ND Talos: Hardware accelerator for deep convolutional neural networks (talos.wtf)
53 points by llamatheollama 1 days ago | 22 comments on HN ~lite vlite-2.0
Summary ~lite
Technical article on a custom FPGA-based hardware accelerator for deep convolutional neural networks.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 190 HN snapshots · 65 evals
+1 0 −1 HN
Audit Trail 85 entries
2026-03-05 05:41 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-05 05:41 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-05 05:32 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 05:32 eval Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive)
2026-03-04 18:42 eval_success Lite evaluated: Neutral (-0.10) - -
2026-03-04 18:42 eval Evaluated by llama-3.3-70b-wai: -0.10 (Neutral) 0.00
reasoning
Technical content, no rights discussion
2026-03-04 18:42 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 18:37 eval_success Lite evaluated: Neutral (-0.10) - -
2026-03-04 18:37 eval Evaluated by llama-3.3-70b-wai: -0.10 (Neutral) 0.00
reasoning
Technical content, no rights discussion
2026-03-04 18:37 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 17:34 eval_success Lite evaluated: Neutral (-0.10) - -
2026-03-04 17:34 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
Technical article on hardware accelerator for deep convolutional neural networks, no human rights discussion
2026-03-04 17:34 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-04 17:13 eval_success Lite evaluated: Neutral (-0.10) - -
2026-03-04 17:13 eval Evaluated by llama-3.3-70b-wai: -0.10 (Neutral) 0.00
reasoning
Technical content, no rights discussion
2026-03-04 17:13 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 15:38 eval_success Lite evaluated: Neutral (-0.10) - -
2026-03-04 15:38 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) +0.50
reasoning
Technical article on hardware accelerator for deep convolutional neural networks, no human rights discussion
2026-03-04 15:38 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-04 15:28 eval_success Lite evaluated: Neutral (-0.10) - -
2026-03-04 15:28 eval Evaluated by llama-3.3-70b-wai: -0.10 (Neutral) 0.00
reasoning
Technical content, no rights discussion
2026-03-04 15:28 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 15:01 eval_success Lite evaluated: Moderate negative (-0.60) - -
2026-03-04 15:01 eval Evaluated by llama-4-scout-wai: -0.60 (Moderate negative) -0.50
reasoning
Technical article on hardware accelerator for deep convolutional neural networks, no human rights discussion
2026-03-04 14:50 eval_success Lite evaluated: Neutral (-0.10) - -
2026-03-04 14:50 eval Evaluated by llama-3.3-70b-wai: -0.10 (Neutral) 0.00
reasoning
Technical content, no rights discussion
2026-03-04 14:50 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-04 14:19 eval_success Lite evaluated: Neutral (-0.10) - -
2026-03-04 14:19 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-04 14:19 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
Technical article on hardware accelerator for deep convolutional neural networks, no human rights discussion
2026-03-04 14:11 eval_success Lite evaluated: Neutral (-0.10) - -
2026-03-04 14:11 eval Evaluated by llama-3.3-70b-wai: -0.10 (Neutral) 0.00
reasoning
Technical content, no rights discussion
2026-03-04 13:36 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
Technical article on hardware accelerator for deep convolutional neural networks, no human rights discussion
2026-03-04 13:30 eval Evaluated by llama-3.3-70b-wai: -0.10 (Neutral) 0.00
reasoning
Technical content, no rights discussion
2026-03-04 13:02 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
Technical article on hardware accelerator for deep convolutional neural networks, no human rights discussion
2026-03-04 12:57 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
Technical article on hardware accelerator for deep convolutional neural networks, no human rights discussion
2026-03-04 12:57 eval Evaluated by llama-3.3-70b-wai: -0.10 (Neutral) 0.00
reasoning
Technical content, no rights discussion
2026-03-04 12:14 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
Technical article on hardware accelerator for deep convolutional neural networks, no human rights discussion
2026-03-04 12:14 eval Evaluated by llama-3.3-70b-wai: -0.10 (Neutral) 0.00
reasoning
Technical content, no rights discussion
2026-03-04 12:10 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
Technical article on hardware accelerator for deep convolutional neural networks, no human rights discussion
2026-03-04 11:37 eval Evaluated by llama-3.3-70b-wai: -0.10 (Neutral) 0.00
reasoning
Technical content, no rights discussion
2026-03-04 11:27 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
Technical article on hardware accelerator for deep convolutional neural networks, no human rights discussion
2026-03-04 11:21 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
Technical article on hardware accelerator for deep convolutional neural networks, no human rights discussion
2026-03-04 10:51 eval Evaluated by llama-3.3-70b-wai: -0.10 (Neutral) 0.00
reasoning
Technical content, no rights discussion
2026-03-04 10:47 eval Evaluated by llama-3.3-70b-wai: -0.10 (Neutral) 0.00
reasoning
Technical content, no rights discussion
2026-03-04 10:34 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
Technical article on hardware accelerator for deep convolutional neural networks, no human rights discussion
2026-03-04 10:10 eval Evaluated by llama-3.3-70b-wai: -0.10 (Neutral) 0.00
reasoning
Technical content, no rights discussion
2026-03-04 10:02 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
Technical article on hardware accelerator for deep convolutional neural networks, no human rights discussion
2026-03-04 09:29 eval Evaluated by llama-3.3-70b-wai: -0.10 (Neutral) 0.00
reasoning
Technical content, no rights discussion
2026-03-04 09:23 eval Evaluated by llama-3.3-70b-wai: -0.10 (Neutral) 0.00
reasoning
Technical content, no rights discussion
2026-03-04 09:19 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
Technical article on hardware accelerator for deep convolutional neural networks, no human rights discussion
2026-03-04 08:48 eval Evaluated by llama-3.3-70b-wai: -0.10 (Neutral) 0.00
reasoning
Technical content, no rights discussion
2026-03-04 08:39 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
Technical article on hardware accelerator for deep convolutional neural networks, no human rights discussion
2026-03-04 08:33 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) 0.00
reasoning
Technical article on hardware accelerator for deep convolutional neural networks, no human rights discussion
2026-03-04 08:13 eval Evaluated by llama-3.3-70b-wai: -0.10 (Neutral) 0.00
reasoning
Technical content, no rights discussion
2026-03-04 08:04 eval Evaluated by llama-4-scout-wai: -0.10 (Neutral) -0.18
reasoning
Technical article on hardware accelerator for deep convolutional neural networks, no human rights discussion
2026-03-04 07:42 eval Evaluated by llama-3.3-70b-wai: -0.10 (Neutral) 0.00
reasoning
Technical content, no rights discussion
2026-03-04 07:37 eval Evaluated by llama-3.3-70b-wai: -0.10 (Neutral) -0.15
reasoning
Technical content, no rights discussion
2026-03-04 07:25 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical article on hardware accelerator for deep convolutional neural networks, no human rights discussion
2026-03-04 07:02 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Technical content, no rights discussion
2026-03-04 06:57 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Technical content, no rights discussion
2026-03-04 06:16 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical article on hardware accelerator for deep convolutional neural networks, no human rights discussion
2026-03-04 05:47 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Technical content, no rights discussion
2026-03-04 05:40 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical article on hardware accelerator for deep convolutional neural networks, no human rights discussion
2026-03-04 05:03 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Technical content, no rights discussion
2026-03-04 04:51 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical article on hardware accelerator for deep convolutional neural networks, no human rights discussion
2026-03-04 04:46 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical article on hardware accelerator for deep convolutional neural networks, no human rights discussion
2026-03-04 04:19 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Technical content, no rights discussion
2026-03-04 04:07 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical article on hardware accelerator for deep convolutional neural networks, no human rights discussion
2026-03-04 03:49 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Technical content, no rights discussion
2026-03-04 03:31 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical article on hardware accelerator for deep convolutional neural networks, no human rights discussion
2026-03-04 03:13 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Technical content, no rights discussion
2026-03-04 02:59 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical article on hardware accelerator for deep convolutional neural networks, no human rights discussion
2026-03-04 02:34 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Technical content, no rights discussion
2026-03-04 02:14 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical article on hardware accelerator for deep convolutional neural networks, no human rights discussion
2026-03-04 02:01 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Technical content, no rights discussion
2026-03-04 01:56 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Technical content, no rights discussion
2026-03-04 01:35 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical article on hardware accelerator for deep convolutional neural networks, no human rights discussion
2026-03-04 01:30 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical article on hardware accelerator for deep convolutional neural networks, no human rights discussion
2026-03-04 01:18 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Technical content, no rights discussion
2026-03-04 00:53 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical article on hardware accelerator for deep convolutional neural networks, no human rights discussion
2026-03-04 00:48 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
reasoning
Technical article on hardware accelerator for deep convolutional neural networks, no human rights discussion
2026-03-04 00:43 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral) 0.00
reasoning
Technical content, no rights discussion
2026-03-04 00:09 eval Evaluated by llama-4-scout-wai: +0.08 (Neutral)
reasoning
Technical article on hardware accelerator for deep convolutional neural networks, no human rights discussion
2026-03-04 00:09 eval Evaluated by llama-3.3-70b-wai: +0.05 (Neutral)
reasoning
Technical content, no rights discussion