ND AEO: What happens when AI answers instead of linking (4-part series) (xergioalex.com)
4 points by xergioalex 6 hours ago | 2 comments on HN ~lite vlite-2.0
Summary ~lite
The blog post appears to be a technical discussion on AI and its impact on information retrieval, with transparent author credentials and no visible threats.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 35 HN snapshots · 8 evals
+1 0 −1 HN
Audit Trail 20 entries
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 - -