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 ND Neutral 1.00 0.00 Technology
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-4-scout-17b-16e-instruct lite Delta
Preamble ND ND
Article 1 ND ND
Article 2 ND ND
Article 3 ND ND
Article 4 ND ND
Article 5 ND ND
Article 6 ND ND
Article 7 ND ND
Article 8 ND ND
Article 9 ND ND
Article 10 ND ND
Article 11 ND ND
Article 12 ND ND
Article 13 ND ND
Article 14 ND ND
Article 15 ND ND
Article 16 ND ND
Article 17 ND ND
Article 18 ND ND
Article 19 ND ND
Article 20 ND ND
Article 21 ND ND
Article 22 ND ND
Article 23 ND ND
Article 24 ND ND
Article 25 ND ND
Article 26 ND ND
Article 27 ND ND
Article 28 ND ND
Article 29 ND ND
Article 30 ND ND
ND Java Is Fast. Your Code Might Not Be (jvogel.me)
137 points by siegers 6 hours ago | 126 comments on HN ~lite vlite-2.0
Summary ~lite
Technical blog post on Java performance with neutral tone and transparent authorship.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 132 HN snapshots · 12 evals
+1 0 −1 HN
Audit Trail 30 entries
2026-03-20 19:42 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-20 19:42 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 19:31 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-20 19:31 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-20 19:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on Java performance, no human rights discussion
2026-03-20 18:30 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-20 18:30 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 18:21 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-20 18:21 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on Java performance, no human rights discussion
2026-03-20 18:21 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-20 17:55 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-20 17:55 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 17:33 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-20 17:33 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-20 17:33 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on Java performance, no human rights discussion
2026-03-20 17:03 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-20 17:03 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 16:18 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-20 16:18 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on Java performance, no human rights discussion
2026-03-20 16:18 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-20 15:46 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-20 15:46 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 15:41 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-20 15:41 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-20 15:41 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on Java performance, no human rights discussion
2026-03-20 15:03 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-20 15:03 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-20 15:01 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-20 15:01 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-20 15:01 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical blog post on Java performance, no human rights discussion