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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@@ -29,7 +29,13 @@ Atomizer enables engineers to:
- **Extensible Architecture**: Plugin system with hooks for pre/post mesh, solve, and extraction phases
- **Self-Improving**: Feature registry that learns from user workflows and expands capabilities
📘 See [DEVELOPMENT_ROADMAP.md](DEVELOPMENT_ROADMAP.md) for the complete vision and implementation plan.
---
📘 **For Developers**: See [DEVELOPMENT_GUIDANCE.md](DEVELOPMENT_GUIDANCE.md) for comprehensive status report, current priorities, and strategic direction.
📘 **Vision & Roadmap**: See [DEVELOPMENT_ROADMAP.md](DEVELOPMENT_ROADMAP.md) for the long-term vision and phase-by-phase implementation plan.
📘 **Development Status**: See [DEVELOPMENT.md](DEVELOPMENT.md) for detailed task tracking and completed work.
## Architecture
@@ -164,10 +170,24 @@ python run_5trial_test.py
- **Web Dashboard**: Real-time monitoring and configuration UI
- **Example Study**: Bracket displacement maximization with full substudy workflow
**🚀 What's Next**: Natural language optimization configuration via LLM interface (Phase 2)
## Current Status
For detailed development status and todos, see [DEVELOPMENT.md](DEVELOPMENT.md).
For the long-term vision, see [DEVELOPMENT_ROADMAP.md](DEVELOPMENT_ROADMAP.md).
**Development Phase**: Alpha - 75-85% Complete
- ✅ **Phase 1 (Plugin System)**: 100% Complete & Production Ready
- ✅ **Phases 2.5-3.1 (LLM Intelligence)**: 85% Complete - Components built and tested
- 🎯 **Phase 3.2 (Integration)**: **TOP PRIORITY** - Connect LLM features to production workflow
- 🔬 **Phase 3.4 (NXOpen Docs)**: Research & investigation phase
**What's Working**:
- Complete optimization engine with Optuna + NX Simcenter
- Substudy system with live history tracking
- LLM components (workflow analyzer, code generators, research agent) - tested individually
- 20-trial optimization validated with real results
**Current Focus**: Integrating LLM components into production runner for end-to-end workflow.
See [DEVELOPMENT_GUIDANCE.md](DEVELOPMENT_GUIDANCE.md) for comprehensive status and priorities.
## Project Structure