ND Throwing away 18 months of code and starting over (tompiagg.io)
65 points by tomaspiaggio12 4 days ago | 81 comments on HN ~lite vlite-2.0
Summary ~lite
Author shares experience of rewriting 18 months of code, lessons learned, and new tech choices.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 269 HN snapshots · 103 evals
+1 0 −1 HN
Audit Trail 123 entries
2026-03-12 23:09 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-12 23:09 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 22:53 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-12 22:53 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-12 22:53 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-12 20:44 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-12 20:44 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 20:26 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-12 20:26 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-12 20:26 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-12 19:18 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-12 19:18 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 18:43 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-12 18:43 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-12 18:43 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-12 17:36 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-12 17:36 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 17:10 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-12 17:10 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-12 17:10 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-12 16:14 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-12 16:14 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 15:56 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-12 15:55 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, 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 14:48 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-12 14:48 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 14:27 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-12 14:27 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-12 14:26 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-12 10:59 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-12 10:59 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 10:54 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-12 10:54 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-12 09:40 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 09:34 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-12 08:59 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 08:57 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-12 08:07 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 08:01 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-12 07:31 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 07:26 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-12 06:54 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 06:51 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-12 06:16 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 06:15 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-12 05:29 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 05:27 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-12 02:00 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 01:42 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-12 01:28 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 01:19 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-12 01:07 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 00:53 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-12 00:37 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 23:55 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-11 23:26 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 23:17 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-11 22:49 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 22:40 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-11 21:58 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 21:43 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-11 20:43 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 20:24 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-11 19:17 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 19:09 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-11 18:06 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 17:58 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-11 16:51 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 16:47 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-11 15:32 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 15:22 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-11 14:12 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 14:09 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-11 12:59 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 12:58 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-11 12:20 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 12:20 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-11 11:44 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 11:44 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-11 11:10 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 11:09 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-11 10:35 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 10:34 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-11 10:00 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 09:59 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-11 09:17 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 09:17 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-11 04:34 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 04:29 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-11 03:17 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 03:12 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-11 02:03 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 01:58 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-11 00:57 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 00:51 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-11 00:36 eval Evaluated by llama-3.3-70b-wai-psq: +0.36 (Moderate positive)
2026-03-11 00:33 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral)
reasoning
Technical blog post on product development
2026-03-10 23:06 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 22:57 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-10 22:33 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 22:30 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-10 22:14 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 22:11 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-10 21:38 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-10 21:38 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 21:22 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-10 21:20 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 21:04 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-10 20:57 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 20:41 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-10 20:20 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 20:06 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-10 20:00 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 19:50 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-10 19:40 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 19:32 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-10 19:20 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 19:14 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-10 18:59 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 18:55 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post about rewriting code, no explicit human rights discussion
2026-03-10 18:22 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-10 18:20 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral)
reasoning
Technical blog post about rewriting code, no explicit human rights discussion