Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.80 0.00 Digital Security
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.28 ND Mild positive 0.80 0.00 Device Security
Section @cf/meta/llama-3.3-70b-instruct-fp8-fast 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
0.00 AirPods fast connect security vulnerability (blogs.gnome.org)
312 points by memalign 608 days ago | 92 comments on HN | Neutral ~lite vlite-1.4
Summary ~lite Digital Security Neutral
AirPods firmware update
EQ 0.50
SO 0.50
TD 0.50
Lite evaluation by llama-3.3-70b-wai · editorial channel only · no per-section breakdown available
Audit Trail 13 entries
2026-02-28 09:50 model_divergence Cross-model spread 0.28 exceeds threshold (2 models) - -
2026-02-28 09:50 eval_success Light evaluated: Mild positive (0.28) - -
2026-02-28 09:50 eval Evaluated by llama-4-scout-wai: +0.28 (Mild positive)
2026-02-28 09:50 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 09:43 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 09:43 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 09:43 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
2026-02-26 06:56 dlq Dead-lettered after 1 attempts: AirPods fast connect security vulnerability - -
2026-02-26 06:46 credit_exhausted Credit balance too low, retrying in 299s - -
2026-02-26 06:40 credit_exhausted Credit balance too low, retrying in 334s - -
2026-02-26 05:49 dlq Dead-lettered after 1 attempts: AirPods fast connect security vulnerability - -
2026-02-26 05:39 credit_exhausted Credit balance too low, retrying in 270s - -
2026-02-26 05:34 credit_exhausted Credit balance too low, retrying in 302s - -