Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.83 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 -0.20 Neutral 1.00 0.20 Internet Infrastructure
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.83 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 -0.20 Neutral 0.90 0.20 Internet Infrastructure
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast 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 How far can you go with only internet exchange route servers? (blog.benjojo.co.uk)
5 points by fanf2 2 days ago | 0 comments on HN ~lite vlite-2.0
Summary ~lite
The article evaluates the effectiveness of using internet exchange route servers for network connectivity.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 7 HN snapshots · 8 evals
+1 0 −1 HN
Audit Trail 20 entries
2026-03-14 01:19 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-14 01:19 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 01:10 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-14 01:10 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on internet exchange route servers, no explicit human rights discussion
2026-03-14 01:10 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 00:44 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-14 00:44 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 00:43 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-14 00:43 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on internet exchange route servers, no explicit human rights discussion
2026-03-14 00:43 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 00:21 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-14 00:21 eval Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive)
2026-03-14 00:17 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-14 00:17 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral)
reasoning
Technical post on IX route servers
2026-03-14 00:17 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-13 23:51 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-13 23:51 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-13 23:51 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-13 23:51 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-13 23:51 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral)
reasoning
Technical blog post on internet exchange route servers, no explicit human rights discussion