0.00 25 Years of Eggs (www.john-rush.com)
298 points by avyfain 10 days ago | 80 comments on HN | Neutral ~lite vlite-1.6
Summary ~lite Technology Neutral
Technical article about analyzing 25 years of egg purchase receipts using AI
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 · 110 evals
+1 0 −1 HN
Audit Trail 130 entries
2026-03-24 21:31 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-24 21:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-24 21:31 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-24 20:37 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-24 20:37 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-24 20:02 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-24 20:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-24 20:02 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-24 19:06 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-24 19:06 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-24 18:45 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-24 18:45 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-24 18:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-24 17:50 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-24 17:50 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-24 17:18 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-24 17:18 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-24 17:18 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-24 16:11 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-24 16:11 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-24 15:53 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-24 15:53 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-24 15:53 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-23 21:21 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 21:21 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-23 21:21 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-23 21:19 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-23 21:19 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 20:42 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 20:42 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-23 20:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-23 20:40 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-23 20:40 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 20:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-23 19:59 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 19:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-23 19:16 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 18:46 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-23 18:39 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 18:08 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-23 18:02 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 17:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-23 17:24 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 16:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.08
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-23 16:41 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 16:18 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-23 16:01 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 15:37 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) -0.08
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-23 15:23 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 15:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-23 14:47 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 14:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-23 14:11 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 13:51 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-23 13:36 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 13:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-23 13:00 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 12:38 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-23 12:21 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 12:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-23 11:45 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 11:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-23 11:09 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 10:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-23 10:31 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 10:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-23 09:58 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 09:38 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-23 09:20 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 09:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-23 08:45 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 08:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-23 08:06 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 07:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-23 07:31 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 07:17 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-23 06:56 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 06:41 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.08
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-23 06:21 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 06:06 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) -0.08
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-23 05:46 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 05:33 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-23 05:11 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 04:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-23 04:35 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 04:23 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-23 03:47 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 03:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.08
reasoning
Technical article about using AI for receipt analysis, 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 02:26 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) -0.08
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-23 01:18 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 01:05 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-23 00:13 eval Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive)
2026-03-23 00:09 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical post, no rights discussion
2026-03-22 23:41 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 23:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-22 22:30 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 22:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-22 21:12 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 21:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-22 19:56 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 19:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-22 18:45 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 18:37 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.08
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-22 18:03 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 17:57 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) -0.08
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-22 17:25 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 17:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-22 16:47 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 16:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.08
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-22 16:09 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 16:06 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) -0.08
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-22 15:35 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 15:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-22 15:00 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 14:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.08
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-22 14:24 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 14:21 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-22 13:49 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 13:46 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) -0.08
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-22 13:15 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 13:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.08
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-22 12:39 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 12:36 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) -0.08
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-22 12:05 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 12:01 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.08
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-22 11:29 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 11:26 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) -0.08
reasoning
Technical article about using AI for receipt analysis, no human rights discussion
2026-03-22 10:54 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-22 10:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical article about using AI for receipt analysis, no human rights discussion