Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 1.00 0.00 software engineering
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.83 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.63 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 -1.00 Moderate negative 0.90 1.00 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
0.00 Lf-lean: The frontier of verified software engineering (theorem.dev)
47 points by alpaylan 5 days ago | 9 comments on HN | Neutral ~lite vlite-1.6
Summary ~lite software engineering Neutral
Blog post on verified software engineering, no human rights mention
EQ 0.00
SO 0.00
TD 0.00
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal 317 HN snapshots · 59 evals
+1 0 −1 HN
Audit Trail 79 entries
2026-03-17 14:34 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-17 14:34 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on software engineering, no human rights discussion
2026-03-17 14:34 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-17 14:16 eval_success PSQ evaluated: g-PSQ=-0.040 (3 dims) - -
2026-03-17 14:16 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-17 13:52 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-17 13:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on software engineering, no human rights discussion
2026-03-17 13:52 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-17 13:33 eval_success PSQ evaluated: g-PSQ=-0.040 (3 dims) - -
2026-03-17 13:33 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-17 12:53 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-17 12:53 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-17 12:53 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on software engineering, no human rights discussion
2026-03-17 12:31 eval_success PSQ evaluated: g-PSQ=-0.040 (3 dims) - -
2026-03-17 12:31 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-17 12:17 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-17 12:17 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on software engineering, no human rights discussion
2026-03-17 12:17 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-17 11:54 eval_success PSQ evaluated: g-PSQ=-0.040 (3 dims) - -
2026-03-17 11:54 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-17 11:42 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-17 11:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on software engineering, no human rights discussion
2026-03-17 11:42 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-17 11:15 eval_success PSQ evaluated: g-PSQ=-0.040 (3 dims) - -
2026-03-17 11:15 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-17 11:02 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-17 11:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on software engineering, no human rights discussion
2026-03-17 11:02 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-17 10:40 eval_success PSQ evaluated: g-PSQ=-0.040 (3 dims) - -
2026-03-17 10:40 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-17 10:27 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-17 10:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on software engineering, no human rights discussion
2026-03-17 10:27 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-17 10:01 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-17 09:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on software engineering, no human rights discussion
2026-03-17 09:22 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-17 09:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on software engineering, no human rights discussion
2026-03-17 08:45 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-17 08:34 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on software engineering, no human rights discussion
2026-03-17 08:07 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-17 07:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on software engineering, no human rights discussion
2026-03-17 07:33 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-17 07:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on software engineering, no human rights discussion
2026-03-17 06:57 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-17 06:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on software engineering, no human rights discussion
2026-03-17 06:23 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-17 06:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on software engineering, no human rights discussion
2026-03-17 05:47 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-17 05:39 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on software engineering, no human rights discussion
2026-03-17 05:09 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-17 05:05 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on software engineering, no human rights discussion
2026-03-17 04:32 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-17 04:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on software engineering, no human rights discussion
2026-03-13 03:26 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-13 03:19 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on software engineering, no human rights discussion
2026-03-13 02:51 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-13 02:44 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on software engineering, no human rights discussion
2026-03-13 02:16 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-13 02:09 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on software engineering, no human rights discussion
2026-03-13 01:41 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-13 01:34 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on software engineering, no human rights discussion
2026-03-13 01:12 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-13 01:09 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on software engineering, no human rights discussion
2026-03-13 00:43 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-13 00:41 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on software engineering, no human rights discussion
2026-03-13 00:23 eval Evaluated by llama-3.3-70b-wai-psq: -0.07 (Neutral)
2026-03-13 00:19 eval Evaluated by llama-3.3-70b-wai: -0.40 (Moderate negative)
reasoning
Technical blog post, no rights discussion
2026-03-12 23:29 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-12 23:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on software engineering, no human rights discussion
2026-03-12 22:12 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-12 22:09 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on software engineering, no human rights discussion
2026-03-12 21:31 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-12 21:28 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on software engineering, no human rights discussion
2026-03-12 21:06 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-12 21:05 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on software engineering, no human rights discussion
2026-03-12 20:10 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-12 20:08 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on software engineering, no human rights discussion
2026-03-12 18:59 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral)
2026-03-12 18:58 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical blog post on software engineering, no human rights discussion