0.00 AutoHarness: Improving LLM agents by automatically synthesizing a code harness (arxiv.org)
10 points by simonpure 6 days ago | 0 comments on HN | Neutral ~lite vlite-1.6
Summary ~lite AI Research Neutral
Technical paper on improving LLM agents with automated code harness synthesis
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 2 HN snapshots · 44 evals
+1 0 −1 HN
Audit Trail 64 entries
2026-03-14 22:41 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 22:41 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on AI and language models, no human rights discussion
2026-03-14 22:41 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 21:40 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-14 21:40 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 21:29 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 21:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on AI and language models, no human rights discussion
2026-03-14 21:29 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 20:23 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-14 20:23 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 20:15 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 20:15 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on AI and language models, no human rights discussion
2026-03-14 20:15 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 19:09 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-14 19:09 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 18:45 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 18:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on AI and language models, no human rights discussion
2026-03-14 18:45 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 17:56 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-14 17:56 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 17:10 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 17:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on AI and language models, no human rights discussion
2026-03-14 17:10 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 16:23 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-14 16:23 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 16:00 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 16:00 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on AI and language models, no human rights discussion
2026-03-14 16:00 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 13:54 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 13:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on AI and language models, no human rights discussion
2026-03-14 13:54 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 13:39 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-14 13:39 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 13:17 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on AI and language models, no human rights discussion
2026-03-14 12:59 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 12:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on AI and language models, no human rights discussion
2026-03-14 12:22 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 12:07 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on AI and language models, no human rights discussion
2026-03-14 11:46 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 11:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on AI and language models, no human rights discussion
2026-03-14 11:10 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 10:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on AI and language models, no human rights discussion
2026-03-14 10:35 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 10:17 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on AI and language models, no human rights discussion
2026-03-14 09:53 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 09:40 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on AI and language models, no human rights discussion
2026-03-14 09:14 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 08:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on AI and language models, no human rights discussion
2026-03-14 08:34 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 08:17 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on AI and language models, no human rights discussion
2026-03-14 07:52 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 07:37 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on AI and language models, no human rights discussion
2026-03-14 07:08 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 06:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on AI and language models, no human rights discussion
2026-03-14 06:26 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 06:18 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on AI and language models, no human rights discussion
2026-03-14 05:45 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 05:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on AI and language models, no human rights discussion
2026-03-14 05:04 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 04:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on AI and language models, no human rights discussion
2026-03-14 04:24 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 04:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical paper on AI and language models, no human rights discussion
2026-03-14 03:46 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-14 03:44 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical paper on AI and language models, no human rights discussion