-expert system (atomic capabilities, fixed): 1. Locator — BM25+AST call graph code localization 2. Generator — LLM code generation with domain knowledge injection 3. Verifier — syntax check + pytest validation 4. Debugger — runtime variable capture via sys.settrace 5. Reviewer — requirement alignment check (LLM compares intent vs changes) Knowledge layer (SKILL.md progressive disclosure, extensible): 15 domain experts converted from YAML to SKILL.md directory format - Level 1 (Gate): name+keywords ~100 tokens/expert - Level 2 (Generator): full instructions loaded only for matched expert - Level 3 (on-demand): deterministic scripts, never enter LLM context Key decisions based on 2025-2026 research: - Experts split by atomic capability, not business domain (arXiv:2604.09780) - Progressive disclosure prevents noise (Anthropic Agent Skills) - Only specific domain knowledge helps; generic rules hurt (SWE-Skills-Bench) - 5 atomic skills compose into all complex tasks (GitHub Copilot paper) Changes: - Add kaiwu/experts/reviewer.py (Reviewer meta-expert) - Convert all 15 experts from .yaml to SKILL.md directories - Delete all .yaml expert files - Add CHANGELOG.md - Update README (meta-expert architecture, version badge) - Bump version to 1.0.0 - 311 tests passing Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
43 lines
933 B
TOML
43 lines
933 B
TOML
[build-system]
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requires = ["setuptools>=68.0", "wheel"]
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build-backend = "setuptools.build_meta"
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[project]
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name = "kwcode"
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version = "1.0.0"
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description = "KwCode - Local-model coding agent with MoE expert pipeline"
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requires-python = ">=3.10"
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dependencies = [
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"llama-cpp-python>=0.2.90",
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"typer>=0.12.0",
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"rich>=13.0.0",
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"pydantic>=2.0.0",
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"httpx>=0.27.0",
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"gitpython>=3.1.0",
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"psutil>=5.9.0",
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"beautifulsoup4>=4.12.0",
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"lxml>=5.0.0",
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"trafilatura>=1.12.0",
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"pyyaml>=6.0",
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"tree-sitter>=0.23.0",
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"tree-sitter-python>=0.23.0",
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"networkx>=3.0",
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"rank-bm25>=0.2.2",
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"pytest>=7.0.0",
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"aiosqlite>=0.20.0",
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]
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[project.optional-dependencies]
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rerank = ["sentence-transformers>=2.7.0"]
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[project.scripts]
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kwcode = "kaiwu.cli.main:app"
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[tool.setuptools.packages.find]
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where = ["."]
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include = ["kaiwu*"]
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[tool.setuptools.package-data]
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"kaiwu.builtin_experts" = ["*.yaml"]
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