ND Exploring JEPA for real-time speech translation (www.startpinch.com)
48 points by christiansafka 4 days ago | 9 comments on HN ~lite vlite-2.0
Summary ~lite
Technical article on building an audio encoder for real-time speech translation using JEPA.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 379 HN snapshots · 71 evals
+1 0 −1 HN
Audit Trail 91 entries
2026-03-15 17:56 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-15 17:56 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 17:39 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-15 17:39 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on speech translation, no explicit human rights discussion
2026-03-15 17:39 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-15 16:41 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-15 16:41 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 16:26 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-15 16:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on speech translation, no explicit human rights discussion
2026-03-15 16:26 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 22:46 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 22:46 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 22:46 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on speech translation, no explicit human rights discussion
2026-03-14 22:31 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-14 22:31 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 21:43 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 21:43 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on speech translation, no explicit human rights discussion
2026-03-14 21:43 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 21:17 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-14 21:17 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 20:26 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 20:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on speech translation, no explicit human rights discussion
2026-03-14 20:26 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 20:05 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-14 20:05 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 19:27 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 19:27 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 19:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on speech translation, no explicit human rights discussion
2026-03-14 19:21 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-14 19:21 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 18:55 credit_exhausted Credit balance too low, pausing provider for 30 min - -
2026-03-14 18:28 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 18:28 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on speech translation, no explicit human rights discussion
2026-03-14 18:18 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 16:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on speech translation, no explicit human rights discussion
2026-03-14 16:39 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 15:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on speech translation, no explicit human rights discussion
2026-03-14 15:27 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 15:01 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on speech translation, no explicit human rights discussion
2026-03-14 14:47 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 14:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on speech translation, no explicit human rights discussion
2026-03-14 14:11 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 13:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on speech translation, no explicit human rights discussion
2026-03-14 13:31 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 13:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on speech translation, no explicit human rights discussion
2026-03-14 12:55 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 12:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on speech translation, no explicit human rights discussion
2026-03-14 12:19 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 12:00 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on speech translation, no explicit human rights discussion
2026-03-14 11:41 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 11:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on speech translation, no explicit human rights discussion
2026-03-14 11:05 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 10:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on speech translation, no explicit human rights discussion
2026-03-14 10:28 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 10:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on speech translation, no explicit human rights discussion
2026-03-14 09:47 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 09:33 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on speech translation, no explicit human rights discussion
2026-03-14 09:08 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 08:51 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on speech translation, no explicit human rights discussion
2026-03-14 08:29 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 08:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on speech translation, no explicit human rights discussion
2026-03-14 07:46 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 07:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on speech translation, no explicit human rights discussion
2026-03-14 07:06 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 06:51 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on speech translation, no explicit human rights discussion
2026-03-14 06:27 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 06:09 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on speech translation, no explicit human rights discussion
2026-03-14 05:48 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 05:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on speech translation, no explicit human rights discussion
2026-03-14 05:06 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 04:55 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on speech translation, no explicit human rights discussion
2026-03-14 04:26 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 04:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on speech translation, no explicit human rights discussion
2026-03-14 03:51 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 03:41 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on speech translation, no explicit human rights discussion
2026-03-14 03:09 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 02:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on speech translation, no explicit human rights discussion
2026-03-14 02:31 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 02:19 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on speech translation, no explicit human rights discussion
2026-03-14 01:52 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 01:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on speech translation, no explicit human rights discussion
2026-03-14 01:11 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 01:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on speech translation, no explicit human rights discussion
2026-03-14 00:41 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 00:39 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on speech translation, no explicit human rights discussion
2026-03-14 00:06 eval Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive)
2026-03-14 00:03 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical content with zero rights discussion
2026-03-13 23:44 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 23:41 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical article on speech translation, no explicit human rights discussion
2026-03-13 22:37 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-13 22:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical article on speech translation, no explicit human rights discussion