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