Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.83 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.10 -0.60 Mild negative 0.80 0.65 User Experience
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.70 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 -1.00 Moderate negative 0.80 1.00 Form design usability
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
ND Put the Zipcode First (zipcodefirst.com)
410 points by dsalzman 2 days ago | 303 comments on HN ~lite vlite-2.0
Summary ~lite
The site critiques and satirizes poor design in address forms, advocating for better UX through technology.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 820 HN snapshots · 98 evals
+1 0 −1 HN
Audit Trail 118 entries
2026-03-10 18:42 eval_success PSQ evaluated: g-PSQ=-0.040 (3 dims) - -
2026-03-10 18:42 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-10 18:33 eval_success Lite evaluated: Mild negative (-0.18) - -
2026-03-10 18:33 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Editorial stance on user experience and accessibility, no explicit human rights discussion. High transparency with autho
2026-03-10 18:33 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-10 17:43 eval_success Lite evaluated: Mild negative (-0.18) - -
2026-03-10 17:43 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Editorial stance on user experience and accessibility, no explicit human rights discussion. High transparency with autho
2026-03-10 17:43 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-10 17:11 eval_success PSQ evaluated: g-PSQ=-0.040 (3 dims) - -
2026-03-10 17:11 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-10 17:06 eval_success Lite evaluated: Mild negative (-0.18) - -
2026-03-10 17:06 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Editorial stance on user experience and accessibility, no explicit human rights discussion. High transparency with autho
2026-03-10 17:06 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-10 16:32 eval_success PSQ evaluated: g-PSQ=-0.040 (3 dims) - -
2026-03-10 16:32 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-10 16:29 eval_success Lite evaluated: Mild negative (-0.18) - -
2026-03-10 16:29 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) 0.00
reasoning
Editorial stance on user experience and accessibility, no explicit human rights discussion. High transparency with autho
2026-03-10 16:29 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-10 15:55 eval_success PSQ evaluated: g-PSQ=-0.040 (3 dims) - -
2026-03-10 15:55 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-10 15:53 eval_success Lite evaluated: Mild negative (-0.18) - -
2026-03-10 15:53 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) +0.24
reasoning
Editorial stance on user experience and accessibility, no explicit human rights discussion. High transparency with autho
2026-03-10 15:52 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-10 15:20 eval_success Lite evaluated: Moderate negative (-0.42) - -
2026-03-10 15:20 eval Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
reasoning
Editorial stance on user experience and accessibility, no explicit human rights discussion. High transparency with autho
2026-03-10 15:05 eval_success PSQ evaluated: g-PSQ=-0.040 (3 dims) - -
2026-03-10 15:05 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-10 14:37 eval_success Lite evaluated: Moderate negative (-0.42) - -
2026-03-10 14:37 eval Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) -0.24
reasoning
Editorial stance on user experience and accessibility, no explicit human rights discussion. High transparency with autho
2026-03-10 14:08 eval_success PSQ evaluated: g-PSQ=-0.040 (3 dims) - -
2026-03-10 14:08 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-10 14:00 eval_success Lite evaluated: Mild negative (-0.18) - -
2026-03-10 14:00 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) +0.24
reasoning
Editorial stance on user experience and accessibility, no explicit human rights discussion. High transparency with autho
2026-03-10 14:00 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-10 13:26 eval Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) -0.24
reasoning
Editorial stance on user experience and accessibility, no explicit human rights discussion. High transparency with autho
2026-03-10 12:58 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-10 12:50 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) +0.24
reasoning
Editorial stance on user experience and accessibility, no explicit human rights discussion. High transparency with autho
2026-03-10 04:33 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-10 04:25 eval Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
reasoning
Editorial stance on user experience and accessibility, no explicit human rights discussion. High transparency with autho
2026-03-08 19:53 eval Evaluated by llama-3.3-70b-wai-psq: -0.15 (Mild negative) +0.18
2026-03-08 19:50 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-08 19:48 eval Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) -0.02
reasoning
Editorial stance on user experience and accessibility, no explicit human rights discussion. High transparency with autho
2026-03-08 19:27 eval Evaluated by llama-3.3-70b-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical rant on form design
2026-03-08 17:34 eval Evaluated by llama-3.3-70b-wai-psq: -0.33 (Moderate negative) -0.07
2026-03-08 17:31 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-08 17:31 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Editorial stance on user experience and accessibility, no explicit human rights discussion. High transparency with autho
2026-03-08 17:28 eval Evaluated by llama-3.3-70b-wai-psq: -0.26 (Mild negative) -0.10
2026-03-08 17:26 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) 0.00
reasoning
Editorial stance on user experience and accessibility, no explicit human rights discussion. High transparency with autho
2026-03-08 17:12 eval Evaluated by llama-3.3-70b-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical rant on form design
2026-03-08 17:06 eval Evaluated by llama-3.3-70b-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical rant on form design
2026-03-08 15:08 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-08 15:06 eval Evaluated by llama-3.3-70b-wai-psq: -0.15 (Mild negative) 0.00
2026-03-08 15:03 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) +0.02
reasoning
Editorial stance on user experience and accessibility, no explicit human rights discussion. High transparency with autho
2026-03-08 14:45 eval Evaluated by llama-3.3-70b-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical rant on form design
2026-03-08 13:52 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-08 13:52 eval Evaluated by llama-3.3-70b-wai-psq: -0.15 (Mild negative) +0.10
2026-03-08 13:48 eval Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) -0.02
reasoning
Editorial stance on user experience and accessibility, no explicit human rights discussion. High transparency with autho
2026-03-08 13:43 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) +0.02
reasoning
Editorial stance on user experience and accessibility, no explicit human rights discussion. High transparency with autho
2026-03-08 13:34 eval Evaluated by llama-3.3-70b-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical rant on form design
2026-03-08 13:29 eval Evaluated by llama-3.3-70b-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical rant on form design
2026-03-08 12:42 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-08 12:41 eval Evaluated by llama-3.3-70b-wai-psq: -0.26 (Mild negative) -0.10
2026-03-08 12:37 eval Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) -0.02
reasoning
Editorial stance on user experience and accessibility, no explicit human rights discussion. High transparency with autho
2026-03-08 12:19 eval Evaluated by llama-3.3-70b-wai: -0.40 (Moderate negative) 0.00
reasoning
Technical rant on form design
2026-03-08 11:26 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-08 11:25 eval Evaluated by llama-3.3-70b-wai-psq: -0.15 (Mild negative) +0.10
2026-03-08 11:25 eval Evaluated by llama-4-scout-wai: -0.40 (Moderate negative) -0.36
reasoning
Editorial stance on user experience and accessibility, no explicit human rights discussion. High transparency with autho
2026-03-08 11:05 eval Evaluated by llama-3.3-70b-wai: -0.40 (Moderate negative) -0.36
reasoning
Technical rant on form design
2026-03-08 10:12 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-08 10:11 eval Evaluated by llama-3.3-70b-wai-psq: -0.26 (Mild negative) 0.00
2026-03-08 10:11 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) 0.00
reasoning
Editorial stance on user experience and accessibility, no explicit human rights discussion. High transparency with autho
2026-03-08 09:59 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
reasoning
Technical rant on form design
2026-03-08 09:54 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
reasoning
Technical rant on form design
2026-03-08 09:08 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-08 09:06 eval Evaluated by llama-3.3-70b-wai-psq: -0.26 (Mild negative) -0.10
2026-03-08 09:05 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) 0.00
reasoning
Editorial stance on user experience and accessibility, no explicit human rights discussion. High transparency with autho
2026-03-08 09:03 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-08 08:53 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
reasoning
Technical rant on form design
2026-03-08 08:02 eval Evaluated by llama-3.3-70b-wai-psq: -0.15 (Mild negative) 0.00
2026-03-08 08:02 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) 0.00
reasoning
Editorial stance on user experience and accessibility, no explicit human rights discussion. High transparency with autho
2026-03-08 08:00 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-08 07:57 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) 0.00
reasoning
Editorial stance on user experience and accessibility, no explicit human rights discussion. High transparency with autho
2026-03-08 07:55 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-08 07:50 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
reasoning
Technical rant on form design
2026-03-08 07:45 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
reasoning
Technical rant on form design
2026-03-08 06:58 eval Evaluated by llama-3.3-70b-wai-psq: -0.15 (Mild negative) 0.00
2026-03-08 06:55 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) 0.00
reasoning
Editorial stance on user experience and accessibility, no explicit human rights discussion. High transparency with autho
2026-03-08 06:51 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-08 06:47 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
reasoning
Technical rant on form design
2026-03-08 06:00 eval Evaluated by llama-3.3-70b-wai-psq: -0.15 (Mild negative) 0.00
2026-03-08 05:57 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) 0.00
reasoning
Editorial stance on user experience and accessibility, no explicit human rights discussion. High transparency with autho
2026-03-08 05:55 eval Evaluated by llama-3.3-70b-wai-psq: -0.15 (Mild negative) 0.00
2026-03-08 05:52 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-08 05:51 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) 0.00
reasoning
Editorial stance on user experience and accessibility, no explicit human rights discussion. High transparency with autho
2026-03-08 05:49 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
reasoning
Technical rant on form design
2026-03-08 04:52 eval Evaluated by llama-3.3-70b-wai-psq: -0.15 (Mild negative) +0.10
2026-03-08 04:50 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) 0.00
reasoning
Editorial stance on user experience and accessibility, no explicit human rights discussion. High transparency with autho
2026-03-08 04:49 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-08 04:47 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
reasoning
Technical rant on form design
2026-03-08 04:45 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) +0.38
reasoning
Editorial stance on user experience and accessibility, no explicit human rights discussion. High transparency with autho
2026-03-08 03:54 eval Evaluated by llama-3.3-70b-wai-psq: -0.26 (Mild negative) +0.07
2026-03-08 03:51 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
reasoning
Technical rant on form design
2026-03-08 03:49 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-08 03:48 eval Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) -0.38
reasoning
Editorial stance on user experience and accessibility, no explicit human rights discussion. High transparency with autho
2026-03-08 02:45 eval Evaluated by llama-3.3-70b-wai-psq: -0.33 (Moderate negative) -0.18
2026-03-08 02:43 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
reasoning
Technical rant on form design
2026-03-08 02:41 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-08 02:40 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral) +0.38
reasoning
Editorial stance on user experience and accessibility, no explicit human rights discussion. High transparency with autho
2026-03-08 01:42 eval Evaluated by llama-3.3-70b-wai-psq: -0.15 (Mild negative) 0.00
2026-03-08 01:41 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
reasoning
Technical rant on form design
2026-03-08 01:37 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-08 01:36 eval Evaluated by llama-3.3-70b-wai-psq: -0.15 (Mild negative) 0.00
2026-03-08 01:36 eval Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) -0.38
reasoning
Editorial stance on user experience and accessibility, no explicit human rights discussion. High transparency with autho
2026-03-08 00:40 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) 0.00
reasoning
Technical rant on form design
2026-03-08 00:38 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral)
2026-03-08 00:37 eval Evaluated by llama-3.3-70b-wai-psq: -0.15 (Mild negative)
2026-03-08 00:37 eval Evaluated by llama-4-scout-wai: -0.04 (Neutral)
reasoning
Editorial stance on user experience and accessibility, no explicit human rights discussion. High transparency with autho
2026-03-08 00:36 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral)
reasoning
Technical rant on form design