0.00 A Fuzzer for the Toy Optimizer (bernsteinbear.com)
33 points by surprisetalk 8 days ago | 5 comments on HN | Neutral ~lite vlite-1.6
Summary ~lite Technology Neutral
Technical blog post on fuzzing a compiler optimizer
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 442 HN snapshots · 131 evals
+1 0 −1 HN
Audit Trail 151 entries
2026-03-23 15:47 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-23 15:47 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-23 15:47 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 15:36 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-23 15:36 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 15:09 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-23 15:09 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-23 15:09 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 14:59 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-23 14:59 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 14:38 credit_exhausted Credit balance too low, pausing provider for 30 min - -
2026-03-23 14:35 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-23 14:35 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-23 14:35 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 14:22 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-23 14:22 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 13:59 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-23 13:59 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-23 13:59 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 13:47 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-23 13:47 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 13:25 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-23 13:25 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-23 13:25 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 13:11 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-23 13:11 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 12:46 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-23 12:46 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-23 12:46 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 12:32 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-23 12:32 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 12:11 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-23 12:11 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-23 11:55 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 11:35 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-23 11:19 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 11:00 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-23 10:42 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 10:25 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-23 10:11 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 09:49 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-23 09:29 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 09:10 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-23 08:51 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 08:35 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-23 08:15 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 08:00 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-23 07:36 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 07:25 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-23 06:59 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 06:50 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-23 06:23 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 06:15 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-23 05:48 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 05:40 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-23 05:12 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 05:06 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-23 04:38 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 04:30 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-23 03:49 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 03:42 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-23 02:40 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 02:33 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-23 01:19 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 01:16 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-22 23:42 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 23:38 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-22 22:31 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 22:27 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-22 21:16 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 21:14 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-22 20:02 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 19:59 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-22 18:48 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 18:48 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-22 18:10 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 18:09 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-22 17:32 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 17:31 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-22 16:56 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 16:56 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-19 22:04 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 21:43 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-19 20:42 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 20:27 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-19 19:22 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 19:06 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-19 17:57 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 17:35 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-19 16:40 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 16:21 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-19 15:21 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 15:04 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-19 14:01 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 13:39 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-19 12:27 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 11:55 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-19 11:45 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 11:16 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-19 11:06 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 10:34 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-19 10:25 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 09:56 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-19 09:46 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 09:20 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-19 09:06 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 08:42 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-19 08:22 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 08:03 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-19 07:41 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 07:23 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-19 07:04 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 06:47 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-19 06:27 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 06:11 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-19 05:50 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 05:33 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-19 04:55 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 04:38 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-19 03:41 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 03:25 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-19 02:23 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 02:08 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-19 00:57 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 00:50 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-19 00:22 eval Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive)
2026-03-19 00:19 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral)
reasoning
Technical blog post on fuzzer for Toy Optimizer
2026-03-18 23:54 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 23:43 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-18 23:18 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 23:08 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-18 22:41 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 22:21 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-18 21:27 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 21:16 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-18 20:14 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 20:08 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-18 19:39 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 19:34 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-18 19:01 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 18:55 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-18 18:23 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 18:17 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-18 17:45 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 17:43 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-18 17:02 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 17:00 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-18 16:25 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 16:24 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion
2026-03-18 15:47 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-18 15:47 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral)
reasoning
Technical blog post on fuzzing a compiler optimizer, no human rights discussion