ND Things I've learned in my 7 years implementing AI (www.jampa.dev)
156 points by jampa 162 days ago | 55 comments on HN ~lite vlite-2.0
Summary ~lite
Personal reflection on 7 years of AI implementation, sharing lessons learned.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal · 2 evals
+1 0 −1 HN
Audit Trail 5 entries
2026-03-25 01:38 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-25 01:38 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-25 01:33 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-25 01:33 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical article on AI implementation, no explicit human rights discussion
2026-03-25 01:33 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -