ND Toxic combinations: when small signals add up to a security incident (blog.cloudflare.com)
15 points by unknownhad 9 days ago | 5 comments on HN ~lite vlite-2.0
Summary ~lite
The article discusses toxic combinations in security, providing insights and mitigations.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 53 HN snapshots · 14 evals
+1 0 −1 HN
Audit Trail 30 entries
2026-03-05 08:56 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 08:56 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 08:51 eval_success PSQ evaluated: g-PSQ=-0.080 (3 dims) - -
2026-03-05 08:51 eval Evaluated by llama-3.3-70b-wai-psq: -0.08 (Neutral)
2026-03-04 20:34 eval_success Lite evaluated: Strong negative (-0.68) - -
2026-03-04 20:34 model_divergence Cross-model spread 0.68 exceeds threshold (2 models) - -
2026-03-04 20:34 eval Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
reasoning
Blog post on security incident detection, no explicit human rights discussion
2026-03-04 20:32 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-04 20:32 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) +0.04
reasoning
Technical blog post, no rights discussion
2026-03-04 20:32 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 19:52 eval_success Lite evaluated: Strong negative (-0.68) - -
2026-03-04 19:52 eval Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
reasoning
Blog post on security incident detection, no explicit human rights discussion
2026-03-04 19:49 eval_success Lite evaluated: Neutral (-0.04) - -
2026-03-04 19:49 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) +0.48
reasoning
Technical blog post, no rights discussion
2026-03-04 19:47 eval_success Lite evaluated: Strong negative (-0.68) - -
2026-03-04 19:47 eval Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
reasoning
Blog post on security incident detection, no explicit human rights discussion
2026-03-04 19:01 eval_success Lite evaluated: Moderate negative (-0.52) - -
2026-03-04 19:01 eval Evaluated by llama-3.3-70b-wai: -0.52 (Moderate negative) 0.00
reasoning
Technical blog post, no rights discussion
2026-03-04 18:56 eval_success Lite evaluated: Strong negative (-0.68) - -
2026-03-04 18:56 eval Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
reasoning
Blog post on security incident detection, no explicit human rights discussion
2026-03-04 18:00 eval_success Lite evaluated: Moderate negative (-0.52) - -
2026-03-04 18:00 eval Evaluated by llama-3.3-70b-wai: -0.52 (Moderate negative) 0.00
reasoning
Technical blog post, no rights discussion
2026-03-04 17:56 eval_success Lite evaluated: Strong negative (-0.68) - -
2026-03-04 17:56 eval Evaluated by llama-4-scout-wai: -0.68 (Strong negative) 0.00
reasoning
Blog post on security incident detection, no explicit human rights discussion
2026-03-04 16:33 eval_success Lite evaluated: Moderate negative (-0.52) - -
2026-03-04 16:33 eval Evaluated by llama-3.3-70b-wai: -0.52 (Moderate negative) 0.00
reasoning
Technical blog post, no rights discussion
2026-03-04 16:30 eval_success Lite evaluated: Strong negative (-0.68) - -
2026-03-04 16:30 eval Evaluated by llama-4-scout-wai: -0.68 (Strong negative)
reasoning
Blog post on security incident detection, no explicit human rights discussion
2026-03-04 16:29 eval_success Lite evaluated: Moderate negative (-0.52) - -
2026-03-04 16:29 eval Evaluated by llama-3.3-70b-wai: -0.52 (Moderate negative)
reasoning
Technical blog post, no rights discussion