Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.80 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite -0.04 -0.19 Neutral 0.80 0.17 US Politics Reform
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-4-scout-17b-16e-instruct lite Delta
Preamble ND ND
Article 1 ND ND
Article 2 ND ND
Article 3 ND ND
Article 4 ND ND
Article 5 ND ND
Article 6 ND ND
Article 7 ND ND
Article 8 ND ND
Article 9 ND ND
Article 10 ND ND
Article 11 ND ND
Article 12 ND ND
Article 13 ND ND
Article 14 ND ND
Article 15 ND ND
Article 16 ND ND
Article 17 ND ND
Article 18 ND ND
Article 19 ND ND
Article 20 ND ND
Article 21 ND ND
Article 22 ND ND
Article 23 ND ND
Article 24 ND ND
Article 25 ND ND
Article 26 ND ND
Article 27 ND ND
Article 28 ND ND
Article 29 ND ND
Article 30 ND ND
ND Why the US Should Ratify the Congressional Apportionment Amendment (www.astralcodexten.com)
26 points by colonCapitalDee 4 days ago | 6 comments on HN ~lite vlite-2.0
Summary ~lite
The article discusses potential solutions to reform Congress, focusing on the disconnection between representatives and constituents.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 52 HN snapshots · 32 evals
+1 0 −1 HN
Audit Trail 52 entries
2026-03-11 21:13 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-11 21:13 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 20:37 eval_success Lite evaluated: Neutral (-0.10) - -
2026-03-11 20:37 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
The content discusses potential reforms to the US Congress, focusing on the Congressional Apportionment Amendment, with
2026-03-11 20:37 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-11 20:31 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-11 19:34 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-11 19:34 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 19:05 eval_success Lite evaluated: Neutral (-0.10) - -
2026-03-11 19:05 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
The content discusses potential reforms to the US Congress, focusing on the Congressional Apportionment Amendment, with
2026-03-11 19:05 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-11 18:21 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-11 18:21 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 17:55 eval_success Lite evaluated: Neutral (-0.10) - -
2026-03-11 17:55 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
The content discusses potential reforms to the US Congress, focusing on the Congressional Apportionment Amendment, with
2026-03-11 17:55 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-11 16:54 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-11 16:54 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 16:41 eval_success Lite evaluated: Neutral (-0.10) - -
2026-03-11 16:41 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
The content discusses potential reforms to the US Congress, focusing on the Congressional Apportionment Amendment, with
2026-03-11 16:41 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-11 15:36 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-11 15:36 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 15:16 eval_success Lite evaluated: Neutral (-0.10) - -
2026-03-11 15:16 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
The content discusses potential reforms to the US Congress, focusing on the Congressional Apportionment Amendment, with
2026-03-11 15:16 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-11 14:14 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-11 14:14 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 14:02 eval_success Lite evaluated: Neutral (-0.10) - -
2026-03-11 14:02 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-11 14:02 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
The content discusses potential reforms to the US Congress, focusing on the Congressional Apportionment Amendment, with
2026-03-11 13:01 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-11 13:01 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 12:52 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
The content discusses potential reforms to the US Congress, focusing on the Congressional Apportionment Amendment, with
2026-03-11 12:21 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 12:12 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
The content discusses potential reforms to the US Congress, focusing on the Congressional Apportionment Amendment, with
2026-03-11 11:43 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 11:37 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
The content discusses potential reforms to the US Congress, focusing on the Congressional Apportionment Amendment, with
2026-03-11 11:09 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 11:03 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
The content discusses potential reforms to the US Congress, focusing on the Congressional Apportionment Amendment, with
2026-03-11 10:33 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 10:26 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
The content discusses potential reforms to the US Congress, focusing on the Congressional Apportionment Amendment, with
2026-03-11 09:57 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 09:47 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
The content discusses potential reforms to the US Congress, focusing on the Congressional Apportionment Amendment, with
2026-03-11 09:15 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 09:10 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
The content discusses potential reforms to the US Congress, focusing on the Congressional Apportionment Amendment, with
2026-03-11 08:40 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 08:35 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
The content discusses potential reforms to the US Congress, focusing on the Congressional Apportionment Amendment, with
2026-03-11 08:05 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 08:00 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
The content discusses potential reforms to the US Congress, focusing on the Congressional Apportionment Amendment, with
2026-03-11 07:27 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-11 07:25 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral)
reasoning
The content discusses potential reforms to the US Congress, focusing on the Congressional Apportionment Amendment, with