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 Technology
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.87 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.87 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.90 0.00 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 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