0.00 How HN: Ironkernel – Python expressions, Rust parallel (github.com)
31 points by acc_10000 11 days ago | 13 comments on HN | Neutral ~lite vlite-1.6
Summary ~lite Neutral
GitHub repository for Ironkernel, a Python DSL for parallel Rust expressions
EQ 0.00
SO 0.00
TD 0.00
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal 200 HN snapshots · 67 evals
+1 0 −1 HN
Audit Trail 87 entries
2026-03-22 21:37 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-22 21:37 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-22 21:37 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub repository page, no human rights discussion
2026-03-22 20:38 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-22 20:38 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-22 20:28 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-22 20:28 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub repository page, no human rights discussion
2026-03-22 20:28 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=0.600 (3 dims) - -
2026-03-22 19:19 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-22 19:11 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-22 19:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub repository page, no 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 12:56 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-22 12:56 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-22 12:24 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-22 12:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub repository page, no human rights discussion
2026-03-22 12:24 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-22 12:20 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-22 12:20 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-22 11:49 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-22 11:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub repository page, no human rights discussion
2026-03-22 11:49 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-22 11:44 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-22 11:44 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-22 11:14 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-22 11:14 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-22 11:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub repository page, no human rights discussion
2026-03-22 11:06 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-22 11:06 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.13
2026-03-22 10:38 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-22 10:38 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub repository page, no human rights discussion
2026-03-22 10:38 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-22 10:30 eval Evaluated by llama-4-scout-wai-psq: +0.47 (Moderate positive) 0.00
2026-03-22 10:04 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub repository page, no human rights discussion
2026-03-22 09:54 eval Evaluated by llama-4-scout-wai-psq: +0.47 (Moderate positive) -0.13
2026-03-22 09:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub repository page, no human rights discussion
2026-03-22 09:12 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-22 08:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub repository page, no human rights discussion
2026-03-22 08:32 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.13
2026-03-22 08:09 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub repository page, no human rights discussion
2026-03-22 07:56 eval Evaluated by llama-4-scout-wai-psq: +0.47 (Moderate positive) -0.13
2026-03-22 07:34 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub repository page, no human rights discussion
2026-03-22 07:22 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-22 06:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub repository page, no human rights discussion
2026-03-22 06:44 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-22 06:21 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub repository page, no human rights discussion
2026-03-22 06:01 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.13
2026-03-22 05:40 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub repository page, no human rights discussion
2026-03-22 05:22 eval Evaluated by llama-4-scout-wai-psq: +0.47 (Moderate positive) -0.13
2026-03-22 05:04 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub repository page, no human rights discussion
2026-03-22 04:46 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.13
2026-03-22 04:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub repository page, no human rights discussion
2026-03-22 04:07 eval Evaluated by llama-4-scout-wai-psq: +0.47 (Moderate positive) -0.13
2026-03-22 03:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub repository page, no human rights discussion
2026-03-22 03:32 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.13
2026-03-22 03:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub repository page, no human rights discussion
2026-03-22 02:52 eval Evaluated by llama-4-scout-wai-psq: +0.47 (Moderate positive) 0.00
2026-03-22 02:32 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub repository page, no human rights discussion
2026-03-22 01:43 eval Evaluated by llama-4-scout-wai-psq: +0.47 (Moderate positive) -0.13
2026-03-22 01:07 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub repository page, no human rights discussion
2026-03-22 00:37 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.13
2026-03-22 00:24 eval Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive)
2026-03-22 00:21 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical content, zero rights discussion
2026-03-21 23:53 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub repository page, no human rights discussion
2026-03-21 22:55 eval Evaluated by llama-4-scout-wai-psq: +0.47 (Moderate positive) -0.13
2026-03-21 22:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub repository page, no human rights discussion
2026-03-21 21:37 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.13
2026-03-21 21:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub repository page, no human rights discussion
2026-03-21 20:56 eval Evaluated by llama-4-scout-wai-psq: +0.47 (Moderate positive) -0.13
2026-03-21 20:15 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub repository page, no human rights discussion
2026-03-21 19:43 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 19:33 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub repository page, no human rights discussion
2026-03-21 19:04 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 18:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub repository page, no human rights discussion
2026-03-21 18:22 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.13
2026-03-21 18:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub repository page, no human rights discussion
2026-03-21 17:43 eval Evaluated by llama-4-scout-wai-psq: +0.47 (Moderate positive) -0.13
2026-03-21 17:38 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub repository page, no human rights discussion
2026-03-21 17:03 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 17:00 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub repository page, no human rights discussion
2026-03-21 16:25 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 16:21 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub repository page, no human rights discussion
2026-03-21 15:43 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 15:39 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub repository page, no human rights discussion
2026-03-21 15:05 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-21 15:03 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical GitHub repository page, no human rights discussion