0.00 JPEG Compression (www.sophielwang.com)
396 points by vinhnx 6 days ago | 119 comments on HN | Neutral ~lite vlite-1.6
Summary ~lite Technology Neutral
Technical explanation of JPEG compression algorithm
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 263 HN snapshots · 37 evals
+1 0 −1 HN
Audit Trail 57 entries
2026-03-18 17:46 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-18 17:46 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on JPEG compression, no human rights discussion
2026-03-18 17:46 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-18 17:08 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-18 17:08 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 17:04 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-18 17:04 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on JPEG compression, no human rights discussion
2026-03-18 17:04 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-18 16:30 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-18 16:30 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 16:27 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-18 16:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on JPEG compression, no human rights discussion
2026-03-18 16:27 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-18 15:55 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-18 15:55 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 15:52 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-18 15:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on JPEG compression, no human rights discussion
2026-03-18 15:52 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-18 15:18 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-18 15:18 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 15:16 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-18 15:15 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on JPEG compression, no human rights discussion
2026-03-18 15:15 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-18 14:42 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-18 14:42 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 14:40 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-18 14:40 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-18 14:40 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on JPEG compression, no human rights discussion
2026-03-18 14:07 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-18 14:07 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 14:05 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-18 14:05 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on JPEG compression, no human rights discussion
2026-03-18 14:05 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-18 13:32 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 13:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on JPEG compression, no human rights discussion
2026-03-18 12:56 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 12:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on JPEG compression, no human rights discussion
2026-03-18 12:14 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 12:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on JPEG compression, no human rights discussion
2026-03-18 11:39 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 11:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on JPEG compression, no human rights discussion
2026-03-18 11:01 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 10:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on JPEG compression, no human rights discussion
2026-03-18 10:27 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 10:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on JPEG compression, no human rights discussion
2026-03-18 09:51 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 09:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on JPEG compression, no human rights discussion
2026-03-18 09:15 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 09:15 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on JPEG compression, no human rights discussion
2026-03-18 08:40 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 08:39 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on JPEG compression, no human rights discussion
2026-03-18 08:05 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 08:04 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on JPEG compression, no human rights discussion
2026-03-18 07:29 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-18 07:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical blog post on JPEG compression, no human rights discussion
2026-03-18 06:52 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive)
2026-03-18 06:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical blog post on JPEG compression, no human rights discussion