AXIOM SESSION RESULTS LOG
Session timestamp: 2026-03-04 (Part 3 save/upload)

SESSION OVERVIEW
- Consolidated Part 1 validation/credit/cleanup and Part 2 deployment/experiment design outputs.
- Validation source: validate_2026-03-04_0440.txt
- Context source: findings_summary.txt (updated in Part 2)

RESULTS REVIEWED AND CREDIT AWARDED (PART 1)
- Completed uncredited results reviewed: 31
- Credited results: 31 (all contained valid science payloads; 0 error payloads in credited set)
- Total session credit granted: 588 (cap 10,000 respected)
- Host credit deltas:
  - host_id=1 (Pyhelix): +58
  - host_id=339 (Foxtrot-2): +530
- User credit updates:
  - user_id=1 name=PyHelix: +58 (total_credit_now=11411.295579)
  - user_id=40 name=ChelseaOilman: +530 (total_credit_now=461732.310175)
- Counter updates:
  - credited_count.txt: 110300 -> 110331
  - total_results_count.txt: 54910 -> 54947

STUCK/BROKEN TASK CLEANUP (PART 1)
- Broken-line abort checks (unsent + in-progress):
  - exp_metapop_corridor_delay_forecast%: 4 tasks aborted
  - exp_rps_delay_jitter_adaptive_mobility%: 0 tasks aborted
  - exp_wd_mixup_interaction%: 0 tasks aborted
- Stuck cleanup (>12h running + >6h no contact): 0 tasks aborted
- Hard-ceiling cleanup (>48h running): 0 tasks aborted

NEW EXPERIMENT DESIGN AND NOVELTY CHECK (PART 2)
- New experiment added: sandpile_delay_adaptive_dissipation.py (CPU, SOC domain).
- Factorial design:
  - strategy {fixed, adaptive}
  - control_delay {0,6,18}
  - sensor_noise {0.00,0.12}
  - drive_corr {0.00,0.70}
- Novelty check documentation:
  - Queries run:
    1) "Abelian sandpile model control avalanches paper"
    2) "self-organized criticality feedback control avalanche"
    3) "sandpile model delayed feedback control"
  - Outcome: prior work exists on general SOC/sandpile control and avalanche mitigation, but no direct match identified for delayed noisy adaptive dissipation versus fixed dissipation under correlated driving in this factorial form.
  - Novel angle recorded: potential delay-induced control inversion affecting extreme-tail avalanche risk.

DEPLOYMENT SNAPSHOT (PART 2)
- CPU top-up deployment: 6,076 CPU workunits created.
- Additional new-line seed pass: 208 CPU workunits for sandpile_delay_adaptive_dissipation.py.
- GPU top-up deployment: 335 GPU workunits.
- Transitioner refresh executed after deployment.

SCIENTIFIC FINDINGS
1. feature_subspace_overlap runs remained consistent with a negative overlap-gap relationship (mean correlation approximately -0.697), with no reviewed seeds showing wd_reduces_overlap=true.
2. reg_timing_universality runs continued to show inverse critical-period signal (mean inverse-CP count 2.0 per run), but universality is still unconfirmed in this slice.
3. wd_clipping_interaction runs showed a small positive interaction delta (mean +1.04e-3), indicating weak clipping-mediated modulation under this configuration.
4. Newly expanded dynamics lines (Gray-Scott, Ising quench, metapop/seasonal epidemiology, reaction-diffusion phase jitter, cascade shedding, Brusselator sensor-noise variants) continued returning valid outputs with added replication seeds.
5. No new 30+ seed cross-validated finding was promoted this pass; established findings remain unchanged while queue saturation and SOC hypothesis expansion were prioritized.

BUGS/FIXES RECORDED THIS SESSION
- Validation credit aggregation bug corrected: elapsed-time additions were reversed and correct credit-unit deltas applied; verified final intended host/user credit deltas.
- BOINC payload wrapper compatibility fix applied to:
  - metapop_corridor_delay_forecast.py
  - rps_delay_jitter_adaptive_mobility.py
  - wd_mixup_interaction.py
  (all now emit payloads as {"experiment_result": ...}).