AXIOM SESSION RESULTS LOG
Timestamp: 2026-03-04 02:36 CET
Session parts summarized: part1_validate + part2_deploy

RESULTS REVIEWED AND CREDIT AWARDED
- Reviewed 900 completed uncredited results in this session pass.
- JSON verification outcome: 885 experiment_result payloads and 15 error payloads parsed successfully.
- Credit awarded: 8720.0 total across 900 results (session cap respected).
- Credit distribution summary:
  - ChelseaOilman +5612.0
  - Steve Dodd +1764.0
  - WTBroughton +384.0
  - PyHelix +380.0
  - kotenok2000 +314.0
  - Time_Traveler +112.0
  - [DPC] hansR +92.0
  - Amapola +44.0
  - Vato +18.0
- Bulk review emphasis was on active WD interaction lines (label smoothing and batch-noise interaction families), with additional retired-line completions observed.

STUCK/BROKEN TASK CLEANUP
- Dead-host stuck-task sweep (>12h run and >6h no contact): 0 tasks aborted.
- Hard-ceiling sweep (>48h runtime): 0 tasks aborted.
- No multi-host clearly broken active line required mass-abort intervention.

NEW EXPERIMENTS DESIGNED / DEPLOYED (WITH NOVELTY CHECK)
- New experiment seeded: ising_delay_adaptive_quench.py (CPU; statistical physics/disordered phase dynamics).
- Deployment: staged to 30 high-capacity CPU hosts (r1) during this session.
- Novelty check documented via targeted literature-style query set:
  - Kibble-Zurek Ising quench defect scaling
  - Random-field Ising hysteresis rate dependence
  - Feedback control / delayed schedule dynamics in Ising-like settings
- Prior art exists for quench-rate scaling and disorder hysteresis, but no direct BOINC-scale study was identified for delayed + noisy adaptive cooling versus fixed cooling in disordered 2D Ising.
- Novel hypothesis tested: controller delay/noise can induce a regime sign flip where adaptive cooling helps at low delay but worsens interface-defect density at higher delay, modulated by disorder strength.

MAJOR SCIENTIFIC FINDINGS
1. WD timing inverse critical-period behavior remains strongly supported: late weight decay outperforms early timing on generalization across large accumulated evidence.
2. WD + label smoothing interaction remained robust in this validation pass: interaction signal persisted in 94.2% of reviewed seeds, with attenuation behavior present in 24.8%, matching prior profile.
3. WD + batch-noise interaction remained strongly positive: interaction_positive_rate was 0.999248 in this pass, reinforcing the established positive interaction result.
4. No new script-level bug signatures were detected in the reviewed payloads; no validation-time experiment script patch was required.
5. This deployment pass did not add a new 30+ seed cross-validated line to CONFIRMED FINDINGS; priority remains mechanism studies and diversified non-ML STEM lines.

SESSION OPERATIONS SUMMARY
- CPU top-up: 2359 WUs created.
- GPU top-up: 257 WUs created (GPU hosts with idle capacity were serviced).
- Transitioner one-pass refresh executed after CPU, GPU, and new experiment seeding.