0.00 Gemini 3.1 Flash-Lite: Built for intelligence at scale (blog.google)
57 points by meetpateltech 23 hours ago | 29 comments on HN | Neutral ~lite vlite-1.5
Summary ~lite AI Development Neutral
Google announces Gemini 3.1 Flash-Lite, a cost-effective AI model.
EQ 0.50
SO 0.60
TD 0.70
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal 49 HN snapshots · 36 evals
+1 0 −1 HN
Audit Trail 56 entries
2026-03-04 06:52 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-04 06:52 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
AI model announcement, no explicit rights discussion, and implicit alignment with access/openness values.
2026-03-04 06:52 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-04 06:47 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-04 06:47 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
AI model announcement, no explicit rights discussion, and implicit alignment with access/openness values.
2026-03-04 06:47 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-04 06:29 eval_success Lite evaluated: Neutral (0.05) - -
2026-03-04 06:29 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Tech blog post, neutral stance, embodies access
2026-03-04 06:29 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 01:33 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-04 01:33 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
AI model announcement, no explicit rights discussion, and implicit alignment with access/openness values.
2026-03-04 01:33 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-04 01:03 eval_success Lite evaluated: Neutral (0.05) - -
2026-03-04 01:03 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Tech blog post, neutral stance, embodies access
2026-03-04 01:03 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 00:58 eval_success Lite evaluated: Neutral (0.05) - -
2026-03-04 00:58 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Tech blog post, neutral stance, embodies access
2026-03-04 00:58 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 00:56 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-04 00:56 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
AI model announcement, no explicit rights discussion, and implicit alignment with access/openness values.
2026-03-04 00:56 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-04 00:17 eval_success Lite evaluated: Neutral (0.05) - -
2026-03-04 00:17 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Tech blog post, neutral stance, embodies access
2026-03-04 00:17 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 00:15 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-04 00:15 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) +0.06
reasoning
AI model announcement, no explicit rights discussion, and implicit alignment with access/openness values.
2026-03-04 00:15 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-04 00:13 eval_success Lite evaluated: Neutral (0.05) - -
2026-03-04 00:13 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Tech blog post, neutral stance, embodies access
2026-03-04 00:13 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 00:09 eval Evaluated by llama-4-scout-wai: +0.02 (Neutral) 0.00
reasoning
AI model announcement, no explicit rights discussion, and implicit alignment with access/openness values.
2026-03-03 23:36 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Tech blog post, neutral stance, embodies access
2026-03-03 23:20 eval Evaluated by llama-4-scout-wai: +0.02 (Neutral) -0.06
reasoning
AI model announcement, no explicit rights discussion, and implicit alignment with access/openness values.
2026-03-03 23:15 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
AI model announcement, no explicit rights discussion, and implicit alignment with access/openness values.
2026-03-03 22:57 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Tech blog post, neutral stance, embodies access
2026-03-03 22:43 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) +0.06
reasoning
AI model announcement, no explicit rights discussion, and implicit alignment with access/openness values.
2026-03-03 22:30 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Tech blog post, neutral stance, embodies access
2026-03-03 22:25 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Tech blog post, neutral stance, embodies access
2026-03-03 22:13 eval Evaluated by llama-4-scout-wai: +0.02 (Neutral) -0.06
reasoning
AI model announcement, no explicit rights discussion, and implicit alignment with access/openness values.
2026-03-03 21:31 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Tech blog post, neutral stance, embodies access
2026-03-03 21:14 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) +0.06
reasoning
AI model announcement, no explicit rights discussion, and implicit alignment with access/openness values.
2026-03-03 21:09 eval Evaluated by llama-4-scout-wai: +0.02 (Neutral) -0.06
reasoning
AI model announcement, no explicit rights discussion, and implicit alignment with access/openness values.
2026-03-03 20:57 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Tech blog post, neutral stance, embodies access
2026-03-03 20:33 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
AI model announcement, no explicit rights discussion, and implicit alignment with access/openness values.
2026-03-03 20:23 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Tech blog post, neutral stance, embodies access
2026-03-03 20:00 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
AI model announcement, no explicit rights discussion, and implicit alignment with access/openness values.
2026-03-03 19:43 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Tech blog post, neutral stance, embodies access
2026-03-03 19:12 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
AI model announcement, no explicit rights discussion, and implicit alignment with access/openness values.
2026-03-03 18:58 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Tech blog post, neutral stance, embodies access
2026-03-03 18:25 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
AI model announcement, no explicit rights discussion, and implicit alignment with access/openness values.
2026-03-03 18:20 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
AI model announcement, no explicit rights discussion, and implicit alignment with access/openness values.
2026-03-03 18:18 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Tech blog post, neutral stance, embodies access
2026-03-03 18:13 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Tech blog post, neutral stance, embodies access
2026-03-03 17:47 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) +0.06
reasoning
AI model announcement, no explicit rights discussion, and implicit alignment with access/openness values.
2026-03-03 17:42 eval Evaluated by llama-4-scout-wai: +0.02 (Neutral)
reasoning
AI model announcement, no explicit rights discussion, and implicit alignment with access/openness values.
2026-03-03 17:40 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral)
reasoning
Tech blog post, neutral stance, embodies access