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 Technology
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.83 — —
@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 -0.20 Neutral 0.90 0.20 Technology and Rights
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 Video Encoding and Decoding with Vulkan Compute Shaders in FFmpeg (www.khronos.org)
162 points by y1n0 8 days ago | 60 comments on HN | Neutral ~lite vlite-1.6
Summary ~lite Technology Neutral
Technical article on video encoding and decoding with Vulkan Compute Shaders in FFmpeg.
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 404 HN snapshots · 49 evals
+1 0 −1 HN
Audit Trail 69 entries
2026-03-21 05:51 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-21 05:51 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on video encoding and decoding with Vulkan Compute Shaders in FFmpeg, no explicit human rights discuss
2026-03-21 05:51 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-21 05:36 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-21 05:36 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 05:15 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-21 05:15 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on video encoding and decoding with Vulkan Compute Shaders in FFmpeg, no explicit human rights discuss
2026-03-21 05:15 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-21 05:00 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-21 05:00 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 04:35 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-21 04:35 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-21 04:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on video encoding and decoding with Vulkan Compute Shaders in FFmpeg, no explicit human rights discuss
2026-03-21 04:22 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-21 04:22 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 03:59 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-21 03:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on video encoding and decoding with Vulkan Compute Shaders in FFmpeg, no explicit human rights discuss
2026-03-21 03:59 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-21 03:45 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-21 03:45 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 03:21 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-21 03:21 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on video encoding and decoding with Vulkan Compute Shaders in FFmpeg, no explicit human rights discuss
2026-03-21 03:21 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-21 03:09 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-21 03:09 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 02:45 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-21 02:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on video encoding and decoding with Vulkan Compute Shaders in FFmpeg, no explicit human rights discuss
2026-03-21 02:45 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-21 02:32 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-21 02:32 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 02:08 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-21 02:08 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on video encoding and decoding with Vulkan Compute Shaders in FFmpeg, no explicit human rights discuss
2026-03-21 02:08 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-21 01:53 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 01:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on video encoding and decoding with Vulkan Compute Shaders in FFmpeg, no explicit human rights discuss
2026-03-21 00:52 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-21 00:41 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on video encoding and decoding with Vulkan Compute Shaders in FFmpeg, no explicit human rights discuss
2026-03-21 00:13 eval Evaluated by llama-3.3-70b-wai-psq: +0.20 (Mild positive)
2026-03-21 00:09 eval Evaluated by llama-3.3-70b-wai: -0.08 (Neutral)
reasoning
Technical blog post on video encoding
2026-03-20 23:59 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 23:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on video encoding and decoding with Vulkan Compute Shaders in FFmpeg, no explicit human rights discuss
2026-03-20 23:12 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 22:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on video encoding and decoding with Vulkan Compute Shaders in FFmpeg, no explicit human rights discuss
2026-03-20 22:00 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 21:41 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on video encoding and decoding with Vulkan Compute Shaders in FFmpeg, no explicit human rights discuss
2026-03-20 21:23 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 21:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on video encoding and decoding with Vulkan Compute Shaders in FFmpeg, no explicit human rights discuss
2026-03-20 20:48 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 20:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on video encoding and decoding with Vulkan Compute Shaders in FFmpeg, no explicit human rights discuss
2026-03-20 20:14 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 19:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on video encoding and decoding with Vulkan Compute Shaders in FFmpeg, no explicit human rights discuss
2026-03-20 19:37 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 19:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on video encoding and decoding with Vulkan Compute Shaders in FFmpeg, no explicit human rights discuss
2026-03-20 18:26 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 18:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on video encoding and decoding with Vulkan Compute Shaders in FFmpeg, no explicit human rights discuss
2026-03-20 17:38 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 17:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on video encoding and decoding with Vulkan Compute Shaders in FFmpeg, no explicit human rights discuss
2026-03-20 16:23 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 16:08 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on video encoding and decoding with Vulkan Compute Shaders in FFmpeg, no explicit human rights discuss
2026-03-20 15:41 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 15:28 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on video encoding and decoding with Vulkan Compute Shaders in FFmpeg, no explicit human rights discuss
2026-03-20 14:56 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 14:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on video encoding and decoding with Vulkan Compute Shaders in FFmpeg, no explicit human rights discuss
2026-03-20 14:20 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 14:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on video encoding and decoding with Vulkan Compute Shaders in FFmpeg, no explicit human rights discuss
2026-03-20 13:45 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 13:37 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on video encoding and decoding with Vulkan Compute Shaders in FFmpeg, no explicit human rights discuss
2026-03-20 13:06 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-20 13:05 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical article on video encoding and decoding with Vulkan Compute Shaders in FFmpeg, no explicit human rights discuss