AXIOM BOINC SESSION RESULTS
Timestamp: 2026-03-04 04:28:37 CET
Session chain: part1_validate -> part2_deploy -> part3_save

RESULTS REVIEWED AND CREDIT AWARDED
- Reviewed 46 completed `exp_%` results with valid uploaded JSON payloads and applied credit.
- Total credit awarded this session: 590.
- Per-user increments: ChelseaOilman +492, PyHelix +98.
- Reviewed mix included ML interaction probes plus new dynamical-systems families; credit was applied through normal incremental updates to result/user/host credit fields.

CLEANUP / STABILITY ACTIONS
- Stuck/broken task cleanup executed:
  - `stuck_deadhost_aborted`: 0
  - `stuck_48h_aborted`: 0
- High-failure candidate `wd_clipping_interaction` was reviewed; recent failures were mixed with recent successes, so no blanket abort was applied in this pass.
- Retirement safety check was executed before deployment; no retirement-eligible unsent backlog was detected, so no forced abort update was required.

EXPERIMENT DEPLOYMENT AND DESIGN (PART 2)
- CPU queue top-up: 7,729 new CPU workunits created (`appid=1`, `exp_%`, create_time >= 2026-03-04 03:56:40 UTC); 56 CPU hosts touched; RAM<6GB hosts excluded.
- GPU queue top-up (mandatory separate pass): 335 GPU workunits created; GPU hosts with idle capacity found/touched: 83/83.
- Transition refresh performed with one-pass transitioner after deployment.
- New experiment design and seeding:
  - `kuramoto_delay_noisy_control.py` added and seeded to 30 high-capacity CPU hosts.
  - Design grid: strategy {fixed, adaptive} x control_delay {0,8,20} x obs_noise {0.00,0.05} x edge_prob {0.08,0.18}.
  - Outputs: mean order parameter, synchronization fraction, control variance, adaptive-minus-fixed deltas.

NOVELTY CHECK DOCUMENTATION
- Literature/novelty queries were run for delayed/adaptive/noisy Kuramoto control regimes.
- Prior art confirms adaptive coupling and delay effects are studied in Kuramoto variants.
- This session's targeted regime (delayed noisy order-parameter sensing with fixed-vs-adaptive control inversion test across sparse vs denser random networks) was not found as a direct match.
- Novel angle documented: delay-induced control inversion under observation noise and network density with synchronization/variance tradeoff measurement.

KEY SCIENTIFIC FINDINGS
1. `feature_subspace_overlap` (n=5 this pass) continued to show a strongly negative overlap-gap correlation (mean -0.732), and `wd_reduces_overlap` stayed false across reviewed seeds.
2. `reg_timing_universality` (n=2 this pass) retained the inverse critical-period signal in 2/4 regularizers; universality remains unconfirmed.
3. `wd_clipping_interaction` (n=2 this pass) remained near-zero/mixed (interaction_delta mean -1.77e-4), indicating no robust clipping-mediated amplification in this pass.
4. New non-ML dynamical families generated valid outputs and added replication seeds this pass: grayscott_delay_pulse_feedback (n=4), ising_delay_adaptive_quench (n=5), metapop_allee_climate_dispersal (n=4), seasonal_metapop_vax_trigger (n=3), rd_phasejitter_adaptive_forcing (n=3), cascade_forecast_delay_shedding (n=4), brusselator_delay_sensor_noise (n=3).
5. No new 30+ seed cross-validated result was promoted to confirmed status during this deployment/validation cycle.

WEBSITE COUNTERS
- `credited_count.txt` incremented by 46 to 110300.
- `total_results_count.txt` updated to monotonic max 54910.