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