Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.73 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.56 -0.60 Neutral 0.80 0.83 Surveillance Privacy
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.60 -0.60 Mild positive 0.80 0.85 Surveillance Abuse
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.50 — —
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 He saw an abandoned trailer, he uncovered a surveillance network on CA border (themarkup.org)
28 points by rmason 2 days ago | 1 comments on HN ~lite vlite-2.0
Summary ~lite
Investigative article uncovers surveillance network on California's border.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 70 HN snapshots · 60 evals
+1 0 −1 HN
Audit Trail 80 entries
2026-03-09 12:35 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-09 12:35 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 12:34 eval_success Lite evaluated: Neutral (0.10) - -
2026-03-09 12:34 eval Evaluated by llama-4-scout-wai: +0.10 (Neutral) 0.00
reasoning
Investigative journalism on surveillance network, implicit rights concerns
2026-03-09 12:34 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-09 11:33 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-09 11:33 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 11:30 eval_success Lite evaluated: Neutral (0.10) - -
2026-03-09 11:30 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-09 11:30 eval Evaluated by llama-4-scout-wai: +0.10 (Neutral) 0.00
reasoning
Investigative journalism on surveillance network, implicit rights concerns
2026-03-09 11:22 eval_success Lite evaluated: Mild positive (0.12) - -
2026-03-09 11:22 eval Evaluated by llama-3.3-70b-wai: +0.12 (Mild positive) 0.00
reasoning
Exposing surveillance abuses
2026-03-09 11:20 eval_success PSQ evaluated: g-PSQ=-0.240 (3 dims) - -
2026-03-09 11:20 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative) 0.00
2026-03-09 10:22 eval_success Lite evaluated: Neutral (0.10) - -
2026-03-09 10:22 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-09 10:22 eval Evaluated by llama-4-scout-wai: +0.10 (Neutral) 0.00
reasoning
Investigative journalism on surveillance network, implicit rights concerns
2026-03-09 10:22 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-09 10:22 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 10:14 eval_success Lite evaluated: Mild positive (0.12) - -
2026-03-09 10:14 eval Evaluated by llama-3.3-70b-wai: +0.12 (Mild positive) 0.00
reasoning
Exposing surveillance abuses
2026-03-09 10:12 eval_success PSQ evaluated: g-PSQ=-0.240 (3 dims) - -
2026-03-09 10:12 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative) 0.00
2026-03-09 09:11 eval_success Lite evaluated: Neutral (0.10) - -
2026-03-09 09:11 eval Evaluated by llama-4-scout-wai: +0.10 (Neutral) 0.00
reasoning
Investigative journalism on surveillance network, implicit rights concerns
2026-03-09 09:11 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-09 09:10 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-09 09:10 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 09:06 eval_success Lite evaluated: Neutral (0.10) - -
2026-03-09 09:06 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-09 09:06 eval Evaluated by llama-4-scout-wai: +0.10 (Neutral) 0.00
reasoning
Investigative journalism on surveillance network, implicit rights concerns
2026-03-09 09:05 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-09 09:05 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 09:01 eval_success Lite evaluated: Mild positive (0.12) - -
2026-03-09 09:01 eval Evaluated by llama-3.3-70b-wai: +0.12 (Mild positive) 0.00
reasoning
Exposing surveillance abuses
2026-03-09 09:01 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative) 0.00
2026-03-09 08:57 eval Evaluated by llama-3.3-70b-wai: +0.12 (Mild positive) 0.00
reasoning
Exposing surveillance abuses
2026-03-09 07:59 eval Evaluated by llama-4-scout-wai: +0.10 (Neutral) 0.00
reasoning
Investigative journalism on surveillance network, implicit rights concerns
2026-03-09 07:56 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 07:55 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative) 0.00
2026-03-09 07:54 eval Evaluated by llama-4-scout-wai: +0.10 (Neutral) 0.00
reasoning
Investigative journalism on surveillance network, implicit rights concerns
2026-03-09 07:52 eval Evaluated by llama-3.3-70b-wai: +0.12 (Mild positive) 0.00
reasoning
Exposing surveillance abuses
2026-03-09 06:53 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative) 0.00
2026-03-09 06:53 eval Evaluated by llama-4-scout-wai: +0.10 (Neutral) 0.00
reasoning
Investigative journalism on surveillance network, implicit rights concerns
2026-03-09 06:53 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 06:49 eval Evaluated by llama-3.3-70b-wai: +0.12 (Mild positive) 0.00
reasoning
Exposing surveillance abuses
2026-03-09 06:48 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 05:47 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative) 0.00
2026-03-09 05:46 eval Evaluated by llama-4-scout-wai: +0.10 (Neutral) 0.00
reasoning
Investigative journalism on surveillance network, implicit rights concerns
2026-03-09 05:43 eval Evaluated by llama-3.3-70b-wai: +0.12 (Mild positive) 0.00
reasoning
Exposing surveillance abuses
2026-03-09 05:40 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 05:37 eval Evaluated by llama-3.3-70b-wai: +0.12 (Mild positive) 0.00
reasoning
Exposing surveillance abuses
2026-03-09 04:34 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative) 0.00
2026-03-09 04:33 eval Evaluated by llama-4-scout-wai: +0.10 (Neutral) 0.00
reasoning
Investigative journalism on surveillance network, implicit rights concerns
2026-03-09 04:30 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 04:30 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative) 0.00
2026-03-09 04:28 eval Evaluated by llama-4-scout-wai: +0.10 (Neutral) 0.00
reasoning
Investigative journalism on surveillance network, implicit rights concerns
2026-03-09 04:27 eval Evaluated by llama-3.3-70b-wai: +0.12 (Mild positive) 0.00
reasoning
Exposing surveillance abuses
2026-03-09 03:25 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 03:24 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative) 0.00
2026-03-09 03:23 eval Evaluated by llama-4-scout-wai: +0.10 (Neutral) 0.00
reasoning
Investigative journalism on surveillance network, implicit rights concerns
2026-03-09 03:22 eval Evaluated by llama-3.3-70b-wai: +0.12 (Mild positive) 0.00
reasoning
Exposing surveillance abuses
2026-03-09 03:20 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 03:18 eval Evaluated by llama-4-scout-wai: +0.10 (Neutral) 0.00
reasoning
Investigative journalism on surveillance network, implicit rights concerns
2026-03-09 03:18 eval Evaluated by llama-3.3-70b-wai: +0.12 (Mild positive) 0.00
reasoning
Exposing surveillance abuses
2026-03-09 02:16 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative) 0.00
2026-03-09 02:13 eval Evaluated by llama-4-scout-wai: +0.10 (Neutral) 0.00
reasoning
Investigative journalism on surveillance network, implicit rights concerns
2026-03-09 02:12 eval Evaluated by llama-3.3-70b-wai: +0.12 (Mild positive) 0.00
reasoning
Exposing surveillance abuses
2026-03-09 02:11 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 02:08 eval Evaluated by llama-4-scout-wai: +0.10 (Neutral) 0.00
reasoning
Investigative journalism on surveillance network, implicit rights concerns
2026-03-09 01:08 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative) 0.00
2026-03-09 01:05 eval Evaluated by llama-3.3-70b-wai: +0.12 (Mild positive) 0.00
reasoning
Exposing surveillance abuses
2026-03-09 01:03 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 01:02 eval Evaluated by llama-4-scout-wai: +0.10 (Neutral) 0.00
reasoning
Investigative journalism on surveillance network, implicit rights concerns
2026-03-09 01:01 eval Evaluated by llama-3.3-70b-wai: +0.12 (Mild positive) 0.00
reasoning
Exposing surveillance abuses
2026-03-08 23:59 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative) 0.00
2026-03-08 23:55 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-08 23:55 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative)
2026-03-08 23:55 eval Evaluated by llama-4-scout-wai: +0.10 (Neutral)
reasoning
Investigative journalism on surveillance network, implicit rights concerns
2026-03-08 23:54 eval Evaluated by llama-3.3-70b-wai: +0.12 (Mild positive)
reasoning
Exposing surveillance abuses