ND The Unpredicted vs. the Over-Expected (kevinkelly.substack.com)
16 points by surprisetalk 3 days ago | 6 comments on HN ~lite vlite-2.0
Summary ~lite
Neutral content
Lite evaluation by llama-3.3-70b-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 161 HN snapshots · 45 evals
+1 0 −1 HN
Audit Trail 65 entries
2026-03-14 00:29 eval_success PSQ evaluated: g-PSQ=-0.080 (3 dims) - -
2026-03-14 00:29 eval Evaluated by llama-3.3-70b-wai-psq: -0.08 (Neutral)
2026-03-14 00:28 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-14 00:28 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral)
reasoning
Technical content, zero rights discussion
2026-03-14 00:28 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-13 22:50 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-13 22:50 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The content discusses the unpredictability of technological advancements, specifically mentioning the internet, but does
2026-03-13 22:50 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-13 22:15 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-13 22:15 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 21:10 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-13 21:10 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The content discusses the unpredictability of technological advancements, specifically mentioning the internet, but does
2026-03-13 21:10 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-13 20:23 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-13 20:23 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 20:01 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-13 20:01 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The content discusses the unpredictability of technological advancements, specifically mentioning the internet, but does
2026-03-13 20:01 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-13 18:51 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-13 18:51 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 18:36 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-13 18:36 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The content discusses the unpredictability of technological advancements, specifically mentioning the internet, but does
2026-03-13 18:36 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-13 17:35 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-13 17:35 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 17:27 credit_exhausted Credit balance too low, pausing provider for 30 min - -
2026-03-13 17:22 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-13 17:22 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The content discusses the unpredictability of technological advancements, specifically mentioning the internet, but does
2026-03-13 17:22 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-13 16:08 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-13 16:08 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 15:56 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-13 15:56 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The content discusses the unpredictability of technological advancements, specifically mentioning the internet, but does
2026-03-13 15:34 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 15:19 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The content discusses the unpredictability of technological advancements, specifically mentioning the internet, but does
2026-03-13 14:54 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 14:41 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The content discusses the unpredictability of technological advancements, specifically mentioning the internet, but does
2026-03-13 14:07 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 13:57 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The content discusses the unpredictability of technological advancements, specifically mentioning the internet, but does
2026-03-13 13:31 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 13:23 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The content discusses the unpredictability of technological advancements, specifically mentioning the internet, but does
2026-03-13 12:54 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 12:48 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The content discusses the unpredictability of technological advancements, specifically mentioning the internet, but does
2026-03-13 12:18 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 12:12 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The content discusses the unpredictability of technological advancements, specifically mentioning the internet, but does
2026-03-13 11:42 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 11:35 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The content discusses the unpredictability of technological advancements, specifically mentioning the internet, but does
2026-03-13 11:02 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 10:57 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The content discusses the unpredictability of technological advancements, specifically mentioning the internet, but does
2026-03-13 10:24 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 10:19 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The content discusses the unpredictability of technological advancements, specifically mentioning the internet, but does
2026-03-13 09:43 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 09:40 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The content discusses the unpredictability of technological advancements, specifically mentioning the internet, but does
2026-03-13 09:05 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 09:02 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The content discusses the unpredictability of technological advancements, specifically mentioning the internet, but does
2026-03-13 08:27 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 08:26 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The content discusses the unpredictability of technological advancements, specifically mentioning the internet, but does
2026-03-13 07:46 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 07:45 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The content discusses the unpredictability of technological advancements, specifically mentioning the internet, but does
2026-03-13 07:05 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 07:05 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) +0.16
reasoning
The content discusses the unpredictability of technological advancements, specifically mentioning the internet, but does
2026-03-13 06:27 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 06:27 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) -0.16
reasoning
The content discusses the unpredictability of technological advancements, specifically mentioning the internet, but does
2026-03-13 05:52 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-13 05:51 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral)
reasoning
The content discusses the unpredictability of technological advancements, specifically mentioning the internet, but does