Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.80 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.80 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.40 -0.20 Mild positive 0.80 0.49 Digital Rights
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.20 +0.20 Mild positive 0.80 0.00 US tech ecosystems
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast 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 uncomfortable truth about getting people off US tech (blog.dougbelshaw.com)
3 points by eustoria 22 hours ago | 0 comments on HN ~lite vlite-2.0
Summary ~lite
Article discusses psychological barriers to switching from US tech, emphasizing crisis moments and social influence.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 5 HN snapshots · 9 evals
+1 0 −1 HN
Audit Trail 21 entries
2026-03-05 05:08 eval_success PSQ evaluated: g-PSQ=0.440 (3 dims) - -
2026-03-05 05:08 eval Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive)
2026-03-05 05:01 eval_success PSQ evaluated: g-PSQ=0.450 (3 dims) - -
2026-03-05 05:01 eval Evaluated by llama-3.3-70b-wai-psq: +0.45 (Moderate positive)
2026-03-04 21:45 eval_success Lite evaluated: Mild positive (0.16) - -
2026-03-04 21:45 eval Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
reasoning
The content discusses the challenges of getting people to switch from US tech, touching on human rights and privacy conc
2026-03-04 21:45 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-04 21:45 eval_success Lite evaluated: Mild positive (0.20) - -
2026-03-04 21:45 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive) +0.10
reasoning
Editorial on US tech ecosystems
2026-03-04 21:06 eval_success Lite evaluated: Mild positive (0.16) - -
2026-03-04 21:06 eval Evaluated by llama-4-scout-wai: +0.16 (Mild positive) 0.00
reasoning
The content discusses the challenges of getting people to switch from US tech, touching on human rights and privacy conc
2026-03-04 21:06 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-04 21:05 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-04 21:05 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) 0.00
reasoning
Editorial on US tech ecosystems
2026-03-04 20:59 eval_success Lite evaluated: Mild positive (0.10) - -
2026-03-04 20:59 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive) -0.10
reasoning
Editorial on US tech ecosystems
2026-03-04 20:24 eval_success Lite evaluated: Mild positive (0.16) - -
2026-03-04 20:24 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-04 20:24 eval Evaluated by llama-4-scout-wai: +0.16 (Mild positive)
reasoning
The content discusses the challenges of getting people to switch from US tech, touching on human rights and privacy conc
2026-03-04 20:23 eval_success Lite evaluated: Mild positive (0.20) - -
2026-03-04 20:23 eval Evaluated by llama-3.3-70b-wai: +0.20 (Mild positive)
reasoning
Editorial on US tech ecosystems