ND Gemini 3.1 Pro (blog.google)
963 points by MallocVoidstar 16 days ago | 914 comments on HN ~lite vlite-2.0
Summary ~lite
Google announces Gemini 3.1 Pro, an AI model for complex tasks.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal · 6 evals
+1 0 −1 HN
Audit Trail 26 entries
2026-03-05 10:22 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-05 10:22 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-05 10:18 eval_success PSQ evaluated: g-PSQ=0.464 (3 dims) - -
2026-03-05 10:18 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-05 10:13 eval_success PSQ evaluated: g-PSQ=0.464 (3 dims) - -
2026-03-05 10:13 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive)
2026-03-03 06:44 eval_success Lite evaluated: Neutral (0.05) - -
2026-03-03 06:44 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
PR, neutral, structural alignment
2026-03-03 06:44 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-03 06:39 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-03 06:39 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral)
reasoning
Product announcement, no explicit rights discussion, embodies access and transparency
2026-03-03 06:39 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-03 06:38 eval_success Lite evaluated: Neutral (0.05) - -
2026-03-03 06:38 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral)
reasoning
PR, neutral, structural alignment
2026-03-03 06:38 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-02-26 06:23 dlq Dead-lettered after 1 attempts: Gemini 3.1 Pro - -
2026-02-26 06:23 dlq Dead-lettered after 1 attempts: Gemini 3.1 Pro - -
2026-02-26 06:18 dlq Dead-lettered after 1 attempts: Gemini 3.1 Pro - -
2026-02-26 05:23 credit_exhausted Credit balance too low, retrying in 246s - -
2026-02-26 04:55 credit_exhausted Credit balance too low, retrying in 357s - -
2026-02-26 02:30 dlq_replay DLQ message 251 replayed: Gemini 3.1 Pro - -
2026-02-26 02:26 dlq_replay DLQ message 68 replayed: Gemini 3.1 Pro - -
2026-02-26 01:54 dlq Dead-lettered after 1 attempts: Gemini 3.1 Pro - -
2026-02-26 01:54 dlq Dead-lettered after 1 attempts: Gemini 3.1 Pro - -
2026-02-26 01:54 dlq Dead-lettered after 1 attempts: Gemini 3.1 Pro - -
2026-02-26 01:54 dlq Dead-lettered after 1 attempts: Gemini 3.1 Pro - -