0.00 Ask HN: Best way to implement logging and audit trails for AI apps?
3 points by devstatic 3 days ago | 0 comments on HN | Neutral ~lite vlite-1.6
Summary ~lite AI Development Neutral
Discussion on logging and audit trails for AI applications
EQ 0.50
SO 0.00
TD 0.00
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal 376 HN snapshots · 4 evals
+1 0 −1 HN
Audit Trail 9 entries
2026-03-07 20:08 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-07 20:08 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Discussion on logging and audit trails for AI apps, no explicit human rights discussion
2026-03-07 20:08 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-07 20:01 eval_success Lite evaluated: Neutral (-0.04) - -
2026-03-07 20:01 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral)
reasoning
Neutral query on AI logging
2026-03-07 09:16 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-07 09:16 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-07 09:16 eval_success PSQ evaluated: g-PSQ=0.464 (3 dims) - -
2026-03-07 09:16 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive)