Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 -0.60 Mild negative 1.00 0.60 Technology AI
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.80 — —
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
0.00 AEO: What happens when AI answers instead of linking (4-part series) (xergioalex.com)
4 points by xergioalex 7 hours ago | 2 comments on HN | Mild negative ~lite vlite-1.6
Summary ~lite Technology AI Neutral
Technical blog series on AI and search optimization
EQ 0.50
SO 0.00
TD 0.00
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal 35 HN snapshots · 13 evals
+1 0 −1 HN
Audit Trail 33 entries
2026-03-11 08:15 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-11 08:15 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI and search, no explicit human rights discussion
2026-03-11 08:15 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-11 07:49 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-11 07:49 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 07:40 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-11 07:40 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI and search, no explicit human rights discussion
2026-03-11 07:40 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-11 07:11 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-11 07:11 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 07:05 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-11 07:05 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI and search, no explicit human rights discussion
2026-03-11 07:05 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-11 06:34 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-11 06:34 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 06:29 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-11 06:29 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI and search, no explicit human rights discussion
2026-03-11 06:29 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-11 05:56 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-11 05:56 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 05:53 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-11 05:53 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI and search, no explicit human rights discussion
2026-03-11 05:53 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-11 05:19 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-11 05:19 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 05:17 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-11 05:17 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical blog post on AI and search, no explicit human rights discussion
2026-03-11 05:17 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-11 04:38 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-11 04:38 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive)
2026-03-11 04:36 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-11 04:36 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative)
reasoning
Technical blog post on AI and search, no explicit human rights discussion
2026-03-11 04:36 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -