Model Comparison
Model Editorial Structural Class Conf SETL Theme
@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 0.00 -0.60 Mild negative 0.80 0.60 Cryptographic security
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 -0.60 Mild negative 1.00 0.60 Cryptography Security
Section @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 @cf/meta/llama-4-scout-17b-16e-instruct 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
ND Attacker can bypass cryptography and prove mathematically impossible statements (osec.io)
3 points by nailer 1 days ago | 0 comments on HN ~lite vlite-2.0
Summary ~lite
Technical analysis of zkVM vulnerabilities presented in a neutral tone.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 11 HN snapshots · 21 evals
+1 0 −1 HN
Audit Trail 41 entries
2026-03-05 05:25 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-05 05:25 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive)
2026-03-05 05:20 eval_success PSQ evaluated: g-PSQ=-0.240 (3 dims) - -
2026-03-05 05:20 eval Evaluated by llama-3.3-70b-wai-psq: -0.24 (Mild negative)
2026-03-04 18:36 eval_success Lite evaluated: Mild negative (-0.30) - -
2026-03-04 18:36 eval Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
reasoning
Technical blog post, neutral stance
2026-03-04 18:36 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 17:38 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-04 17:38 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on cryptography and zkVMs, no explicit human rights discussion
2026-03-04 17:38 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-04 17:33 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-04 17:33 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on cryptography and zkVMs, no explicit human rights discussion
2026-03-04 17:33 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-04 17:11 eval_success Lite evaluated: Mild negative (-0.30) - -
2026-03-04 17:11 eval Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
reasoning
Technical blog post, neutral stance
2026-03-04 17:11 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 15:57 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-04 15:57 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on cryptography and zkVMs, no explicit human rights discussion
2026-03-04 15:57 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-04 15:40 eval_success Lite evaluated: Mild negative (-0.30) - -
2026-03-04 15:40 eval Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
reasoning
Technical blog post, neutral stance
2026-03-04 15:40 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 15:16 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-04 15:16 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on cryptography and zkVMs, no explicit human rights discussion
2026-03-04 15:16 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-04 15:06 eval_success Lite evaluated: Mild negative (-0.30) - -
2026-03-04 15:06 eval Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
reasoning
Technical blog post, neutral stance
2026-03-04 15:06 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 14:34 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-04 14:34 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on cryptography and zkVMs, no explicit human rights discussion
2026-03-04 14:34 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-04 14:25 eval Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
reasoning
Technical blog post, neutral stance
2026-03-04 13:54 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on cryptography and zkVMs, no explicit human rights discussion
2026-03-04 13:49 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on cryptography and zkVMs, no explicit human rights discussion
2026-03-04 13:45 eval Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
reasoning
Technical blog post, neutral stance
2026-03-04 13:41 eval Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
reasoning
Technical blog post, neutral stance
2026-03-04 13:12 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on cryptography and zkVMs, no explicit human rights discussion
2026-03-04 13:07 eval Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative) 0.00
reasoning
Technical blog post, neutral stance
2026-03-04 12:32 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on cryptography and zkVMs, no explicit human rights discussion
2026-03-04 12:27 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative)
reasoning
Technical blog post on cryptography and zkVMs, no explicit human rights discussion
2026-03-04 12:27 eval Evaluated by llama-3.3-70b-wai: -0.30 (Mild negative)
reasoning
Technical blog post, neutral stance