Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.30 ND Moderate positive 0.80 0.00 Data Security
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.10 ND Mild positive 0.80 0.00 Digital Security
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
+0.30 AAD misconfiguration led to Bing.com results manipulation, account takeover (www.wiz.io)
391 points by alosch7 1068 days ago | 106 comments on HN | Moderate positive ~lite vlite-1.4
Summary ~lite Data Security Acknowledges
Exposes AAD misconfiguration risks, implies rights concerns
EQ 0.60
SO 0.70
TD 0.40
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal · 3 evals
+1 0 −1 HN
Audit Trail 9 entries
2026-02-28 10:30 eval_success Lite evaluated: Moderate positive (0.30) - -
2026-02-28 10:30 eval Evaluated by llama-4-scout-wai: +0.30 (Moderate positive)
reasoning
ED, implicit rights discussion via security exposure
2026-02-28 10:30 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 10:29 eval_success Lite evaluated: Mild positive (0.10) - -
2026-02-28 10:29 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 10:29 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
reasoning
Tech blog exposes security flaw
2026-02-28 10:24 eval_success Lite evaluated: Mild positive (0.10) - -
2026-02-28 10:24 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive)
reasoning
Tech blog exposes security flaw
2026-02-28 10:24 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 0W 1R - -