Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.40 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 -0.20 Neutral 0.80 0.20 Science Fiction
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 -0.20 Neutral 0.80 0.20 Technology Forecasting
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.83 — —
Section @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-4-scout-17b-16e-instruct lite
Preamble ND ND ND ND
Article 1 ND ND ND ND
Article 2 ND ND ND ND
Article 3 ND ND ND ND
Article 4 ND ND ND ND
Article 5 ND ND ND ND
Article 6 ND ND ND ND
Article 7 ND ND ND ND
Article 8 ND ND ND ND
Article 9 ND ND ND ND
Article 10 ND ND ND ND
Article 11 ND ND ND ND
Article 12 ND ND ND ND
Article 13 ND ND ND ND
Article 14 ND ND ND ND
Article 15 ND ND ND ND
Article 16 ND ND ND ND
Article 17 ND ND ND ND
Article 18 ND ND ND ND
Article 19 ND ND ND ND
Article 20 ND ND ND ND
Article 21 ND ND ND ND
Article 22 ND ND ND ND
Article 23 ND ND ND ND
Article 24 ND ND ND ND
Article 25 ND ND ND ND
Article 26 ND ND ND ND
Article 27 ND ND ND ND
Article 28 ND ND ND ND
Article 29 ND ND ND ND
Article 30 ND ND ND ND
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