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 +0.40 -0.19 Mild positive 0.80 0.48 Surveillance Capitalism
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 Ad-tech is fascist tech (pluralistic.net)
132 points by only_in_america 3 days ago | 73 comments on HN ~lite vlite-2.0
Summary ~lite
Evaluates ad-tech as fascist tech, discussing its implications.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 11 HN snapshots · 32 evals
+1 0 −1 HN
Audit Trail 52 entries
2026-03-11 21:33 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-11 21:33 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 21:19 eval_success Lite evaluated: Mild positive (0.17) - -
2026-03-11 21:19 eval Evaluated by llama-4-scout-wai: +0.17 (Mild positive) 0.00
reasoning
The content discusses ad-tech in relation to fascist tech, implying a negative stance on surveillance capitalism, which
2026-03-11 21:19 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-11 20:09 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-11 20:09 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 19:58 eval_success Lite evaluated: Mild positive (0.17) - -
2026-03-11 19:58 eval Evaluated by llama-4-scout-wai: +0.17 (Mild positive) 0.00
reasoning
The content discusses ad-tech in relation to fascist tech, implying a negative stance on surveillance capitalism, which
2026-03-11 19:58 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-11 18:58 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-11 18:58 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 18:44 eval_success Lite evaluated: Mild positive (0.17) - -
2026-03-11 18:44 eval Evaluated by llama-4-scout-wai: +0.17 (Mild positive) 0.00
reasoning
The content discusses ad-tech in relation to fascist tech, implying a negative stance on surveillance capitalism, which
2026-03-11 17:45 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-11 17:45 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 17:31 eval_success Lite evaluated: Mild positive (0.17) - -
2026-03-11 17:31 eval Evaluated by llama-4-scout-wai: +0.17 (Mild positive) 0.00
reasoning
The content discusses ad-tech in relation to fascist tech, implying a negative stance on surveillance capitalism, which
2026-03-11 16:33 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-11 16:33 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 16:15 eval_success Lite evaluated: Mild positive (0.17) - -
2026-03-11 16:15 eval Evaluated by llama-4-scout-wai: +0.17 (Mild positive) -0.18
reasoning
The content discusses ad-tech in relation to fascist tech, implying a negative stance on surveillance capitalism, which
2026-03-11 16:15 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-11 15:06 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-11 15:06 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 14:50 eval_success Lite evaluated: Moderate positive (0.34) - -
2026-03-11 14:50 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) +0.18
reasoning
The content discusses ad-tech in relation to fascist tech, implying a negative stance on surveillance capitalism, which
2026-03-11 13:51 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-11 13:51 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 13:34 eval_success Lite evaluated: Mild positive (0.17) - -
2026-03-11 13:34 eval Evaluated by llama-4-scout-wai: +0.17 (Mild positive) -0.18
reasoning
The content discusses ad-tech in relation to fascist tech, implying a negative stance on surveillance capitalism, which
2026-03-11 04:21 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-11 04:21 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 04:12 eval_success Lite evaluated: Moderate positive (0.34) - -
2026-03-11 04:12 eval Evaluated by llama-4-scout-wai: +0.34 (Moderate positive) +0.18
reasoning
The content discusses ad-tech in relation to fascist tech, implying a negative stance on surveillance capitalism, which
2026-03-11 03:04 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-11 03:04 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 02:49 eval Evaluated by llama-4-scout-wai: +0.17 (Mild positive) 0.00
reasoning
The content discusses ad-tech in relation to fascist tech, implying a negative stance on surveillance capitalism, which
2026-03-11 01:20 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 01:12 eval Evaluated by llama-4-scout-wai: +0.17 (Mild positive) 0.00
reasoning
The content discusses ad-tech in relation to fascist tech, implying a negative stance on surveillance capitalism, which
2026-03-10 23:53 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 23:35 eval Evaluated by llama-4-scout-wai: +0.17 (Mild positive) 0.00
reasoning
The content discusses ad-tech in relation to fascist tech, implying a negative stance on surveillance capitalism, which
2026-03-10 22:08 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 21:59 eval Evaluated by llama-4-scout-wai: +0.17 (Mild positive) 0.00
reasoning
The content discusses ad-tech in relation to fascist tech, implying a negative stance on surveillance capitalism, which
2026-03-10 20:38 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 20:30 eval Evaluated by llama-4-scout-wai: +0.17 (Mild positive) 0.00
reasoning
The content discusses ad-tech in relation to fascist tech, implying a negative stance on surveillance capitalism, which
2026-03-10 18:40 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 18:31 eval Evaluated by llama-4-scout-wai: +0.17 (Mild positive) 0.00
reasoning
The content discusses ad-tech in relation to fascist tech, implying a negative stance on surveillance capitalism, which
2026-03-10 17:46 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 17:42 eval Evaluated by llama-4-scout-wai: +0.17 (Mild positive) 0.00
reasoning
The content discusses ad-tech in relation to fascist tech, implying a negative stance on surveillance capitalism, which
2026-03-10 16:59 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-10 16:59 eval Evaluated by llama-4-scout-wai: +0.17 (Mild positive)
reasoning
The content discusses ad-tech in relation to fascist tech, implying a negative stance on surveillance capitalism, which