ND Tests aren’t enough: Case study after adding type hints to urllib3 (sethmlarson.dev)
205 points by quentinp 1608 days ago | 198 comments on HN ~lite vlite-2.0
Summary ~lite
A technical blog post on adding type hints to urllib3, promoting code correctness and resilience.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal · 5 evals
+1 0 −1 HN
Audit Trail 12 entries
2026-03-05 16:51 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 16:51 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-05 16:45 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 16:45 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 16:39 eval_success PSQ evaluated: g-PSQ=0.481 (3 dims) - -
2026-03-05 16:39 eval Evaluated by llama-3.3-70b-wai-psq: +0.48 (Moderate positive)
2026-02-28 11:32 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 11:32 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Editorial on technical topic, no human rights discussion
2026-02-28 11:32 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 11:21 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 11:21 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 11:21 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical blog post