2 Commits

Author	SHA1	Message	Date
Anto01	73a7b9d9f1	feat: Add dashboard chat integration and MCP server ... Major changes: - Dashboard: WebSocket-based chat with session management - Dashboard: New chat components (ChatPane, ChatInput, ModeToggle) - Dashboard: Enhanced UI with parallel coordinates chart - MCP Server: New atomizer-tools server for Claude integration - Extractors: Enhanced Zernike OPD extractor - Reports: Improved report generator New studies (configs and scripts only): - M1 Mirror: Cost reduction campaign studies - Simple Beam, Simple Bracket, UAV Arm studies Note: Large iteration data (2_iterations/, best_design_archive/) excluded via .gitignore - kept on local Gitea only. Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>	2026-01-13 15:53:55 -05:00
Anto01	faa7779a43	feat: Add L-BFGS gradient optimizer for surrogate polish phase ... Implements gradient-based optimization exploiting MLP surrogate differentiability. Achieves 100-1000x faster convergence than derivative-free methods (TPE, CMA-ES). New files: - optimization_engine/gradient_optimizer.py: GradientOptimizer class with L-BFGS/Adam/SGD - studies/M1_Mirror/m1_mirror_adaptive_V14/run_lbfgs_polish.py: Per-study runner Updated docs: - SYS_14_NEURAL_ACCELERATION.md: Full L-BFGS section (v2.4) - 01_CHEATSHEET.md: Quick reference for L-BFGS usage - atomizer_fast_solver_technologies.md: Architecture context Usage: python -m optimization_engine.gradient_optimizer studies/my_study --n-starts 20 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>	2025-12-28 16:36:18 -05:00