Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite -0.04 -0.60 Mild negative 0.80 0.58 Cybersecurity Tech
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.80 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.80 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite -0.04 -0.60 Mild negative 0.70 0.58 antibot protections
Section @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 @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
-0.04 Improving Antibot Biometric Protections: A Harsh Lesson from Akamai (2024) (www.mimic.sbs)
5 points by mmarian 2 days ago | 0 comments on HN | Mild negative ~lite vlite-1.6
Summary ~lite Cybersecurity Tech Neutral
Technical analysis of antibot biometric protections
EQ 0.40
SO 0.20
TD 0.60
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal 9 HN snapshots · 12 evals
+1 0 −1 HN
Audit Trail 24 entries
2026-03-08 00:59 eval_success Lite evaluated: Mild negative (-0.26) - -
2026-03-08 00:59 eval Evaluated by llama-4-scout-wai: -0.26 (Mild negative) 0.00
reasoning
Technical analysis of antibot biometric protections, no explicit human rights discussion
2026-03-08 00:55 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-08 00:55 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) -0.16
2026-03-08 00:55 eval_success Lite evaluated: Mild negative (-0.26) - -
2026-03-08 00:55 eval Evaluated by llama-4-scout-wai: -0.26 (Mild negative) 0.00
reasoning
Technical analysis of antibot biometric protections, no explicit human rights discussion
2026-03-08 00:53 eval_success PSQ evaluated: g-PSQ=0.130 (3 dims) - -
2026-03-08 00:53 eval Evaluated by llama-3.3-70b-wai-psq: +0.13 (Mild positive) 0.00
2026-03-08 00:52 eval_success Lite evaluated: Mild negative (-0.26) - -
2026-03-08 00:52 eval Evaluated by llama-3.3-70b-wai: -0.26 (Mild negative) -0.22
reasoning
Technical blog on antibot protections
2026-03-07 23:53 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-07 23:53 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) +0.16
2026-03-07 23:53 eval_success Lite evaluated: Mild negative (-0.26) - -
2026-03-07 23:53 eval Evaluated by llama-4-scout-wai: -0.26 (Mild negative) 0.00
reasoning
Technical analysis of antibot biometric protections, no explicit human rights discussion
2026-03-07 23:50 eval_success Lite evaluated: Neutral (-0.04) - -
2026-03-07 23:50 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral) +0.22
reasoning
Technical blog on antibot protections
2026-03-07 23:48 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-07 23:48 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-07 23:48 eval_success PSQ evaluated: g-PSQ=0.130 (3 dims) - -
2026-03-07 23:48 eval Evaluated by llama-3.3-70b-wai-psq: +0.13 (Mild positive)
2026-03-07 23:48 eval_success Lite evaluated: Mild negative (-0.26) - -
2026-03-07 23:48 eval Evaluated by llama-4-scout-wai: -0.26 (Mild negative)
reasoning
Technical analysis of antibot biometric protections, no explicit human rights discussion
2026-03-07 23:45 eval_success Lite evaluated: Mild negative (-0.26) - -
2026-03-07 23:45 eval Evaluated by llama-3.3-70b-wai: -0.26 (Mild negative)
reasoning
Technical blog on antibot protections