Anto01
3193831340
## DevLoop - Closed-Loop Development System - Orchestrator for plan → build → test → analyze cycle - Gemini planning via OpenCode CLI - Claude implementation via CLI bridge - Playwright browser testing integration - Test runner with API, filesystem, and browser tests - Persistent state in .devloop/ directory - CLI tool: tools/devloop_cli.py Usage: python tools/devloop_cli.py start 'Create new feature' python tools/devloop_cli.py plan 'Fix bug in X' python tools/devloop_cli.py test --study support_arm python tools/devloop_cli.py browser --level full ## HTML Reports (optimization_engine/reporting/) - Interactive Plotly-based reports - Convergence plot, Pareto front, parallel coordinates - Parameter importance analysis - Self-contained HTML (offline-capable) - Tailwind CSS styling ## Playwright E2E Tests - Home page tests - Test results in test-results/ ## LAC Knowledge Base Updates - Session insights (failures, workarounds, patterns) - Optimization memory for arm support study
4 lines
1.7 KiB
JSON
4 lines
1.7 KiB
JSON
{"timestamp": "2025-12-24T08:13:38.642843", "category": "protocol_clarification", "context": "SYS_14 Neural Acceleration with dashboard integration", "insight": "When running neural surrogate turbo optimization, FEA validation trials MUST be logged to Optuna for dashboard visibility. Use optuna.create_study() with load_if_exists=True, then for each FEA result: trial=study.ask(), set params via suggest_float(), set objectives as user_attrs, then study.tell(trial, weighted_sum).", "confidence": 0.95, "tags": ["SYS_14", "neural", "optuna", "dashboard", "turbo"]}
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{"timestamp": "2025-12-28T10:15:00", "category": "protocol_clarification", "context": "SYS_14 v2.3 update with TrialManager integration", "insight": "SYS_14 Neural Acceleration protocol updated to v2.3. Now uses TrialManager for consistent trial_NNNN naming instead of iter{N}. Key components: (1) TrialManager for folder+DB management, (2) DashboardDB for Optuna-compatible schema, (3) Trial numbers are monotonically increasing and NEVER reset. Reference implementation: studies/M1_Mirror/m1_mirror_cost_reduction_flat_back_V5/run_turbo_optimization.py", "confidence": 0.95, "tags": ["SYS_14", "trial_manager", "dashboard_db", "v2.3"]}
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{"timestamp": "2026-01-22T21:10:37.956764", "category": "protocol_clarification", "context": "Stage 3 arm study uses 1_model instead of 1_setup/model", "insight": "Dashboard intake creates studies with 1_model/ folder for CAD files, not the standard 1_setup/model/ structure. The run_optimization.py template uses MODEL_DIR = STUDY_DIR / 1_model for these intake-created studies. When fixing/completing intake studies, do NOT move files to 1_setup/model - just use the existing 1_model path.", "confidence": 0.9, "tags": ["study_structure", "dashboard_intake", "1_model", "paths"]}
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