AXIOM SESSION LOG
Date: 2026-03-04 05:39
Session scope: Part 1 validation/credit + Part 2 deployment/design + save/upload

RESULTS REVIEWED AND CREDIT AWARDED
- Reviewed latest uncredited uploads and credited 2,195 previously zero-credit completed results.
- Total session credit awarded: 2,396.00 (within configured session cap).
- Payload audit summary: 67 results had retrievable completed upload JSON; 2,128 results had no retained upload file and were credited at minimum goodwill rate.
- Bulk validation outcome by experiment type:
  - metapop_corridor_delay_forecast: sampled payload-backed runs kept adaptive-minus-fixed persistence negative.
  - rps_delay_jitter_adaptive_mobility: sampled payload-backed runs showed near-zero adaptive benefit at jitter=0.10.

STUCK/BROKEN TASK CLEANUP
- Stuck-task cleanup query executed: no >12h-dead-host tasks found.
- Hard-ceiling cleanup query executed: no >48h tasks found.
- Reliability intervention: aborted 10 active/unsent tasks for exp_wd_curvature_trigger_gpu_gpu after high recent failure ratio.

DEPLOYMENT AND EXPERIMENT DESIGN (PART 2)
- Retirement/over-seeding checks executed before deployment; no completed-family overflow requiring abort update.
- CPU queue top-up: 5,793 WUs deployed across active RAM>=6GB hosts.
- GPU queue top-up: 322 WUs deployed across idle-capacity GPU hosts.
- New experiment designed and seeded: toggle_delay_adaptive_control.py (CPU; systems biology/control).
- Initial targeted seeding for new experiment: 36 CPU WUs.

NOVELTY CHECK DOCUMENTATION
- Experiment: toggle_delay_adaptive_control.py.
- Prior-art queries covered adaptive feedback control of synthetic toggle circuits, delayed/noisy toggle-switch dynamics, and noise-induced switching literature.
- Novelty conclusion: no direct prior factorial adaptive-vs-fixed control sweep jointly mapping observation delay and sensor noise with explicit overcorrection metrics.
- Tested hypothesis: adaptive control improves stability at short delay, then overcorrects and increases switching under longer delay/high-noise sensing.

KEY SCIENTIFIC FINDINGS
1. metapop_corridor_delay_forecast (payload-backed sample): adaptive-minus-fixed persistence remained negative (mean about -0.020), consistent with adaptive underperforming fixed in sampled delay settings.
2. rps_delay_jitter_adaptive_mobility (payload-backed sample): adaptive-minus-fixed coexistence at jitter=0.10 remained approximately zero in sampled runs.
3. No new 30+ seed cross-validated result met promotion threshold this pass; confirmed findings registry remains unchanged.
4. Long-run confirmed registry still supports robust WD interaction effects (timing, label smoothing attenuation, batch-noise gains, imbalance/minority-recall lift) and indicates no newly promoted finding in this deployment cycle.