docs: Add comprehensive development guidance and align documentation
Major Updates: - Created DEVELOPMENT_GUIDANCE.md - comprehensive status report and strategic direction * Full project assessment (75-85% complete) * Current status: Phases 2.5-3.1 built (85%), integration needed * Development strategy: Continue using Claude Code, defer LLM API integration * Priority initiatives: Phase 3.2 Integration, NXOpen docs, Engineering pipeline * Foundation for future: Feature documentation pipeline specification Key Strategic Decisions: - LLM API integration deferred - use Claude Code for development - Phase 3.2 Integration is TOP PRIORITY (2-4 weeks) - NXOpen documentation access - high priority research initiative - Engineering feature validation pipeline - foundation for production rigor Documentation Alignment: - Updated README.md with current status (75-85% complete) - Added clear links to DEVELOPMENT_GUIDANCE.md for developers - Updated DEVELOPMENT.md to reflect Phase 3.2 integration focus - Corrected status indicators across all docs New Initiatives Documented: 1. NXOpen Documentation Integration - Authenticated access to Siemens docs - Leverage NXOpen Python stub files for intellisense - Enable LLM to reference NXOpen API during code generation 2. Engineering Feature Documentation Pipeline - Auto-generate comprehensive docs for FEA features - Human review/approval workflow - Validation framework for scientific rigor - Foundation for production-ready LLM-generated features 3. Validation Pipeline Framework - Request parsing → Code gen → Testing → Review → Integration - Ensures traceability and engineering rigor - NOT for current dev, but foundation for future users All documentation now consistent and aligned with strategic direction. 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
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> Tactical development tracking - What's done, what's next, what needs work
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**Last Updated**: 2025-01-16
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**Current Phase**: Phase 2 - LLM Integration
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**Status**: 🟢 Phase 1 Complete | 🟡 Phase 2 Starting
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**Last Updated**: 2025-11-17
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**Current Phase**: Phase 3.2 - Integration Sprint
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**Status**: 🟢 Phase 1 Complete | ✅ Phases 2.5-3.1 Built (85%) | 🎯 Phase 3.2 Integration TOP PRIORITY
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For the strategic vision and long-term roadmap, see [DEVELOPMENT_ROADMAP.md](DEVELOPMENT_ROADMAP.md).
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📘 **Strategic Direction**: See [DEVELOPMENT_GUIDANCE.md](DEVELOPMENT_GUIDANCE.md) for comprehensive status, priorities, and development strategy.
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📘 **Long-Term Vision**: See [DEVELOPMENT_ROADMAP.md](DEVELOPMENT_ROADMAP.md) for the complete roadmap.
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---
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@@ -23,31 +25,36 @@ For the strategic vision and long-term roadmap, see [DEVELOPMENT_ROADMAP.md](DEV
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## Current Phase
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### Phase 2: LLM Integration Layer (🟡 In Progress)
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### Phase 3.2: Integration Sprint (🎯 TOP PRIORITY)
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**Goal**: Enable natural language control of Atomizer
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**Goal**: Connect LLM intelligence components to production workflow
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**Timeline**: 2 weeks (Started 2025-01-16)
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**Timeline**: 2-4 weeks (Started 2025-11-17)
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**Priority Todos**:
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**Status**: LLM components built and tested individually (85% complete). Need to wire them into production runner.
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#### Week 1: Feature Registry & Claude Skill
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- [ ] Create `optimization_engine/feature_registry.json`
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- [ ] Extract all result extractors (stress, displacement, mass)
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- [ ] Document all NX operations (journal execution, expression updates)
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- [ ] List all hook points and available plugins
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- [ ] Add function signatures with parameter descriptions
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- [ ] Draft `.claude/skills/atomizer.md`
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- [ ] Define skill context (project structure, capabilities)
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- [ ] Add usage examples for common tasks
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- [ ] Document coding conventions and patterns
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- [ ] Test LLM navigation
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- [ ] Can find and read relevant files
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- [ ] Can understand hook system
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- [ ] Can locate studies and configurations
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**Critical Path**:
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#### Week 2: Natural Language Interface
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- [ ] Implement intent classifier
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#### Week 1-2: Runner Integration
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- [ ] Add `--llm` flag to `run_optimization.py`
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- [ ] Connect `LLMOptimizationRunner` to production workflow
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- [ ] Implement fallback to manual mode if LLM generation fails
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- [ ] End-to-end test: Natural language → NX solve → Results
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- [ ] Performance profiling and optimization
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- [ ] Error handling and graceful degradation
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#### Week 3: Documentation & Examples
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- [ ] Update README with LLM capabilities
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- [ ] Create `examples/llm_optimization_example.py`
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- [ ] Write LLM troubleshooting guide
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- [ ] Update all session summaries
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- [ ] Create demo video/GIF
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#### Week 4: NXOpen Documentation Research
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- [ ] Investigate Siemens documentation portal access
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- [ ] Test authenticated WebFetch capabilities
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- [ ] Explore NXOpen stub files for intellisense
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- [ ] Document findings and recommendations
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- [ ] "Create study" intent
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- [ ] "Configure optimization" intent
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- [ ] "Analyze results" intent
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