ND Linux Page Faults, MMAP, and userfaultfd for faster VM boots (www.shayon.dev)
58 points by shayonj 8 days ago | 3 comments on HN ~lite vlite-2.0
Summary ~lite
Technical blog post on Linux page faults, mmap, and userfaultfd for faster VM boots.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 407 HN snapshots · 155 evals
+1 0 −1 HN
Audit Trail 175 entries
2026-03-22 23:09 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-22 23:09 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 22:56 eval_success Lite evaluated: Neutral (-0.09) - -
2026-03-22 22:56 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-22 22:56 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-22 21:51 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-22 21:51 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 21:37 eval_success Lite evaluated: Neutral (-0.09) - -
2026-03-22 21:37 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-22 21:37 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-22 20:38 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-22 20:38 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 20:25 eval_success Lite evaluated: Neutral (-0.09) - -
2026-03-22 20:25 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-22 20:25 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-22 19:19 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-22 19:19 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 19:11 eval_success Lite evaluated: Neutral (-0.09) - -
2026-03-22 19:11 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-22 19:11 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-22 02:19 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-22 02:19 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 02:00 eval_success Lite evaluated: Neutral (-0.09) - -
2026-03-22 02:00 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-22 02:00 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-22 00:40 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-22 00:40 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 00:39 eval_success Lite evaluated: Neutral (-0.09) - -
2026-03-22 00:39 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-22 00:39 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-21 23:36 credit_exhausted Credit balance too low, pausing provider for 30 min - -
2026-03-21 22:58 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-21 22:58 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 22:57 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-21 21:42 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-21 21:40 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 21:06 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-21 20:59 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 19:52 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-21 19:43 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 19:13 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-21 19:03 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 18:33 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-21 18:20 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 17:56 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-21 17:40 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 17:17 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-21 17:00 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 16:35 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-21 16:18 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 15:56 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-21 15:36 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 15:20 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-21 14:56 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 14:39 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-21 14:15 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 14:01 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-21 13:30 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 13:19 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-21 12:53 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 12:42 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-21 12:11 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 12:04 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-21 11:32 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 11:23 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-21 10:50 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 10:44 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-21 10:09 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 10:04 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-21 09:29 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 09:21 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-21 08:50 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 08:44 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-21 08:10 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 08:04 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-21 07:32 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 07:26 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-21 06:51 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 06:50 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-21 06:11 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-21 06:11 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 05:34 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-21 05:32 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 04:56 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-21 04:53 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 04:20 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-21 04:14 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 03:41 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-21 03:34 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 03:04 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-21 02:56 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 02:25 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-21 02:17 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 01:47 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-21 01:39 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 00:50 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-21 00:42 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 23:56 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-20 23:39 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 23:13 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-20 22:59 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 22:03 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-20 21:41 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 21:28 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-20 21:05 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 20:53 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-20 20:29 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 20:18 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-20 19:53 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 19:43 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-20 19:17 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 18:33 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) -0.01
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-20 18:06 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 17:56 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-20 17:13 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 17:05 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-20 15:57 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 15:47 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-20 15:13 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 15:06 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-20 14:37 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 14:30 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-20 14:02 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 13:54 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-20 13:27 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 13:20 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-20 12:52 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 12:43 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) +0.01
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-20 12:12 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 12:02 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-20 11:32 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 11:25 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-20 10:52 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 10:46 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-20 10:16 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 10:10 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-20 09:36 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 09:31 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-20 08:57 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 08:54 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-20 08:17 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 08:14 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-20 07:39 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 07:35 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-20 06:58 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 06:56 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-20 06:17 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 06:16 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-20 05:42 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 05:41 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-20 05:07 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 05:06 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-20 04:32 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 04:31 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-20 03:57 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 03:56 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-19 20:04 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 20:04 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-19 16:46 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 16:33 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-19 15:35 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 15:12 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-19 14:12 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 13:52 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-19 05:05 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-19 04:10 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 03:53 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-19 03:04 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 02:31 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-19 01:53 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 01:11 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral) 0.00
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion
2026-03-19 00:34 eval Evaluated by llama-3.3-70b-wai-psq: +0.12 (Mild positive)
2026-03-19 00:31 eval Evaluated by llama-3.3-70b-wai: -0.24 (Mild negative)
reasoning
Technical content, zero rights discussion
2026-03-19 00:10 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-19 00:06 eval Evaluated by llama-4-scout-wai: -0.09 (Neutral)
reasoning
Technical article on Linux page faults, mmap, and userfaultfd, no explicit human rights discussion