Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND 0.63
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND 0.70
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.10 -0.20 Neutral 0.80 0.24 Tech Accountability
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite -0.04 -0.20 Mild negative 0.80 0.18 Corporate Accountability
Section @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @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
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 Sam Altman's greed and dishonesty are finally catching up to him (garymarcus.substack.com)
24 points by only_in_america 2 days ago | 0 comments on HN ~lite vlite-2.0
Summary ~lite
Accusatory article
Lite evaluation by llama-3.3-70b-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 8 HN snapshots · 7 evals
+1 0 −1 HN
Audit Trail 15 entries
2026-03-07 21:12 eval_success PSQ evaluated: g-PSQ=-0.364 (3 dims) - -
2026-03-07 21:12 eval Evaluated by llama-3.3-70b-wai-psq: -0.36 (Moderate negative) 0.00
2026-03-07 21:06 eval_success PSQ evaluated: g-PSQ=-0.364 (3 dims) - -
2026-03-07 21:06 eval Evaluated by llama-3.3-70b-wai-psq: -0.36 (Moderate negative) 0.00
2026-03-07 21:01 eval_success PSQ evaluated: g-PSQ=-0.364 (3 dims) - -
2026-03-07 21:01 eval Evaluated by llama-3.3-70b-wai-psq: -0.36 (Moderate negative) -0.01
2026-03-07 20:56 eval_success PSQ evaluated: g-PSQ=0.006 (3 dims) - -
2026-03-07 20:56 eval Evaluated by llama-4-scout-wai-psq: +0.01 (Neutral)
2026-03-07 20:56 eval_success PSQ evaluated: g-PSQ=-0.350 (3 dims) - -
2026-03-07 20:56 eval Evaluated by llama-3.3-70b-wai-psq: -0.35 (Moderate negative)
2026-03-07 20:55 eval_success Lite evaluated: Neutral (-0.02) - -
2026-03-07 20:55 eval Evaluated by llama-4-scout-wai: -0.02 (Neutral)
reasoning
Editorial discusses Sam Altman's behavior, not explicitly human rights. Transparency indicators partially visible.
2026-03-07 20:55 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-07 20:55 eval_success Lite evaluated: Mild negative (-0.10) - -
2026-03-07 20:55 eval Evaluated by llama-3.3-70b-wai: -0.10 (Mild negative)
reasoning
Editorial criticizes individual