Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 -0.20 Neutral 1.00 0.20 Security Misconfiguration
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.87 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 -0.20 Neutral 0.90 0.20 Cyber Security
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.90 — —
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @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
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
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)