- 8-agent OpenClaw cluster (Manager, Tech-Lead, Secretary, Auditor, Optimizer, Study-Builder, NX-Expert, Webster) - Orchestration engine: orchestrate.py (sync delegation + handoffs) - Workflow engine: YAML-defined multi-step pipelines - Agent workspaces: SOUL.md, AGENTS.md, MEMORY.md per agent - Shared skills: delegate, orchestrate, atomizer-protocols - Capability registry (AGENTS_REGISTRY.json) - Cluster management: cluster.sh, systemd template - All secrets replaced with env var references
2.0 KiB
2025-07-17 — Technical Lead Log
OP_09: NXOpenSolver Implementation for Hydrotech Beam
Status: COMPLETED — committed as 390ffed
What was done
Completed NXOpenSolver.evaluate() and close() in projects/hydrotech-beam/studies/01_doe_landscape/nx_interface.py.
Implementation pattern
Follows M1_Mirror/SAT3_Trajectory_V7 FEARunner pattern exactly:
create_iteration_folder()— HEEDS-style isolation, copies model + writes params.exprun_simulation()— journal handles expression import, geometry rebuild, FEM update, solve- Extractor pipeline: displacement → stress → mass
Key technical decisions
-
Element type auto-detection: Used
element_type=Nonefor stress extraction instead of hardcoding CQUAD4. The extractor checks all solid types (CTETRA, CHEXA, CPENTA, CPYRAM) then falls back to shell if needed. This is safer since we haven't confirmed the beam's mesh type. -
Mass extraction fallback chain:
_temp_mass.txt→_temp_part_properties.json. The solve journal writes both files. The fallback handles edge cases where the primary file is missing. -
OP2 naming convention:
beam_sim1-solution_1.op2(lowercase sim stem + lowercase solution name with spaces→underscores). Verified fromNXSolver.run_simulation()logic. -
Expression unit mapping: All 4 DVs default to
mmin_write_expression_file()which is correct for beam_half_core_thickness, beam_face_thickness, holes_diameter.hole_countis unitless but the NX journal's ImportFromFile handles this correctly. -
LAC compliance:
close()only callssession_manager.cleanup_stale_locks(), never kills NX processes. This follows the LAC critical lesson.
Files changed
projects/hydrotech-beam/studies/01_doe_landscape/nx_interface.py— +254/-149 lines
Testing
- Syntax validation: ✓
- Stub solver smoke test: ✓
- Factory pattern test: ✓
- All required methods present: ✓
- Real NX testing requires Windows/dalidou — not possible from this sandbox