ND Google Engineers Launch "Sashiko" for Agentic AI Code Review of the Linux Kernel (www.phoronix.com)
108 points by speckx 10 days ago | 50 comments on HN ~lite vlite-2.0
Summary ~lite
Article discusses Google Engineers' launch of Sashiko for agentic AI code review of the Linux Kernel.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 281 HN snapshots · 75 evals
+1 0 −1 HN
Audit Trail 95 entries
2026-03-20 22:49 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-20 22:49 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 22:29 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-20 22:29 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-20 22:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-20 19:13 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-20 19:13 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 18:55 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-20 18:55 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-20 18:55 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-20 16:59 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-20 16:59 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 16:35 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-20 16:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-20 16:35 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-19 22:31 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-19 22:31 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 22:12 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-19 22:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-19 22:12 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-19 20:57 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-19 20:57 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 20:54 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-19 20:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-19 20:54 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-19 19:41 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-19 19:41 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 19:34 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-19 19:34 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-19 19:34 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-19 18:22 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-19 18:22 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 18:19 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-19 18:19 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-19 17:08 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-19 16:56 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 15:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-19 15:44 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 14:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-19 14:24 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 13:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-19 13:02 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 12:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-19 12:19 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 11:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-19 11:39 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 11:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-19 11:01 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 10:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-19 10:20 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 09:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-19 09:42 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 09:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-19 09:00 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 08:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-19 08:19 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 07:55 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-19 07:38 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 07:17 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-19 07:01 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 06:41 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-19 06:24 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 06:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-19 05:47 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 05:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-19 04:54 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 04:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-19 03:39 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 03:18 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-19 02:21 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 02:03 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-19 00:57 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 00:46 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-19 00:16 eval Evaluated by llama-3.3-70b-wai-psq: -0.40 (Moderate negative)
2026-03-19 00:13 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical content, zero rights discussion
2026-03-18 23:53 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 23:39 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-18 23:17 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 23:04 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-18 22:41 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 22:15 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-18 21:26 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 21:08 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-18 20:13 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 20:01 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-18 19:35 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 19:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-18 18:56 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 18:48 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-18 18:18 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 18:13 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-18 17:44 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-18 17:33 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article about AI code review, no explicit human rights discussion
2026-03-18 17:00 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-18 16:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical article about AI code review, no explicit human rights discussion