0.00 Pushing and Pulling: Three Reactivity Algorithms (jonathan-frere.com)
120 points by frogulis 1 days ago | 20 comments on HN | Neutral ~lite vlite-1.6
Summary ~lite Technology Neutral
Technical blog post on reactivity algorithms
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 531 HN snapshots · 133 evals
+1 0 −1 HN
Audit Trail 153 entries
2026-03-09 22:59 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-09 22:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 22:59 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-09 22:47 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-09 22:47 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-09 22:42 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-09 22:42 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-09 22:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 22:31 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-09 22:31 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-09 22:25 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-09 22:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 22:25 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-09 22:13 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-09 22:13 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-09 22:08 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-09 22:08 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 22:08 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-09 21:54 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-09 21:54 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-09 21:51 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-09 21:51 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 21:51 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-09 21:36 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-09 21:36 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-09 21:32 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-09 21:32 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 21:32 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-09 21:19 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-09 21:19 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-09 21:16 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-09 21:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 21:16 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-09 20:59 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-09 20:55 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 20:38 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) -0.16
2026-03-09 20:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 20:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 20:18 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) +0.16
2026-03-09 20:05 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 20:00 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-09 19:48 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 19:44 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-09 19:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 19:25 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-09 19:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 19:06 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-09 18:55 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 18:49 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-09 18:37 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 18:29 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-09 18:19 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 18:11 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) -0.16
2026-03-09 18:03 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 17:51 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) +0.16
2026-03-09 17:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 17:33 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-09 17:28 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 17:14 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-09 17:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 16:55 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-09 16:53 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 16:37 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 16:35 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) -0.16
2026-03-09 16:19 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 16:16 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 16:01 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 15:57 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) +0.16
2026-03-09 15:43 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 15:39 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-09 15:28 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 15:21 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-09 15:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 15:04 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) -0.16
2026-03-09 14:53 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 14:45 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) +0.16
2026-03-09 14:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 14:26 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-09 14:18 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 14:10 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-09 14:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 13:50 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-09 13:44 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 13:32 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-09 13:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 13:14 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) -0.16
2026-03-09 13:08 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 12:56 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 12:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 12:35 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) +0.16
2026-03-09 12:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 12:22 eval Evaluated by llama-3.3-70b-wai-psq: +0.04 (Neutral) 0.00
2026-03-09 12:14 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical post, no rights discussion
2026-03-09 11:38 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-09 11:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 11:19 eval Evaluated by llama-3.3-70b-wai-psq: +0.04 (Neutral) 0.00
2026-03-09 11:14 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical post, no rights discussion
2026-03-09 10:30 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) -0.16
2026-03-09 10:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 10:11 eval Evaluated by llama-3.3-70b-wai-psq: +0.04 (Neutral) 0.00
2026-03-09 10:10 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical post, no rights discussion
2026-03-09 09:24 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) +0.16
2026-03-09 09:03 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 09:00 eval Evaluated by llama-3.3-70b-wai-psq: +0.04 (Neutral) 0.00
2026-03-09 08:59 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical post, no rights discussion
2026-03-09 08:09 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-09 07:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 07:54 eval Evaluated by llama-3.3-70b-wai-psq: +0.04 (Neutral) 0.00
2026-03-09 07:54 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical post, no rights discussion
2026-03-09 07:50 eval Evaluated by llama-3.3-70b-wai-psq: +0.04 (Neutral) 0.00
2026-03-09 07:05 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-09 06:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 06:52 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical post, no rights discussion
2026-03-09 06:46 eval Evaluated by llama-3.3-70b-wai-psq: +0.04 (Neutral) 0.00
2026-03-09 05:59 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-09 05:48 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 05:46 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical post, no rights discussion
2026-03-09 05:40 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical post, no rights discussion
2026-03-09 05:38 eval Evaluated by llama-3.3-70b-wai-psq: +0.04 (Neutral) 0.00
2026-03-09 04:49 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) -0.16
2026-03-09 04:37 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 04:33 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical post, no rights discussion
2026-03-09 04:29 eval Evaluated by llama-3.3-70b-wai-psq: +0.04 (Neutral) 0.00
2026-03-09 03:41 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) +0.16
2026-03-09 03:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 03:29 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical post, no rights discussion
2026-03-09 03:23 eval Evaluated by llama-3.3-70b-wai-psq: +0.04 (Neutral) 0.00
2026-03-09 02:32 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-09 02:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 02:22 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical post, no rights discussion
2026-03-09 02:18 eval Evaluated by llama-3.3-70b-wai-psq: +0.04 (Neutral) 0.00
2026-03-09 01:24 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-09 01:23 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 01:18 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 01:17 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical post, no rights discussion
2026-03-09 01:12 eval Evaluated by llama-3.3-70b-wai-psq: +0.04 (Neutral) 0.00
2026-03-09 00:15 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-09 00:11 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical post, no rights discussion
2026-03-09 00:10 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-09 00:09 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-09 00:04 eval Evaluated by llama-3.3-70b-wai-psq: +0.04 (Neutral) 0.00
2026-03-08 22:51 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical post, no rights discussion
2026-03-08 22:49 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-08 22:48 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-08 22:46 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical post, no rights discussion
2026-03-08 22:44 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) -0.16
2026-03-08 22:44 eval Evaluated by llama-3.3-70b-wai-psq: +0.04 (Neutral) 0.00
2026-03-08 22:43 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-08 21:26 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical post, no rights discussion
2026-03-08 21:22 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-08 21:22 eval Evaluated by llama-3.3-70b-wai-psq: +0.04 (Neutral)
2026-03-08 21:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical blog post on reactivity algorithms, no human rights discussion
2026-03-08 21:21 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical post, no rights discussion