Axiom BOINC Session Results Log
Session timestamp: 2026-03-04 12:36 (America/Denver)
Source logs: validate_2026-03-04_1231.txt + run_2026-03-03_1352.log

PART 1: VALIDATION, CREDIT, AND CLEANUP
- Completed success results reviewed and credited: 251
- Session credit awarded: 4510 (cap check passed, <= 10000)
- Top credit increments: ChelseaOilman +3930; PyHelix +182; WTBroughton +126; kotenok2000 +110; hwt +52; Orange Kid +36; vanos0512 +36; [DPC] hansR +20; Vato +18
- Reviewed queue window centered on result IDs 1672775 through 1684748 plus live arrivals
- Payload quality: credited rows were science-bearing and parseable (xperiment_result JSON)
- Stuck/dead-host cleanup (>12h running and >6h silent): 0 aborted
- Hard-ceiling cleanup (>48h running): 0 aborted
- Broken experiment broad-abort action in Part 1: none required
- Website counters after Part 1: credited_count.txt=1124; total_results_count.txt=1125
- Cutoff snapshot: uncredited completed success=1 (live-arrival residual), uncredited completed failure=0

PART 2: RESEARCH, DEPLOYMENT, AND EXPERIMENT DESIGN
Deployment actions (from run_2026-03-03_1352.log):
- Retirement/over-seeding check ran before deployment; candidates listed but unsent abort total was 0 (ABORT_TOTAL=0)

CPU deployment:
- CPU queue fill completed with host-targeted assignment and duplicate checks
- Host scan for CPU fill: 81 hosts seen; 2 low-RAM hosts skipped (<6 GB)
- CPU workunits created in this run: 2937
- CPU scripts used for deployment:
  1) wd_batchnoise_interaction.py
  2) wd_labelsmooth_interaction.py
- Host targeting mode: per-host targeted naming (xp_<experiment>_h<hostid>[_rN]) to fill host queues toward 3x CPU depth

GPU deployment checkpoint:
- GPU deployment pass was started as a separate appid=2 pass
- GPU scripts selected in run log:
  1) wd_curvature_trigger_gpu.py
  2) wd_timing_scale_gpu.py
- Run log capture ended during GPU command execution; final GPU_HOSTS_FOUND / GPU_WU_CREATED lines were not emitted in this file
- Live checkpoint snapshot now shows active GPU queue on 5 hosts (host IDs: 9, 29, 299, 353, 355) with 7 active GPU results total across the two GPU scripts
  - wd_curvature_trigger_gpu*: 4 active results on 3 hosts
  - wd_timing_scale_gpu*: 3 active results on 2 hosts

New experiment design and novelty documentation:
- New CPU experiment script added and syntax-checked:
  - wd_batchnoise_interaction.py (uploaded to /opt/axiom_boinc/html/user/experiments/ and py_compile OK)
- Novelty-check evidence documented in run log via literature/web search before deployment planning, including targeted searches on:
  - weight decay + label smoothing interaction
  - adaptive/scheduled weight decay
  - batch size + weight decay generalization
  - decoupled weight decay baseline literature
- Research intent: test interaction effects (batch-gradient noise x late weight decay) rather than re-running already saturated WD lines

KEY SCIENTIFIC FINDINGS
1. High-throughput ecology/control/delay families continued producing stable, parseable xperiment_result outputs in this session, with no new crash cluster in the credited batch.
2. Median elapsed time in the primary credited batch remained around 845s, indicating sustained volunteer throughput with substantive compute donation rather than trivial short-run completions.
3. Cross-host replication expanded for seasonal_metapop_vax_trigger, cascade_forecast_delay_shedding, lorenz96_delay_assimilation_regime_shift, tritrophic_delay*, and rd_phasejitter_adaptive_forcing without introducing new deterministic failure signatures.
4. WD-focused lines remained productive in mixed CPU/GPU usage, and Part 2 introduced/advanced interaction-focused WD hypotheses (notably batch-noise x late-WD), with explicit novelty search recorded before script deployment.
5. No broad broken-experiment abort was required this session; cleanup controls (dead-host and >48h hard ceiling) remained active but did not trigger.

Notes
- This log intentionally excludes cumulative credited result-ID lists; the database remains the source of truth for historical credit tracking.