Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.83 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 1.00 0.00 AI Performance
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.73 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.80 0.00 AI 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
ND MacBook M5 Pro and Qwen3.5 = Local AI Security System (www.sharpai.org)
172 points by aegis_camera 9 days ago | 152 comments on HN ~lite vlite-2.0
Summary ~lite
Local AI security system benchmarked, showing high performance and data privacy.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 199 HN snapshots · 69 evals
+1 0 −1 HN
Audit Trail 89 entries
2026-03-22 02:30 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-22 02:30 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-22 02:14 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-22 02:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content comparing local AI performance to cloud models
2026-03-22 02:14 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-22 00:56 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-22 00:56 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-22 00:52 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-22 00:52 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-22 00:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content comparing local AI performance to cloud models
2026-03-21 23:43 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-21 23:43 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 23:27 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-21 23:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content comparing local AI performance to cloud models
2026-03-21 23:27 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-21 22:29 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-21 22:29 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 22:08 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-21 22:08 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content comparing local AI performance to cloud models
2026-03-21 22:08 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-21 20:41 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-21 20:41 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 20:24 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-21 20:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content comparing local AI performance to cloud models
2026-03-21 20:24 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-21 13:34 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-21 13:34 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 13:20 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-21 13:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content comparing local AI performance to cloud models
2026-03-21 13:20 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-21 12:57 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-21 12:56 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 12:43 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-21 12:43 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content comparing local AI performance to cloud models
2026-03-21 12:14 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 12:04 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content comparing local AI performance to cloud models
2026-03-21 11:35 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 11:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content comparing local AI performance to cloud models
2026-03-21 10:52 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 10:44 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content comparing local AI performance to cloud models
2026-03-21 10:10 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 10:04 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content comparing local AI performance to cloud models
2026-03-21 09:29 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 09:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content comparing local AI performance to cloud models
2026-03-21 08:50 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 08:44 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content comparing local AI performance to cloud models
2026-03-21 08:09 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 08:04 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content comparing local AI performance to cloud models
2026-03-21 07:29 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 07:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content comparing local AI performance to cloud models
2026-03-21 06:48 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 06:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content comparing local AI performance to cloud models
2026-03-21 06:09 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content comparing local AI performance to cloud models
2026-03-21 06:08 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 05:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content comparing local AI performance to cloud models
2026-03-21 05:29 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 04:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content comparing local AI performance to cloud models
2026-03-21 04:48 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 04:18 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content comparing local AI performance to cloud models
2026-03-21 04:10 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 03:40 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content comparing local AI performance to cloud models
2026-03-21 03:30 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 03:04 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content comparing local AI performance to cloud models
2026-03-21 02:53 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 02:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content comparing local AI performance to cloud models
2026-03-21 02:14 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 01:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content comparing local AI performance to cloud models
2026-03-21 01:33 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 00:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content comparing local AI performance to cloud models
2026-03-21 00:42 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-21 00:21 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive)
2026-03-21 00:18 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical benchmarking content
2026-03-20 23:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content comparing local AI performance to cloud models
2026-03-20 23:36 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 23:13 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content comparing local AI performance to cloud models
2026-03-20 22:54 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 22:03 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content comparing local AI performance to cloud models
2026-03-20 21:35 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 21:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content comparing local AI performance to cloud models
2026-03-20 20:59 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 20:53 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content comparing local AI performance to cloud models
2026-03-20 20:24 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 20:18 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content comparing local AI performance to cloud models
2026-03-20 19:47 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 19:43 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content comparing local AI performance to cloud models
2026-03-20 18:35 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-20 18:32 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content comparing local AI performance to cloud models
2026-03-20 17:57 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-20 17:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical content comparing local AI performance to cloud models