ND Learnings from training a font recognition model from scratch (www.mixfont.com)
35 points by justswim 6 days ago | 7 comments on HN ~lite vlite-2.0
Summary ~lite
A software engineer shares learnings from training a font recognition model from scratch.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 277 HN snapshots · 61 evals
+1 0 −1 HN
Audit Trail 81 entries
2026-03-23 17:26 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-23 17:26 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 17:22 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 17:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on training a font recognition model, no human rights discussion
2026-03-23 17:22 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 16:41 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-23 16:41 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 16:39 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 16:39 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on training a font recognition model, no human rights discussion
2026-03-23 16:39 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 16:02 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 16:02 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 16:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on training a font recognition model, no human rights discussion
2026-03-23 16:01 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-23 16:01 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 15:25 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 15:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on training a font recognition model, no human rights discussion
2026-03-23 15:25 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 15:20 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-23 15:20 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 14:49 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 14:49 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 14:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on training a font recognition model, no human rights discussion
2026-03-23 14:45 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-23 14:45 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 14:14 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 14:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on training a font recognition model, no human rights discussion
2026-03-23 14:14 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 14:10 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-23 14:10 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 13:39 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 13:39 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on training a font recognition model, no human rights discussion
2026-03-23 13:39 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 13:34 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 13:04 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on training a font recognition model, no human rights discussion
2026-03-23 12:55 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 12:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on training a font recognition model, no human rights discussion
2026-03-23 12:18 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 11:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on training a font recognition model, no human rights discussion
2026-03-23 11:40 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 11:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on training a font recognition model, no human rights discussion
2026-03-23 11:05 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 10:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on training a font recognition model, no human rights discussion
2026-03-23 10:27 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 10:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on training a font recognition model, no human rights discussion
2026-03-23 09:53 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 09:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on training a font recognition model, no human rights discussion
2026-03-23 09:14 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 08:51 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on training a font recognition model, no human rights discussion
2026-03-23 08:35 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 08:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on training a font recognition model, no human rights discussion
2026-03-23 08:01 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 07:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on training a font recognition model, no human rights discussion
2026-03-23 07:24 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 07:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on training a font recognition model, no human rights discussion
2026-03-23 06:47 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 06:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on training a font recognition model, no human rights discussion
2026-03-23 06:12 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 05:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on training a font recognition model, no human rights discussion
2026-03-23 05:35 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 05:21 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on training a font recognition model, no human rights discussion
2026-03-23 05:02 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 04:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on training a font recognition model, no human rights discussion
2026-03-23 04:22 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 04:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on training a font recognition model, no human rights discussion
2026-03-23 03:35 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 03:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on training a font recognition model, no human rights discussion
2026-03-23 02:24 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 01:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on training a font recognition model, no human rights discussion
2026-03-23 00:59 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 00:19 eval Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive)
2026-03-23 00:16 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical blog post on font recognition model
2026-03-22 23:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on training a font recognition model, no human rights discussion
2026-03-22 23:16 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 22:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on training a font recognition model, no human rights discussion
2026-03-22 22:03 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 21:55 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on training a font recognition model, no human rights discussion
2026-03-22 20:48 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 20:44 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on training a font recognition model, no human rights discussion
2026-03-22 19:32 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-22 19:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical blog post on training a font recognition model, no human rights discussion