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Phase 1 - Session Bootstrap: - Add .claude/ATOMIZER_CONTEXT.md as single entry point for new sessions - Add study state detection and task routing Phase 2 - Code Deduplication: - Add optimization_engine/base_runner.py (ConfigDrivenRunner) - Add optimization_engine/generic_surrogate.py (ConfigDrivenSurrogate) - Add optimization_engine/study_state.py for study detection - Add optimization_engine/templates/ with registry and templates - Studies now require ~50 lines instead of ~300 Phase 3 - Skill Consolidation: - Add YAML frontmatter metadata to all skills (versioning, dependencies) - Consolidate create-study.md into core/study-creation-core.md - Update 00_BOOTSTRAP.md, 01_CHEATSHEET.md, 02_CONTEXT_LOADER.md Phase 4 - Self-Expanding Knowledge: - Add optimization_engine/auto_doc.py for auto-generating documentation - Generate docs/generated/EXTRACTORS.md (27 extractors documented) - Generate docs/generated/TEMPLATES.md (6 templates) - Generate docs/generated/EXTRACTOR_CHEATSHEET.md Phase 5 - Subagent Implementation: - Add .claude/commands/study-builder.md (create studies) - Add .claude/commands/nx-expert.md (NX Open API) - Add .claude/commands/protocol-auditor.md (config validation) - Add .claude/commands/results-analyzer.md (results analysis) 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
3.3 KiB
Atomizer Study Templates
Auto-generated: 2025-12-07 12:53
Available templates for quick study creation.
Template Reference
| Template | Objectives | Extractors |
|---|---|---|
Multi-Objective Structural |
mass, stress, stiffness | E1, E3, E4 |
Frequency Optimization |
frequency, mass | E2, E4 |
Mass Minimization |
mass | E1, E3, E4 |
Mirror Wavefront Optimization |
zernike_rms | E8, E9, E10 |
Thermal-Structural Coupled |
max_temperature, thermal_stress | E3, E15, E16 |
Shell Structure Optimization |
mass, stress | E1, E3, E4 |
Multi-Objective Structural
Description: NSGA-II optimization for structural analysis with mass, stress, and stiffness objectives
Category: structural Solver: SOL 101 Sampler: NSGAIISampler Turbo Suitable: Yes
Example Study: bracket_pareto_3obj
Objectives:
- mass (minimize) - Extractor: E4
- stress (minimize) - Extractor: E3
- stiffness (maximize) - Extractor: E1
Extractors Used:
- E1
- E3
- E4
Recommended Trials:
- discovery: 1
- validation: 3
- quick: 20
- full: 50
- comprehensive: 100
Frequency Optimization
Description: Maximize natural frequency while minimizing mass for vibration-sensitive structures
Category: dynamics Solver: SOL 103 Sampler: NSGAIISampler Turbo Suitable: Yes
Example Study: uav_arm_optimization
Objectives:
- frequency (maximize) - Extractor: E2
- mass (minimize) - Extractor: E4
Extractors Used:
- E2
- E4
Recommended Trials:
- discovery: 1
- validation: 3
- quick: 20
- full: 50
Mass Minimization
Description: Minimize mass subject to stress and displacement constraints
Category: structural Solver: SOL 101 Sampler: TPESampler Turbo Suitable: Yes
Example Study: bracket_stiffness_optimization_V3
Objectives:
- mass (minimize) - Extractor: E4
Extractors Used:
- E1
- E3
- E4
Recommended Trials:
- discovery: 1
- validation: 3
- quick: 30
- full: 100
Mirror Wavefront Optimization
Description: Minimize Zernike wavefront error for optical mirror deformation
Category: optics Solver: SOL 101 Sampler: TPESampler Turbo Suitable: No
Example Study: m1_mirror_zernike_optimization
Objectives:
- zernike_rms (minimize) - Extractor: E8
Extractors Used:
- E8
- E9
- E10
Recommended Trials:
- discovery: 1
- validation: 3
- quick: 30
- full: 100
Thermal-Structural Coupled
Description: Optimize for thermal and structural performance
Category: multiphysics Solver: SOL 153/400 Sampler: NSGAIISampler Turbo Suitable: No
Example Study: None
Objectives:
- max_temperature (minimize) - Extractor: E15
- thermal_stress (minimize) - Extractor: E3
Extractors Used:
- E3
- E15
- E16
Recommended Trials:
- discovery: 1
- validation: 3
- quick: 20
- full: 50
Shell Structure Optimization
Description: Optimize shell structures (CQUAD4/CTRIA3) for mass and stress
Category: structural Solver: SOL 101 Sampler: NSGAIISampler Turbo Suitable: Yes
Example Study: beam_pareto_4var
Objectives:
- mass (minimize) - Extractor: E4
- stress (minimize) - Extractor: E3
Extractors Used:
- E1
- E3
- E4
Recommended Trials:
- discovery: 1
- validation: 3
- quick: 20
- full: 50