Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite -0.04 -1.00 Moderate negative 0.50 0.98 Technology Surveillance
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 -1.00 Strong negative 0.80 1.00 No human rights theme
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast 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
-0.04 YC Controls the Frame: Sam Altman's VC Advisors' Protocol Leaked [video] (www.youtube.com)
30 points by ncouture 18 hours ago | 15 comments on HN | Moderate negative ~lite vlite-1.6
Summary ~lite Technology Surveillance Neglects
Video discusses leaked protocol without explicit human rights discussion
EQ 0.20
SO 0.10
TD 0.00
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal 38 HN snapshots · 35 evals
+1 0 −1 HN
Audit Trail 55 entries
2026-03-04 17:44 eval_success Lite evaluated: Moderate negative (-0.42) - -
2026-03-04 17:44 model_divergence Cross-model spread 0.28 exceeds threshold (2 models) - -
2026-03-04 17:44 eval Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
reasoning
YouTube video page with leaked protocol discussion, no explicit rights talk
2026-03-04 17:22 eval_success Lite evaluated: Strong negative (-0.70) - -
2026-03-04 17:22 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 17:22 eval Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
reasoning
YouTube video page, no rights discussion
2026-03-04 12:21 model_divergence Cross-model spread 0.28 exceeds threshold (2 models) - -
2026-03-04 12:21 eval_success Lite evaluated: Moderate negative (-0.42) - -
2026-03-04 12:21 eval Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
reasoning
YouTube video page with leaked protocol discussion, no explicit rights talk
2026-03-04 12:08 eval_success Lite evaluated: Strong negative (-0.70) - -
2026-03-04 12:08 eval Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
reasoning
YouTube video page, no rights discussion
2026-03-04 12:08 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 11:42 eval_success Lite evaluated: Moderate negative (-0.42) - -
2026-03-04 11:42 eval Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
reasoning
YouTube video page with leaked protocol discussion, no explicit rights talk
2026-03-04 11:37 eval_success Lite evaluated: Moderate negative (-0.42) - -
2026-03-04 11:37 eval Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
reasoning
YouTube video page with leaked protocol discussion, no explicit rights talk
2026-03-04 11:26 eval_success Lite evaluated: Strong negative (-0.70) - -
2026-03-04 11:26 eval Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
reasoning
YouTube video page, no rights discussion
2026-03-04 11:26 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 10:51 eval_success Lite evaluated: Moderate negative (-0.42) - -
2026-03-04 10:51 eval Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
reasoning
YouTube video page with leaked protocol discussion, no explicit rights talk
2026-03-04 10:42 eval_success Lite evaluated: Strong negative (-0.70) - -
2026-03-04 10:42 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 10:42 eval Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
reasoning
YouTube video page, no rights discussion
2026-03-04 10:13 eval_success Lite evaluated: Moderate negative (-0.42) - -
2026-03-04 10:13 eval Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
reasoning
YouTube video page with leaked protocol discussion, no explicit rights talk
2026-03-04 10:07 eval_success Lite evaluated: Strong negative (-0.70) - -
2026-03-04 10:07 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 10:07 eval Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
reasoning
YouTube video page, no rights discussion
2026-03-04 09:34 eval_success Lite evaluated: Moderate negative (-0.42) - -
2026-03-04 09:34 eval Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
reasoning
YouTube video page with leaked protocol discussion, no explicit rights talk
2026-03-04 09:24 eval_success Lite evaluated: Strong negative (-0.70) - -
2026-03-04 09:24 eval Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
reasoning
YouTube video page, no rights discussion
2026-03-04 08:56 eval Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
reasoning
YouTube video page with leaked protocol discussion, no explicit rights talk
2026-03-04 08:48 eval Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
reasoning
YouTube video page, no rights discussion
2026-03-04 08:18 eval Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) 0.00
reasoning
YouTube video page with leaked protocol discussion, no explicit rights talk
2026-03-04 08:13 eval Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) 0.00
reasoning
YouTube video page, no rights discussion
2026-03-04 08:08 eval Evaluated by llama-3.3-70b-wai: -0.70 (Strong negative) -0.77
reasoning
YouTube video page, no rights discussion
2026-03-04 07:49 eval Evaluated by llama-4-scout-wai: -0.42 (Moderate negative) -0.48
reasoning
YouTube video page with leaked protocol discussion, no explicit rights talk
2026-03-04 07:34 eval Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
reasoning
YouTube video page, no rights discussion
2026-03-04 07:26 eval Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
reasoning
YouTube video page, no rights discussion
2026-03-04 07:06 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
reasoning
YouTube video page with leaked protocol discussion, no explicit rights talk
2026-03-04 07:01 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
reasoning
YouTube video page with leaked protocol discussion, no explicit rights talk
2026-03-04 06:19 eval Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
reasoning
YouTube video page, no rights discussion
2026-03-04 06:15 eval Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
reasoning
YouTube video page, no rights discussion
2026-03-04 05:49 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
reasoning
YouTube video page with leaked protocol discussion, no explicit rights talk
2026-03-04 05:44 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
reasoning
YouTube video page with leaked protocol discussion, no explicit rights talk
2026-03-04 05:40 eval Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
reasoning
YouTube video page, no rights discussion
2026-03-04 05:35 eval Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
reasoning
YouTube video page, no rights discussion
2026-03-04 04:56 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
reasoning
YouTube video page with leaked protocol discussion, no explicit rights talk
2026-03-04 04:48 eval Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
reasoning
YouTube video page, no rights discussion
2026-03-04 04:11 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral) 0.00
reasoning
YouTube video page with leaked protocol discussion, no explicit rights talk
2026-03-04 04:09 eval Evaluated by llama-3.3-70b-wai: +0.07 (Neutral) 0.00
reasoning
YouTube video page, no rights discussion
2026-03-04 03:34 eval Evaluated by llama-4-scout-wai: +0.06 (Neutral)
reasoning
YouTube video page with leaked protocol discussion, no explicit rights talk
2026-03-04 03:33 eval Evaluated by llama-3.3-70b-wai: +0.07 (Neutral)
reasoning
YouTube video page, no rights discussion