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QUSETIONS
MiniCode-Python
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May 19, 2026
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merged 32 commits into
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Commits on May 11, 2026
优化: Working Memory集成、会话持久化、Token预计算、TUI会话列表
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性能优化: 10项代码优化提升性能和稳定性
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Commits on May 12, 2026
round3: optimize tools/ directory - lru_cache, import cleanup, string concat fixes
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round4: optimize core modules - error caching, frozenset, precompiled patterns
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round5: optimize multi-agent and tools - caching, precompiled patterns, fast paths
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round6: optimize adapters and registry - caching, frozenset, precomputed constants
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round7: partial optimizations - frozenset patterns in agent_intelligence
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round7 complete: caching, frozenset, precomputed constants across core modules
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round8: optimize execution, isolation, logging, history - caching, frozenset, precompiled patterns
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Commits on May 13, 2026
opt(tools): 第三轮性能优化 + 修复测试
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opt(memory): 第四轮性能优化 - 减少重复计算和属性查找
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opt(core): 第五轮性能优化 - 减少重复计算和属性查找
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security: fix SSRF, path traversal, atomic writes, resource leaks, cache bounds
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perf: optimize memory system with indexing and batch I/O
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feat: add 5 core infrastructure components inspired by agent architecture
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feat: deepen work chain with Task Object and Pipeline Engine
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fix: complete pipeline_engine.py - fix truncated file and add full execution chain
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Commits on May 15, 2026
feat: integrate engineering cybernetics (feedback/feedforward/stability controllers) and optimize README
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feat: optimize README with cybernetics architecture, add integration tests
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feat: expand cybernetics architecture with 5 advanced controllers - adaptive PID tuner, state observer (Kalman filter), decoupling controller, predictive controller, self-healing engine - and deep …
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Commits on May 16, 2026
fix: 修复集成测试中 2 个失败测试 + 同步 py-src/
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fix: 修复 test_agent_intelligence.py 中 3 个预存测试失败
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feat: 实现 Claude Code-style 上下文管理三段式架构
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feat: complete Claude Code-style context management integration (3 improvements)
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Commits on May 17, 2026
feat: Engineering Cybernetics for Context Management (7-layer closed-loop control)
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feat: deep cybernetics integration — dual-PID loop + self-healing delegation
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feat: BudgetPIDController — cost control closed-loop (Engineering Cybernetics)
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Commits on May 19, 2026
feat: cybernetic memory architecture — 3-layer pipeline + multi-tier storage
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feat: MemoryPipeline unified facade + theoretical foundations
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docs: README — theoretical framework + experimental results
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feat: vector search fusion + quality feedback loop + enhanced memory stats
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docs: complete README rewrite — theory-first, architecture, results
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