Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 1.00 0.00 AI Security
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.80 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.50 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.90 0.00 Technical Security
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 Show HN: RAG knowledge base poisoning lab, 100% local (github.com)
154 points by aminerj 5 days ago | 65 comments on HN | Neutral ~lite vlite-1.6
Summary ~lite AI Security Neutral
GitHub page for AI security labs with technical content
EQ 0.50
SO 0.00
TD 0.50
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal 526 HN snapshots · 121 evals
+1 0 −1 HN
Audit Trail 141 entries
2026-03-14 22:36 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 22:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-14 22:36 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 21:38 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-14 21:38 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 21:25 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 21:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-14 21:25 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 20:21 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-14 20:21 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 20:13 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 20:13 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-14 20:13 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 19:08 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-14 19:08 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 18:45 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 18:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-14 18:45 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 17:56 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-14 17:56 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 17:10 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 17:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-14 17:10 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 16:23 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-14 16:23 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 16:00 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 16:00 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-14 16:00 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 15:43 credit_exhausted Credit balance too low, pausing provider for 30 min - -
2026-03-14 13:34 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 13:34 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-14 13:34 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 13:19 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 12:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-14 12:41 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 12:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-14 12:05 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 11:44 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-14 11:27 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 11:09 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-14 10:50 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 10:34 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-14 10:11 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 09:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-14 09:31 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 09:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-14 08:48 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 08:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-14 08:05 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 07:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-14 07:23 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 07:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-14 06:40 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 06:32 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-14 05:59 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 05:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-14 05:18 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 05:15 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-14 04:36 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 04:34 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-14 03:01 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-14 02:55 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 02:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-14 02:15 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 01:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-14 01:36 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 01:05 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-14 01:03 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 00:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-14 00:34 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 23:33 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-13 23:17 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 22:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-13 21:57 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 21:05 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-13 20:57 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 19:55 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-13 19:46 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 18:32 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-13 18:22 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 17:21 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-13 16:48 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 15:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-13 15:42 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 15:18 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-13 15:01 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 14:40 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-13 14:15 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 13:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-13 13:37 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 13:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-13 13:03 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 12:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-13 12:27 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 12:13 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-13 11:53 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 11:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-13 11:16 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 11:00 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-13 10:37 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 10:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-13 09:58 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 09:43 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-13 09:19 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 09:05 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-13 08:40 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 08:28 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-13 08:03 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 07:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-13 07:21 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 07:07 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-13 06:42 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 06:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-13 06:05 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 05:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-13 05:30 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 05:19 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-13 04:55 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 04:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-13 04:19 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 04:09 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-13 03:44 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 03:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-13 03:09 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 02:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-13 02:34 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 02:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-13 01:57 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 01:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-13 01:22 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 01:18 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-13 00:54 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 00:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-13 00:07 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral)
2026-03-13 00:02 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical content, zero rights discussion
2026-03-12 23:52 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-12 23:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-12 22:41 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-12 22:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on AI security labs with no explicit rights discussion
2026-03-12 21:57 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-12 21:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical content on AI security labs with no explicit rights discussion