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-3.3-70b-instruct-fp8-fast lite ND ND — 0.80 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.90 0.00 tech innovation
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 0.90 0.00 technology
Section @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 @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 Crawling a billion web pages in just over 24 hours, in 2025 (andrewkchan.dev)
197 points by pseudolus 10 days ago | 61 comments on HN ~lite vlite-2.0
Summary ~lite
The author crawled 1.005 billion web pages in 25.5 hours with a budget of $462.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal · 29 evals
+1 0 −1 HN
Audit Trail 49 entries
2026-03-05 10:07 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 10:07 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 09:58 eval_success PSQ evaluated: g-PSQ=0.320 (3 dims) - -
2026-03-05 09:58 eval Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive)
2026-03-02 17:43 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 17:43 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-03-02 16:36 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 16:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech tutorial
2026-03-02 16:25 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 16:25 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-03-01 17:29 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 17:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech tutorial
2026-03-01 17:25 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 17:25 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-03-01 17:18 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 17:18 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-03-01 16:08 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 16:08 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech tutorial
2026-03-01 16:02 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 16:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech tutorial
2026-03-01 16:01 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 16:01 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-03-01 15:56 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 15:56 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-03-01 14:57 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 14:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech tutorial
2026-03-01 14:51 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 14:51 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-03-01 14:15 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 14:15 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech tutorial
2026-03-01 14:05 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 14:05 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-03-01 13:25 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 13:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech tutorial
2026-03-01 13:20 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 13:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech tutorial
2026-03-01 13:18 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 13:18 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-03-01 12:41 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 12:41 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech tutorial
2026-03-01 12:40 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-03-01 12:04 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech tutorial
2026-03-01 12:04 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-02-28 16:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech tutorial
2026-02-28 16:22 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-02-28 14:17 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral tech tutorial
2026-02-28 14:17 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-02-28 07:04 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
ED, neutral tech tutorial
2026-02-28 06:52 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
tech tutorial no rights stance