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fb2d06236a62bc3d12aac80c7aaed5d37568c972
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9 Commits

Author SHA1 Message Date
Antoine
fb2d06236a feat: Improve dashboard layout and Claude terminal context 
- Reorganize dashboard: control panel on top, charts stacked vertically
- Add Set Context button to Claude terminal for study awareness
- Add conda environment instructions to CLAUDE.md
- Fix STUDY_REPORT.md location in generate-report.md skill
- Claude terminal now sends study context with skills reminder

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
 2025-12-04 20:59:31 -05:00
Antoine
f8b90156b3 feat: Improve dashboard performance and Claude terminal context 
- Add trial limiting (300 max) and reduce polling to 15s for large studies
- Make dashboard layout wider with col-span adjustments
- Claude terminal now runs from Atomizer root for CLAUDE.md/skills access
- Add study context display in terminal on connect
- Add KaTeX math rendering styles for study reports
- Add surrogate tuner module for hyperparameter optimization
- Fix backend proxy to port 8001

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
 2025-12-04 17:36:00 -05:00
Antoine
9eed4d81eb feat: Add Claude Code terminal integration to dashboard 
- Add embedded Claude Code terminal with xterm.js for full CLI experience
- Create WebSocket PTY backend for real-time terminal communication
- Add terminal status endpoint to check CLI availability
- Update dashboard to use Claude Code terminal instead of API chat
- Add optimization control panel with start/stop/validate actions
- Add study context provider for global state management
- Update frontend with new dependencies (xterm.js addons)
- Comprehensive README documentation for all new features

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
 2025-12-04 15:02:13 -05:00
Antoine
8cbdbcad78 feat: Add Protocol 13 adaptive optimization, Plotly charts, and dashboard improvements 
## Protocol 13: Adaptive Multi-Objective Optimization
- Iterative FEA + Neural Network surrogate workflow
- Initial FEA sampling, NN training, NN-accelerated search
- FEA validation of top NN predictions, retraining loop
- adaptive_state.json tracks iteration history and best values
- M1 mirror study (V11) with 103 FEA, 3000 NN trials

## Dashboard Visualization Enhancements
- Added Plotly.js interactive charts (parallel coords, Pareto, convergence)
- Lazy loading with React.lazy() for performance
- Code splitting: plotly.js-basic-dist (~1MB vs 3.5MB)
- Chart library toggle (Recharts default, Plotly on-demand)
- ExpandableChart component for full-screen modal views
- ConsoleOutput component for real-time log viewing

## Documentation
- Protocol 13 detailed documentation
- Dashboard visualization guide
- Plotly components README
- Updated run-optimization skill with Mode 5 (adaptive)

## Bug Fixes
- Fixed TypeScript errors in dashboard components
- Fixed Card component to accept ReactNode title
- Removed unused imports across components

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
 2025-12-04 07:41:54 -05:00
Antoine
75d7036193 feat: Enhance dashboard with charts, study report viewer, and pruning tracking 
- Add ConvergencePlot component with running best, statistics, gradient fill
- Add ParameterImportanceChart with Pearson correlation analysis
- Add StudyReportViewer with KaTeX math rendering and full markdown support
- Update pruning endpoint to query Optuna database directly
- Add /report endpoint for STUDY_REPORT.md files
- Fix chart data transformation for single/multi-objective studies
- Update Protocol 13 documentation with new components
- Update generate-report skill with dashboard integration

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
 2025-12-02 22:01:49 -05:00
Anto01
e3bdb08a22 feat: Major update with validators, skills, dashboard, and docs reorganization 
- Add validation framework (config, model, results, study validators)
- Add Claude Code skills (create-study, run-optimization, generate-report,
  troubleshoot, analyze-model)
- Add Atomizer Dashboard (React frontend + FastAPI backend)
- Reorganize docs into structured directories (00-09)
- Add neural surrogate modules and training infrastructure
- Add multi-objective optimization support

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
 2025-11-25 19:23:58 -05:00
Anto01
d228ccec66 refactor: Archive experimental LLM features for MVP stability (Phase 1.1) 
Moved experimental LLM integration code to optimization_engine/future/:
- llm_optimization_runner.py - Runtime LLM API runner
- llm_workflow_analyzer.py - Workflow analysis
- inline_code_generator.py - Auto-generate calculations
- hook_generator.py - Auto-generate hooks
- report_generator.py - LLM report generation
- extractor_orchestrator.py - Extractor orchestration

Added comprehensive optimization_engine/future/README.md explaining:
- MVP LLM strategy (Claude Code skills, not runtime LLM)
- Why files were archived
- When to revisit post-MVP
- Production architecture reference

Production runner confirmed: optimization_engine/runner.py is sole active runner.

This establishes clear separation between:
- Production code (stable, no runtime LLM dependencies)
- Experimental code (archived for post-MVP exploration)

Part of Phase 1: Core Stabilization & Organization for MVP

Generated with Claude Code

Co-Authored-By: Claude <noreply@anthropic.com>
 2025-11-24 09:12:36 -05:00
Anto01
dd7f0c0f82 Phase 3.3: Multi-objective optimization fix, updated docs & Claude skill 
- Fixed drone gimbal optimization to use proper semantic directions
- Changed from ['minimize', 'minimize'] to ['minimize', 'maximize']
- Updated Claude skill (v2.0) with Phase 3.3 integration
- Added centralized extractor library documentation
- Added multi-objective optimization (Protocol 11) section
- Added NX multi-solution protocol documentation
- Added dashboard integration documentation
- Fixed Pareto front degenerate issue with proper NSGA-II configuration

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
 2025-11-24 07:49:48 -05:00
Anto01
f76bd52894 feat: Implement Protocol 13 - Real-Time Dashboard Tracking 
Complete implementation of Protocol 13 featuring real-time web dashboard
for monitoring multi-objective optimization studies.

## New Features

### Backend (Python)
- Real-time tracking system with per-trial JSON writes
- New API endpoints for metadata, optimizer state, and Pareto fronts
- Unit inference from objective descriptions
- Multi-objective support using Optuna's best_trials API

### Frontend (React + TypeScript)
- OptimizerPanel: Real-time optimizer state (phase, strategy, progress)
- ParetoPlot: Pareto front visualization with normalization toggle
  - 3 modes: Raw, Min-Max [0-1], Z-Score standardization
  - Pareto front line connecting optimal points
- ParallelCoordinatesPlot: High-dimensional interactive visualization
  - Objectives + design variables on parallel axes
  - Click-to-select, hover-to-highlight
  - Color-coded feasibility
- Dynamic units throughout all visualizations

### Documentation
- Comprehensive Protocol 13 guide with architecture, data flow, usage

## Files Added
- `docs/PROTOCOL_13_DASHBOARD.md`
- `atomizer-dashboard/frontend/src/components/OptimizerPanel.tsx`
- `atomizer-dashboard/frontend/src/components/ParetoPlot.tsx`
- `atomizer-dashboard/frontend/src/components/ParallelCoordinatesPlot.tsx`
- `optimization_engine/realtime_tracking.py`

## Files Modified
- `atomizer-dashboard/frontend/src/pages/Dashboard.tsx`
- `atomizer-dashboard/backend/api/routes/optimization.py`
- `optimization_engine/intelligent_optimizer.py`

## Testing
- Tested with bracket_stiffness_optimization_V2 (30 trials, 20 Pareto solutions)
- Dashboard running on localhost:3001
- All P1 and P2 features verified working

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
 2025-11-21 15:58:00 -05:00