ND Show HN: Caliper – Auto Instrumented LLM Observability with Custom Metadata (gitlab.com)
2 points by OliverGuy 2 days ago | 0 comments on HN ~lite vlite-2.0
Summary ~lite
The Caliper Python SDK project page appears to be a neutral, open-source project with no obvious threats or hostile language.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 64 HN snapshots · 4 evals
+1 0 −1 HN
Audit Trail 10 entries
2026-03-08 14:33 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-08 14:33 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-08 14:33 eval_success PSQ evaluated: g-PSQ=0.464 (3 dims) - -
2026-03-08 14:33 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive)
2026-03-08 14:32 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-08 14:32 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical GitLab project page, no explicit human rights discussion
2026-03-08 14:32 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-08 14:31 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-08 14:31 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical content, zero rights discussion
2026-03-08 14:31 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -