Files
Atomizer/knowledge_base/lac/session_insights/stopp_command_20260129.jsonl
Antoine 38d0994d29 Add WFE PSD analysis tools (Tony Hull methodology)
- tools/wfe_psd.py: Quick PSD computation for WFE surfaces
- optimization_engine/insights/wfe_psd.py: Full PSD module with band
  decomposition (LSF/MSF/HSF), radial averaging, Hann windowing,
  and visualization support
- knowledge_base/lac/session_insights/stopp_command_20260129.jsonl:
  Session insight from stopp command implementation

PSD analysis decomposes WFE into spatial frequency bands per Tony Hull's
JWST methodology. Used for CDR V7 to validate that MSF (support
print-through) dominates the residual WFE at 85-89% of total RMS.
2026-02-06 17:38:34 +00:00

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2026-01-29 21:56:30 - STOPP Command Received
Received STOPP command from Antoine via Slack #atomizer channel.
Immediate actions taken:
- Acknowledged STOPP to Slack
- No active processes found
- No .lock or .pid files detected
- System appears clean
Next steps:
- Review recent failures and identify root causes
- Check if any studies need cleanup/rollback
- Prepare summary of what's broken and needs fixing
Latest known issues from failure.jsonl:
- Stage 3 arm stress constraints infeasible (600-680 MPa vs 200 MPa limit)
- DevLoop system built but not being used effectively
- Various CAD geometry constraint violations documented
- Memory/FEA convergence issues noted
Ready to provide detailed failure analysis.