0.00 Detection Is Not Protection: What WAF Detection Mode Does (and Doesn't) (blog.ebbypeter.com)
11 points by shadowAuror 2 days ago | 8 comments on HN | Neutral ~lite vlite-1.6
Summary ~lite Security Misconfiguration Neutral
Technical analysis of Azure WAF Detection mode
EQ 0.00
SO 0.00
TD 0.00
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal 172 HN snapshots · 82 evals
+1 0 −1 HN
Audit Trail 102 entries
2026-03-09 15:02 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-09 15:02 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode, no explicit human rights discussion
2026-03-09 15:02 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-09 15:01 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-09 15:01 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 14:45 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-09 14:45 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode, no explicit human rights discussion
2026-03-09 14:45 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-09 14:41 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-09 14:41 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 14:28 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-09 14:28 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode, no explicit human rights discussion
2026-03-09 14:28 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-09 14:20 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-09 14:20 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 14:12 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-09 14:12 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode, no explicit human rights discussion
2026-03-09 14:12 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-09 14:01 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-09 14:01 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 13:54 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-09 13:54 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode, no explicit human rights discussion
2026-03-09 13:54 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-09 13:41 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-09 13:41 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 13:37 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-09 13:37 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode, no explicit human rights discussion
2026-03-09 13:37 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-09 13:21 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-09 13:21 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 13:19 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-09 13:19 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode, no explicit human rights discussion
2026-03-09 13:19 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-09 13:02 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode, no explicit human rights discussion
2026-03-09 13:01 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 12:43 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode, no explicit human rights discussion
2026-03-09 12:40 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 12:06 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode
2026-03-09 12:01 eval Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) 0.00
2026-03-09 12:00 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode, no explicit human rights discussion
2026-03-09 11:51 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 11:02 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode
2026-03-09 10:55 eval Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) 0.00
2026-03-09 10:54 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode, no explicit human rights discussion
2026-03-09 10:50 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode, no explicit human rights discussion
2026-03-09 10:44 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 09:56 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode
2026-03-09 09:51 eval Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) 0.00
2026-03-09 09:44 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode, no explicit human rights discussion
2026-03-09 09:37 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 08:44 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode
2026-03-09 08:39 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode
2026-03-09 08:37 eval Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) 0.00
2026-03-09 08:32 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode, no explicit human rights discussion
2026-03-09 08:23 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 07:34 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode
2026-03-09 07:33 eval Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) 0.00
2026-03-09 07:27 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode, no explicit human rights discussion
2026-03-09 07:22 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode, no explicit human rights discussion
2026-03-09 07:18 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 06:30 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode
2026-03-09 06:27 eval Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) 0.00
2026-03-09 06:26 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode
2026-03-09 06:17 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode, no explicit human rights discussion
2026-03-09 06:13 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 05:17 eval Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) 0.00
2026-03-09 05:16 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode
2026-03-09 05:11 eval Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) 0.00
2026-03-09 05:09 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode, no explicit human rights discussion
2026-03-09 05:05 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 04:11 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode
2026-03-09 04:08 eval Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) +0.04
2026-03-09 04:04 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode, no explicit human rights discussion
2026-03-09 03:58 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 03:05 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode
2026-03-09 03:00 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode
2026-03-09 03:00 eval Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) -0.04
2026-03-09 02:56 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode, no explicit human rights discussion
2026-03-09 02:49 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 02:44 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 01:55 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode
2026-03-09 01:51 eval Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) 0.00
2026-03-09 01:50 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode, no explicit human rights discussion
2026-03-09 01:36 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 01:31 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-09 00:49 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode
2026-03-09 00:45 eval Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive) 0.00
2026-03-09 00:44 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode, no explicit human rights discussion
2026-03-09 00:44 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
reasoning
Technical blog post on Azure WAF Detection mode
2026-03-09 00:24 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 23:39 eval Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive)
2026-03-08 23:38 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral)
reasoning
Technical blog post on Azure WAF Detection mode, no explicit human rights discussion
2026-03-08 23:38 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral)
reasoning
Technical blog post on Azure WAF Detection mode
2026-03-08 23:01 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 22:55 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 22:50 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 22:45 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 22:40 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 22:35 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 22:29 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 22:24 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 22:18 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)