AXIOM SESSION RESULTS
Timestamp: 2026-03-04 11:36 CET
Host: local project server

SESSION SUMMARY
- Validation reviewed 49 newly completed-success, currently uncredited results in this cycle.
- Credit awarded this session: 0 (all reviewed results still lacked trusted sanitized numeric payload matches in `/opt/axiom/experiment_results/sanitized/*_safe.json`).
- Counters refreshed: `credited_count.txt` remained 254; `total_results_count.txt` updated/held at 303 using non-decreasing rule.

VALIDATION AND CREDIT STATUS
- Reviewed completed-success batch: 49 total, 0 credited, +0 total credit.
- Sanitized-match status for reviewed batch: 0/49 matched by trusted `_wu_name`/`_result_name` keys.
- Per-user pending-uncredited concentration remained highest for ChelseaOilman and PyHelix in this snapshot.

CLEANUP AND RELIABILITY ACTIONS
- Dead-host cleanup rule (>12h running with stale host contact): 0 tasks aborted.
- Runtime ceiling cleanup rule (>48h running): 0 tasks aborted.
- Broken-experiment mass aborts: none applied this session (no fresh evidence requiring experiment-wide stop).
- Outcome composition still shows high outcome=6 prevalence among completed failures, so scheduler/manual-abort/no-reply confounds remain under active monitoring.

DEPLOYMENT ACTIONS COMPLETED IN SESSION
- Queue-cap enforcement applied on overloaded hosts before dispatch (CPU/GPU running-task reduction to configured caps).
- CPU deployment completed in two waves: 4680 WUs, then 3056 WUs, plus targeted initial seeding for one newly designed experiment.
- GPU deployment completed in separate mandatory passes: 306 + 297 + 300 WUs across idle-capacity GPU hosts.
- GPU experiment families dispatched: WD noise trigger, curvature trigger, timing scale, gradient-subspace WD, anisotropy trigger, and GPU matmul stress.

NEW EXPERIMENTS DESIGNED (WITH NOVELTY CHECKS)
- `hypercycle_delay_dilution_rescue.py`
  - Hypothesis: delayed adaptive dilution in hypercycle-parasite ecology yields a non-monotonic rescue window improving diversity-retention versus immediate adaptive control.
  - Novelty check: literature found hypercycle parasite instability and delay-control foundations, but no exact prior match for this delayed-vs-immediate adaptive dilution comparison with the stated interaction metrics.
- `kuramoto_delay_adaptive_efficiency.py`
  - Hypothesis: delayed adaptive coupling gain in noisy Kuramoto populations has a non-monotonic delay region improving synchronization-efficiency over immediate feedback.
  - Novelty check: prior delayed/adaptive Kuramoto literature exists, but this explicit delayed-vs-immediate efficiency objective under stochastic drift and matched delay/gain/noise grids remains distinct.
  - Initial seeding completed: 120 CPU WUs.

KEY SCIENTIFIC FINDINGS
1. No new finding met promotion criteria this session because trusted sanitized numeric outputs were unavailable for all newly reviewed uncredited completed-success results.
2. Completed failure composition remains dominated by outcome=6 in the current snapshot, reinforcing that operational confounds (scheduler/manual-abort/no-reply pathways) continue to mask script-level signal.
3. Two new hypothesis-driven experiment lines were added with documented novelty checks (hypercycle delayed dilution rescue; Kuramoto delayed adaptive efficiency), expanding the active search space for delay-window non-monotonic effects.

KEY SCIENTIFIC RESULTS CONTEXT
1. Confirmed historical findings set remains unchanged this session (no demotions, no removals).
2. Existing confirmed WD interaction findings remain the strongest replicated signal base while new delay-control experiments enter data-collection phase.

OPEN QUESTIONS FOR NEXT VALIDATION CYCLE
- Re-run credit validation as soon as new trusted sanitized `_safe.json` artifacts land for the pending completed-success batch.
- Continue separating outcome=6 operational causes from true experiment defects before any broad experiment retirement/abort action.