ND AI productivity gains are 10%, not 10x (newsletter.getdx.com)
62 points by donutshop 5 days ago | 40 comments on HN ~lite vlite-2.0
Summary ~lite
AI productivity gains estimated at 10%, not 10x, based on preliminary study data.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 364 HN snapshots · 80 evals
+1 0 −1 HN
Audit Trail 100 entries
2026-03-13 20:46 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-13 20:46 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 20:35 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-13 20:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-13 20:35 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-13 19:19 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-13 19:19 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 19:01 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-13 19:01 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-13 19:01 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-13 18:07 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-13 18:07 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 17:44 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-13 17:44 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-13 17:44 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-13 16:34 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-13 16:34 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 16:16 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-13 16:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-13 16:16 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-13 00:53 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-13 00:53 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 23:52 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-12 23:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-12 23:52 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-12 23:49 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-12 23:49 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 22:39 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-12 22:39 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-12 22:39 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-12 22:34 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-12 22:34 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 21:55 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-12 21:55 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-12 21:50 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 21:18 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-12 21:15 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 20:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-12 20:54 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 19:48 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-12 19:38 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 18:17 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-12 18:07 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 16:51 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-12 16:36 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 15:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-12 15:17 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 14:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-12 13:56 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 13:28 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-12 13:17 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 12:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-12 12:40 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 12:15 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-12 12:04 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 11:51 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-12 11:42 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 11:32 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-12 11:20 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 11:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-12 10:43 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 10:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-12 09:26 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 09:07 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-12 08:47 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 08:32 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-12 08:12 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 07:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-12 07:37 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 07:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-12 07:02 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 06:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-12 06:27 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 06:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-12 05:52 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 05:39 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-12 05:17 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 05:04 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-12 04:42 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 04:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-12 04:07 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 03:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-12 03:32 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 03:17 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-12 02:57 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 02:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-12 02:22 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 02:05 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-12 01:42 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 01:33 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-12 01:19 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 01:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-12 00:51 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 00:48 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-12 00:07 eval Evaluated by llama-3.3-70b-wai-psq: +0.20 (Mild positive)
2026-03-12 00:03 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical article, neutral stance
2026-03-11 23:52 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-11 23:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on AI productivity gains, no explicit human rights discussion
2026-03-11 23:15 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-11 23:13 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical article on AI productivity gains, no explicit human rights discussion