Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.73 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.70 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite -0.04 -0.60 Mild negative 0.80 0.58 Technology Security
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite -0.04 -0.60 Mild negative 0.80 0.58 Digital Rights
openai/gpt-oss-120b:free lite ND ND — — — —
google/gemma-3-27b-it:free lite ND ND — — — —
qwen/qwen3-coder:free lite ND ND — — — —
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite openai/gpt-oss-120b:free lite google/gemma-3-27b-it:free lite qwen/qwen3-coder:free lite
Preamble ND ND ND ND ND ND ND
Article 1 ND ND ND ND ND ND ND
Article 2 ND ND ND ND ND ND ND
Article 3 ND ND ND ND ND ND ND
Article 4 ND ND ND ND ND ND ND
Article 5 ND ND ND ND ND ND ND
Article 6 ND ND ND ND ND ND ND
Article 7 ND ND ND ND ND ND ND
Article 8 ND ND ND ND ND ND ND
Article 9 ND ND ND ND ND ND ND
Article 10 ND ND ND ND ND ND ND
Article 11 ND ND ND ND ND ND ND
Article 12 ND ND ND ND ND ND ND
Article 13 ND ND ND ND ND ND ND
Article 14 ND ND ND ND ND ND ND
Article 15 ND ND ND ND ND ND ND
Article 16 ND ND ND ND ND ND ND
Article 17 ND ND ND ND ND ND ND
Article 18 ND ND ND ND ND ND ND
Article 19 ND ND ND ND ND ND ND
Article 20 ND ND ND ND ND ND ND
Article 21 ND ND ND ND ND ND ND
Article 22 ND ND ND ND ND ND ND
Article 23 ND ND ND ND ND ND ND
Article 24 ND ND ND ND ND ND ND
Article 25 ND ND ND ND ND ND ND
Article 26 ND ND ND ND ND ND ND
Article 27 ND ND ND ND ND ND ND
Article 28 ND ND ND ND ND ND ND
Article 29 ND ND ND ND ND ND ND
Article 30 ND ND ND ND ND ND ND
ND Remembering Mayhem (blog.metabrainz.org)
6 points by brw 1 days ago | 0 comments on HN ~lite vlite-2.0
Summary ~lite
The blog post discusses the implementation of Anubis, a Proof-of-Work scheme to protect against AI scraping bots.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 10 HN snapshots · 43 evals
+1 0 −1 HN
Audit Trail 63 entries
2026-03-06 22:46 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-06 22:46 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 22:41 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-06 22:41 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 22:25 eval_success PSQ evaluated: g-PSQ=0.419 (3 dims) - -
2026-03-06 22:25 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 17:30 eval_success PSQ evaluated: g-PSQ=0.419 (3 dims) - -
2026-03-06 17:30 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 17:25 eval_success PSQ evaluated: g-PSQ=0.419 (3 dims) - -
2026-03-06 17:25 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) -0.05
2026-03-06 16:56 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-06 16:56 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 16:47 eval_success PSQ evaluated: g-PSQ=0.474 (3 dims) - -
2026-03-06 16:47 eval Evaluated by llama-3.3-70b-wai-psq: +0.47 (Moderate positive) +0.05
2026-03-06 16:20 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-06 16:20 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 16:10 eval_success PSQ evaluated: g-PSQ=0.419 (3 dims) - -
2026-03-06 16:10 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 16:05 eval_success PSQ evaluated: g-PSQ=0.419 (3 dims) - -
2026-03-06 16:05 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 15:44 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-06 15:44 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 15:28 eval_success PSQ evaluated: g-PSQ=0.419 (3 dims) - -
2026-03-06 15:28 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 15:06 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-06 15:06 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 14:52 eval_success PSQ evaluated: g-PSQ=0.419 (3 dims) - -
2026-03-06 14:52 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 14:23 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-06 14:23 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 14:09 eval_success PSQ evaluated: g-PSQ=0.419 (3 dims) - -
2026-03-06 14:09 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 13:46 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-06 13:46 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 13:31 eval_success PSQ evaluated: g-PSQ=0.419 (3 dims) - -
2026-03-06 13:31 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 13:07 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-06 13:07 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 12:58 eval_success PSQ evaluated: g-PSQ=0.419 (3 dims) - -
2026-03-06 12:58 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 12:53 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 12:31 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 12:20 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 11:55 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 11:47 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 11:43 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 11:21 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 11:10 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 10:49 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 10:44 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 10:36 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 10:09 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 10:05 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 10:04 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 09:32 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 09:30 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive)
2026-03-06 09:28 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive)
2026-03-06 09:20 eval Evaluated by llama-4-scout-wai: -0.26 (Mild negative) 0.00
reasoning
Blog post about implementing anti-bot measures, no explicit human rights discussion
2026-03-06 09:15 eval Evaluated by llama-4-scout-wai: -0.26 (Mild negative) 0.00
reasoning
Blog post about implementing anti-bot measures, no explicit human rights discussion
2026-03-06 09:10 eval Evaluated by llama-4-scout-wai: -0.26 (Mild negative) 0.00
reasoning
Blog post about implementing anti-bot measures, no explicit human rights discussion
2026-03-06 09:05 eval Evaluated by llama-4-scout-wai: -0.26 (Mild negative) 0.00
reasoning
Blog post about implementing anti-bot measures, no explicit human rights discussion
2026-03-06 09:00 eval Evaluated by llama-4-scout-wai: -0.26 (Mild negative)
reasoning
Blog post about implementing anti-bot measures, no explicit human rights discussion
2026-03-06 08:59 eval Evaluated by llama-3.3-70b-wai: -0.26 (Mild negative)
reasoning
Technical blog post on anti-scraping measures