ND The 30% Rule in AI (www.generative.inc)
8 points by goldkey 9 days ago | 3 comments on HN ~lite vlite-2.0
Summary ~lite
The 30% rule in AI suggests that AI should automate 70% of repetitive tasks, while humans focus on the remaining 30% that requires creativity, critical thinking, and judgment.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 108 HN snapshots · 12 evals
+1 0 −1 HN
Audit Trail 30 entries
2026-03-18 06:25 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-18 06:25 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 06:20 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-18 06:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
The content discusses the 30% rule in AI, a framework for balancing AI automation with human involvement, without direct
2026-03-18 06:20 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-18 05:49 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-18 05:49 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 05:45 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-18 05:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
The content discusses the 30% rule in AI, a framework for balancing AI automation with human involvement, without direct
2026-03-18 05:45 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-18 05:12 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-18 05:12 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 05:10 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-18 05:10 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-18 05:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
The content discusses the 30% rule in AI, a framework for balancing AI automation with human involvement, without direct
2026-03-18 04:35 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-18 04:35 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 04:34 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-18 04:34 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-18 04:34 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
The content discusses the 30% rule in AI, a framework for balancing AI automation with human involvement, without direct
2026-03-18 03:58 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-18 03:58 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-18 03:58 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-18 03:58 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
The content discusses the 30% rule in AI, a framework for balancing AI automation with human involvement, without direct
2026-03-18 03:58 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-18 03:17 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-18 03:17 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive)
2026-03-18 03:17 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-18 03:17 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
The content discusses the 30% rule in AI, a framework for balancing AI automation with human involvement, without direct
2026-03-18 03:17 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -