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>

.claude/settings.local.json

@@ -15,7 +15,39 @@
       "Bash(C:UsersAntoineminiconda3envsatomizerpython.exe run_adaptive_mirror_optimization.py --fea-budget 100 --batch-size 5 --strategy hybrid)",
       "Bash(/c/Users/Antoine/miniconda3/envs/atomizer/python.exe:*)",
       "Bash(npm run build:*)",
-      "Bash(npm uninstall:*)"
+      "Bash(npm uninstall:*)",
+      "Bash(netstat:*)",
+      "Bash(findstr:*)",
+      "Bash(curl:*)",
+      "Bash(npx tsc:*)",
+      "Bash(atomizer-dashboard/README.md )",
+      "Bash(atomizer-dashboard/backend/api/main.py )",
+      "Bash(atomizer-dashboard/backend/api/routes/optimization.py )",
+      "Bash(atomizer-dashboard/backend/api/routes/claude.py )",
+      "Bash(atomizer-dashboard/backend/api/routes/terminal.py )",
+      "Bash(atomizer-dashboard/backend/api/services/ )",
+      "Bash(atomizer-dashboard/backend/requirements.txt )",
+      "Bash(atomizer-dashboard/frontend/package.json )",
+      "Bash(atomizer-dashboard/frontend/package-lock.json )",
+      "Bash(atomizer-dashboard/frontend/src/components/ClaudeChat.tsx )",
+      "Bash(atomizer-dashboard/frontend/src/components/ClaudeTerminal.tsx )",
+      "Bash(atomizer-dashboard/frontend/src/components/dashboard/ControlPanel.tsx )",
+      "Bash(atomizer-dashboard/frontend/src/pages/Dashboard.tsx )",
+      "Bash(atomizer-dashboard/frontend/src/context/ )",
+      "Bash(atomizer-dashboard/frontend/src/pages/Home.tsx )",
+      "Bash(atomizer-dashboard/frontend/src/App.tsx )",
+      "Bash(atomizer-dashboard/frontend/src/api/client.ts )",
+      "Bash(atomizer-dashboard/frontend/src/components/layout/Sidebar.tsx )",
+      "Bash(atomizer-dashboard/frontend/src/index.css )",
+      "Bash(atomizer-dashboard/frontend/src/pages/Results.tsx )",
+      "Bash(atomizer-dashboard/frontend/tailwind.config.js )",
+      "Bash(docs/07_DEVELOPMENT/DASHBOARD_IMPROVEMENT_PLAN.md)",
+      "Bash(taskkill:*)",
+      "Bash(xargs:*)",
+      "Bash(cmd.exe /c:*)",
+      "Bash(powershell.exe -Command:*)",
+      "Bash(where:*)",
+      "Bash(type %USERPROFILE%.claude*)"
     ],
     "deny": [],
     "ask": []