ND Levels of Agentic Engineering (www.bassimeledath.com)
274 points by bombastic311 3 days ago | 129 comments on HN ~lite vlite-2.0
Summary ~lite
The article discusses the 8 levels of agentic engineering, a framework for AI-assisted coding and software development.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 756 HN snapshots · 138 evals
+1 0 −1 HN
Audit Trail 158 entries
2026-03-12 23:08 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-12 23:08 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 22:52 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-12 22:52 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-12 22:52 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-12 20:43 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-12 20:43 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 20:24 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-12 20:24 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-12 20:24 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-12 19:17 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-12 19:17 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) -0.16
2026-03-12 18:42 eval_success Lite evaluated: Neutral (0.08) - -
2026-03-12 18:42 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) +0.32
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-12 18:42 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-12 17:35 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-12 17:35 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-12 17:09 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-12 17:09 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-12 17:09 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-12 16:11 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-12 16:11 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-12 15:55 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-12 15:55 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-12 15:55 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-12 14:47 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-12 14:47 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-12 14:24 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-12 14:24 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-12 14:24 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-12 13:08 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-12 13:08 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-12 12:52 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-12 12:52 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-12 12:29 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-12 12:16 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-12 11:58 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-12 11:52 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-12 11:35 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-12 11:31 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-12 11:10 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-12 11:04 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-12 10:14 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-12 10:02 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-12 09:09 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-12 09:05 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-12 08:32 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-12 08:30 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-12 07:57 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-12 07:55 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-12 07:22 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-12 07:20 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-12 06:47 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-12 06:45 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-12 06:10 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-12 06:10 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-12 05:34 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-12 05:32 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-12 04:57 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-12 04:54 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-12 04:23 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-12 04:17 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-12 03:46 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-12 03:40 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-12 03:10 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-12 03:02 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-12 02:34 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-12 02:26 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-12 01:54 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-12 01:44 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-12 01:25 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-12 01:20 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-12 01:06 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-12 00:53 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-12 00:38 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) -0.32
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-11 23:55 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-11 23:29 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-11 23:18 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-11 22:51 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-11 22:39 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-11 22:00 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-11 21:41 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-11 20:49 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-11 20:16 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-11 19:26 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-11 19:06 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-11 18:12 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-11 17:53 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-11 16:59 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-11 16:39 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-11 15:49 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-11 15:14 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-11 14:21 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-11 13:58 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-11 13:11 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-11 12:50 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-11 12:31 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-11 12:10 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-11 11:54 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-11 11:36 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-11 11:19 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-11 11:01 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-11 10:46 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-11 10:23 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-11 10:10 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-11 09:45 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-11 09:30 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-11 09:06 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-11 08:55 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-11 08:30 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-11 08:20 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-11 07:55 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-11 07:44 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-11 07:20 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-11 07:10 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-11 06:45 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-11 06:35 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-11 06:10 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-11 06:00 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-11 05:32 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-11 05:25 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-11 04:52 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-11 04:47 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-11 03:40 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-11 03:36 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-11 02:23 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-11 02:21 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-11 01:41 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-11 01:40 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-11 00:56 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) +0.32
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-11 00:53 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-11 00:12 eval Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive)
2026-03-11 00:09 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral)
reasoning
Technical blog post on AI-assisted coding
2026-03-10 23:06 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-10 23:01 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 22:35 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) -0.32
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-10 22:32 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 22:17 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) +0.32
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-10 22:13 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 21:43 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-10 21:37 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 21:25 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-10 21:19 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 21:08 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-10 20:57 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 20:45 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-10 20:20 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 20:12 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-10 20:01 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 19:52 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-10 19:40 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 19:32 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) -0.32
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-10 19:21 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 19:17 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) +0.32
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-10 19:00 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-10 18:58 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion
2026-03-10 18:24 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive)
2026-03-10 18:22 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative)
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion