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 — 0.83 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.10 +0.20 Mild positive 0.80 -0.14 Network Security
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.04 +0.20 Mild positive 0.80 -0.18 Digital Security
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 An effort to secure the Network Time Protocol (lwn.net)
11 points by voxadam 1 days ago | 5 comments on HN ~lite vlite-2.0
Summary ~lite
Article discusses securing Network Time Protocol with Network Time Security standard.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 4 HN snapshots · 43 evals
+1 0 −1 HN
Audit Trail 63 entries
2026-03-06 22:43 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-06 22:43 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-06 22:28 eval_success PSQ evaluated: g-PSQ=0.483 (3 dims) - -
2026-03-06 22:28 eval Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-06 17:48 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-06 17:48 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-06 17:27 eval_success PSQ evaluated: g-PSQ=0.483 (3 dims) - -
2026-03-06 17:27 eval Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-06 15:17 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-06 15:17 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-06 15:12 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-06 15:12 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-06 15:10 eval_success PSQ evaluated: g-PSQ=0.483 (3 dims) - -
2026-03-06 15:10 eval Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive) +0.00
2026-03-06 14:06 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-06 14:06 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-06 14:05 eval_success PSQ evaluated: g-PSQ=0.482 (3 dims) - -
2026-03-06 14:05 eval Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive) -0.00
2026-03-06 13:53 credit_exhausted Credit balance too low, pausing provider for 30 min - -
2026-03-06 13:28 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-06 13:28 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-06 13:27 eval_success PSQ evaluated: g-PSQ=0.483 (3 dims) - -
2026-03-06 13:27 eval Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive) +0.00
2026-03-06 12:11 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-06 12:11 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-06 12:10 eval_success PSQ evaluated: g-PSQ=0.482 (3 dims) - -
2026-03-06 12:10 eval Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive) -0.00
2026-03-06 11:37 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-06 11:37 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-06 11:37 eval_success PSQ evaluated: g-PSQ=0.483 (3 dims) - -
2026-03-06 11:37 eval Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-06 11:03 eval_success PSQ evaluated: g-PSQ=0.483 (3 dims) - -
2026-03-06 11:03 eval Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-06 11:01 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-06 11:01 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-06 10:30 eval_success PSQ evaluated: g-PSQ=0.483 (3 dims) - -
2026-03-06 10:30 eval Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-06 10:25 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-06 10:25 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-06 09:57 eval Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-06 09:51 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-06 09:23 eval Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive) +0.00
2026-03-06 09:15 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-06 08:50 eval Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive) -0.00
2026-03-06 08:43 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-06 08:21 eval Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-06 08:12 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-06 07:50 eval Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-06 07:40 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-06 07:16 eval Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive) +0.00
2026-03-06 07:12 eval Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive) -0.00
2026-03-06 07:07 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-06 06:40 eval Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-06 06:35 eval Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-06 06:34 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-06 06:05 eval Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-06 06:02 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-06 05:13 eval Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive) +0.00
2026-03-06 05:09 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive)
2026-03-06 05:09 eval Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive)
2026-03-05 22:26 eval Evaluated by llama-4-scout-wai: +0.14 (Mild positive) 0.00
reasoning
Article discusses securing Network Time Protocol, no explicit human rights discussion
2026-03-05 22:21 eval Evaluated by llama-4-scout-wai: +0.14 (Mild positive)
reasoning
Article discusses securing Network Time Protocol, no explicit human rights discussion
2026-03-05 22:21 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive)
reasoning
Technical article on NTP security