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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2025-11-17 08:29:30 -05:00
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> Tactical development tracking - What's done, what's next, what needs work
**Last Updated**: 2025-01-16
**Current Phase**: Phase 2 - LLM Integration
**Status**: 🟢 Phase 1 Complete | 🟡 Phase 2 Starting
**Last Updated**: 2025-11-17
**Current Phase**: Phase 3.2 - Integration Sprint
**Status**: 🟢 Phase 1 Complete | Phases 2.5-3.1 Built (85%) | 🎯 Phase 3.2 Integration TOP PRIORITY
For the strategic vision and long-term roadmap, see [DEVELOPMENT_ROADMAP.md](DEVELOPMENT_ROADMAP.md).
📘 **Strategic Direction**: See [DEVELOPMENT_GUIDANCE.md](DEVELOPMENT_GUIDANCE.md) for comprehensive status, priorities, and development strategy.
📘 **Long-Term Vision**: See [DEVELOPMENT_ROADMAP.md](DEVELOPMENT_ROADMAP.md) for the complete roadmap.
---
@@ -23,31 +25,36 @@ For the strategic vision and long-term roadmap, see [DEVELOPMENT_ROADMAP.md](DEV
## Current Phase
### Phase 2: LLM Integration Layer (🟡 In Progress)
### Phase 3.2: Integration Sprint (🎯 TOP PRIORITY)
**Goal**: Enable natural language control of Atomizer
**Goal**: Connect LLM intelligence components to production workflow
**Timeline**: 2 weeks (Started 2025-01-16)
**Timeline**: 2-4 weeks (Started 2025-11-17)
**Priority Todos**:
**Status**: LLM components built and tested individually (85% complete). Need to wire them into production runner.
#### Week 1: Feature Registry & Claude Skill
- [ ] Create `optimization_engine/feature_registry.json`
- [ ] Extract all result extractors (stress, displacement, mass)
- [ ] Document all NX operations (journal execution, expression updates)
- [ ] List all hook points and available plugins
- [ ] Add function signatures with parameter descriptions
- [ ] Draft `.claude/skills/atomizer.md`
- [ ] Define skill context (project structure, capabilities)
- [ ] Add usage examples for common tasks
- [ ] Document coding conventions and patterns
- [ ] Test LLM navigation
- [ ] Can find and read relevant files
- [ ] Can understand hook system
- [ ] Can locate studies and configurations
**Critical Path**:
#### Week 2: Natural Language Interface
- [ ] Implement intent classifier
#### Week 1-2: Runner Integration
- [ ] Add `--llm` flag to `run_optimization.py`
- [ ] Connect `LLMOptimizationRunner` to production workflow
- [ ] Implement fallback to manual mode if LLM generation fails
- [ ] End-to-end test: Natural language → NX solve → Results
- [ ] Performance profiling and optimization
- [ ] Error handling and graceful degradation
#### Week 3: Documentation & Examples
- [ ] Update README with LLM capabilities
- [ ] Create `examples/llm_optimization_example.py`
- [ ] Write LLM troubleshooting guide
- [ ] Update all session summaries
- [ ] Create demo video/GIF
#### Week 4: NXOpen Documentation Research
- [ ] Investigate Siemens documentation portal access
- [ ] Test authenticated WebFetch capabilities
- [ ] Explore NXOpen stub files for intellisense
- [ ] Document findings and recommendations
- [ ] "Create study" intent
- [ ] "Configure optimization" intent
- [ ] "Analyze results" intent