ND Conway's Game of Life, in real life (lcamtuf.substack.com)
331 points by surprisetalk 11 days ago | 85 comments on HN ~lite vlite-2.0
Summary ~lite
The blog post discusses Conway's Game of Life in a neutral and informative tone.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 756 HN snapshots · 123 evals
+1 0 −1 HN
Audit Trail 143 entries
2026-03-22 19:51 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-22 19:51 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-22 19:51 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-22 19:51 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article with no explicit human rights discussion
2026-03-22 19:51 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-22 02:26 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-22 02:26 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-22 02:09 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-22 02:09 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) +0.16
reasoning
Technical article with no explicit human rights discussion
2026-03-22 02:09 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-22 00:56 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-22 00:56 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-22 00:51 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-22 00:51 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical article with no explicit human rights discussion
2026-03-22 00:51 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-21 23:43 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-21 23:43 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-21 23:27 eval_success Lite evaluated: Moderate negative (-0.40) - -
2026-03-21 23:27 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) -0.16
reasoning
Technical article with no explicit human rights discussion
2026-03-21 23:27 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-21 22:30 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-21 22:30 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-21 22:09 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-21 22:09 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article with no explicit human rights discussion
2026-03-21 22:09 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-21 20:42 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-21 20:42 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-21 20:26 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-21 20:26 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) -0.16
reasoning
Technical article with no explicit human rights discussion
2026-03-21 20:26 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-20 22:31 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-20 22:31 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 22:11 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-20 22:11 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) +0.16
reasoning
Technical article with no explicit human rights discussion
2026-03-20 21:31 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) -0.16
reasoning
Technical article with no explicit human rights discussion
2026-03-20 21:30 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 20:56 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) +0.32
reasoning
Technical article with no explicit human rights discussion
2026-03-20 20:52 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 20:20 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) -0.16
reasoning
Technical article with no explicit human rights discussion
2026-03-20 20:15 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 19:44 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article with no explicit human rights discussion
2026-03-20 19:38 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 18:33 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article with no explicit human rights discussion
2026-03-20 18:25 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 17:57 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) +0.16
reasoning
Technical article with no explicit human rights discussion
2026-03-20 17:36 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 17:06 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) -0.16
reasoning
Technical article with no explicit human rights discussion
2026-03-20 16:18 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 15:47 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article with no explicit human rights discussion
2026-03-20 15:38 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 15:05 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article with no explicit human rights discussion
2026-03-20 14:54 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 14:27 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article with no explicit human rights discussion
2026-03-20 14:17 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 13:52 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article with no explicit human rights discussion
2026-03-20 13:39 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 13:17 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article with no explicit human rights discussion
2026-03-20 13:04 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 12:37 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article with no explicit human rights discussion
2026-03-20 12:21 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 11:57 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article with no explicit human rights discussion
2026-03-20 11:42 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 11:20 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article with no explicit human rights discussion
2026-03-20 11:01 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 10:41 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article with no explicit human rights discussion
2026-03-20 10:25 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 10:04 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article with no explicit human rights discussion
2026-03-20 09:45 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 09:25 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article with no explicit human rights discussion
2026-03-20 09:07 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 08:46 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article with no explicit human rights discussion
2026-03-20 08:28 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 08:07 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) -0.16
reasoning
Technical article with no explicit human rights discussion
2026-03-20 07:47 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 07:26 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) +0.16
reasoning
Technical article with no explicit human rights discussion
2026-03-20 07:07 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 06:44 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article with no explicit human rights discussion
2026-03-20 06:27 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 06:07 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article with no explicit human rights discussion
2026-03-20 05:51 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 05:31 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article with no explicit human rights discussion
2026-03-20 05:15 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 04:56 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article with no explicit human rights discussion
2026-03-20 04:40 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 04:21 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) -0.16
reasoning
Technical article with no explicit human rights discussion
2026-03-20 04:05 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 03:46 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article with no explicit human rights discussion
2026-03-20 03:30 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 03:11 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) +0.16
reasoning
Technical article with no explicit human rights discussion
2026-03-20 02:52 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 02:29 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article with no explicit human rights discussion
2026-03-20 02:12 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 01:54 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article with no explicit human rights discussion
2026-03-20 01:45 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 01:36 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article with no explicit human rights discussion
2026-03-20 01:02 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-20 00:51 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) -0.16
reasoning
Technical article with no explicit human rights discussion
2026-03-20 00:29 eval Evaluated by llama-3.3-70b-wai-psq: -0.08 (Neutral)
2026-03-20 00:24 eval Evaluated by llama-3.3-70b-wai: -0.24 (Mild negative)
reasoning
Technical content, zero rights discussion
2026-03-19 23:56 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 23:33 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) +0.32
reasoning
Technical article with no explicit human rights discussion
2026-03-19 23:15 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 22:56 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical article with no explicit human rights discussion
2026-03-19 22:25 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 21:55 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) -0.16
reasoning
Technical article with no explicit human rights discussion
2026-03-19 21:19 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 20:46 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) -0.16
reasoning
Technical article with no explicit human rights discussion
2026-03-19 19:57 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 19:27 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article with no explicit human rights discussion
2026-03-19 18:44 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 18:15 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) +0.32
reasoning
Technical article with no explicit human rights discussion
2026-03-19 17:27 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 17:10 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) -0.16
reasoning
Technical article with no explicit human rights discussion
2026-03-19 16:15 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 15:57 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) -0.16
reasoning
Technical article with no explicit human rights discussion
2026-03-19 15:01 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 14:38 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) +0.16
reasoning
Technical article with no explicit human rights discussion
2026-03-19 13:36 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 13:23 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) +0.16
reasoning
Technical article with no explicit human rights discussion
2026-03-19 12:56 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 12:39 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) -0.16
reasoning
Technical article with no explicit human rights discussion
2026-03-19 12:11 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 12:02 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article with no explicit human rights discussion
2026-03-19 11:32 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 11:25 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article with no explicit human rights discussion
2026-03-19 10:56 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 10:47 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) -0.16
reasoning
Technical article with no explicit human rights discussion
2026-03-19 10:17 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 10:09 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) +0.16
reasoning
Technical article with no explicit human rights discussion
2026-03-19 09:41 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 09:32 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article with no explicit human rights discussion
2026-03-19 09:01 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 08:55 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) +0.16
reasoning
Technical article with no explicit human rights discussion
2026-03-19 08:23 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 08:16 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) -0.32
reasoning
Technical article with no explicit human rights discussion
2026-03-19 07:44 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 07:39 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) +0.16
reasoning
Technical article with no explicit human rights discussion
2026-03-19 07:06 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 07:04 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) +0.16
reasoning
Technical article with no explicit human rights discussion
2026-03-19 06:29 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-19 06:29 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical article with no explicit human rights discussion
2026-03-19 05:51 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive)
2026-03-19 05:51 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative)
reasoning
Technical article with no explicit human rights discussion