ND Coding as a Game of Probability (robertmaple.co.uk)
8 points by _under_scores_ 2 days ago | 3 comments on HN ~lite vlite-2.0
Summary ~lite
The author reflects on AI-assisted coding as a probabilistic process, emphasizing the importance of context, architecture, and iterative development.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 78 HN snapshots · 14 evals
+1 0 −1 HN
Audit Trail 34 entries
2026-03-23 03:01 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-23 03:01 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 02:59 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-23 02:59 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
2026-03-23 02:59 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 01:28 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-23 01:28 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-23 01:27 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-23 01:27 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
2026-03-23 01:27 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-23 00:27 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-23 00:27 eval Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive)
2026-03-23 00:23 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-23 00:23 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical coding discussion
2026-03-23 00:23 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-22 23:55 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-22 23:55 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 23:54 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-22 23:54 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
2026-03-22 23:54 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-22 22:44 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-22 22:44 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 22:44 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-22 22:44 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
2026-03-22 22:44 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-22 21:45 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-22 21:45 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-22 21:45 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-22 21:45 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
2026-03-22 21:45 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-22 20:32 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-22 20:32 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-22 20:32 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-22 20:32 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral)
reasoning
Technical blog post on AI-assisted coding, no explicit human rights discussion