ND AEO: What happens when AI answers instead of linking (4-part series) (xergioalex.com)
4 points by xergioalex 5 days 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.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 35 HN snapshots · 30 evals
+1 0 −1 HN
Audit Trail 50 entries
2026-03-11 18:55 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-11 18:55 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 18:50 credit_exhausted Credit balance too low, pausing provider for 30 min - -
2026-03-11 18:37 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-11 18:37 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 18:37 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-11 17:39 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-11 17:39 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 17:22 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-11 17:22 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 17:22 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-11 16:21 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-11 16:21 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 16:04 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-11 16:04 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 16:04 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-11 14:55 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-11 14:55 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 14:34 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-11 14:34 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 14:34 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-11 13:39 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-11 13:39 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 13:22 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-11 13:22 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 13:22 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-11 10:22 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-11 10:22 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 10:09 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-11 10:09 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 10:09 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-11 09:43 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-11 09:43 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 09:28 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 09:04 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-11 08:53 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 08:27 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
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 07:49 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
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 07:11 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
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 06:34 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
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 05:56 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
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 05:19 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
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 04:38 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive)
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