Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.83 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 -0.61 Mild negative 1.00 0.61 —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.40 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 -0.61 Mild negative 0.80 0.61 No human rights theme
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite
Preamble ND ND ND ND
Article 1 ND ND ND ND
Article 2 ND ND ND ND
Article 3 ND ND ND ND
Article 4 ND ND ND ND
Article 5 ND ND ND ND
Article 6 ND ND ND ND
Article 7 ND ND ND ND
Article 8 ND ND ND ND
Article 9 ND ND ND ND
Article 10 ND ND ND ND
Article 11 ND ND ND ND
Article 12 ND ND ND ND
Article 13 ND ND ND ND
Article 14 ND ND ND ND
Article 15 ND ND ND ND
Article 16 ND ND ND ND
Article 17 ND ND ND ND
Article 18 ND ND ND ND
Article 19 ND ND ND ND
Article 20 ND ND ND ND
Article 21 ND ND ND ND
Article 22 ND ND ND ND
Article 23 ND ND ND ND
Article 24 ND ND ND ND
Article 25 ND ND ND ND
Article 26 ND ND ND ND
Article 27 ND ND ND ND
Article 28 ND ND ND ND
Article 29 ND ND ND ND
Article 30 ND ND ND ND
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