ND How fast does a protein fold? Real-time technique captures the moment (www.nature.com)
5 points by Brajeshwar 4 days ago | 0 comments on HN ~lite vlite-2.0
Summary ~lite
Scientific article discusses real-time protein folding technique.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 5 HN snapshots · 16 evals
+1 0 −1 HN
Audit Trail 36 entries
2026-03-10 23:48 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-10 23:48 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 23:32 eval_success Lite evaluated: Neutral (-0.07) - -
2026-03-10 23:32 eval Evaluated by llama-4-scout-wai: -0.07 (Neutral) -0.07
reasoning
Scientific article on protein folding technique, no explicit human rights discussion
2026-03-10 23:32 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-10 22:10 credit_exhausted Credit balance too low, pausing provider for 30 min - -
2026-03-10 22:05 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-10 22:05 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 21:56 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-10 21:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Scientific article on protein folding technique, no explicit human rights discussion
2026-03-10 21:56 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-10 21:01 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-10 21:01 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Scientific article on protein folding technique, no explicit human rights discussion
2026-03-10 21:01 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-10 20:34 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-10 20:34 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 20:25 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-10 20:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.07
reasoning
Scientific article on protein folding technique, no explicit human rights discussion
2026-03-10 20:25 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-10 19:20 eval_success Lite evaluated: Neutral (-0.07) - -
2026-03-10 19:20 eval Evaluated by llama-4-scout-wai: -0.07 (Neutral) 0.00
reasoning
Scientific article on protein folding technique, no explicit human rights discussion
2026-03-10 19:20 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-10 19:12 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-10 19:12 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 18:59 eval_success Lite evaluated: Neutral (-0.07) - -
2026-03-10 18:59 eval Evaluated by llama-4-scout-wai: -0.07 (Neutral) -0.07
reasoning
Scientific article on protein folding technique, no explicit human rights discussion
2026-03-10 18:59 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-10 18:46 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-10 18:46 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 18:24 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-10 18:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.07
reasoning
Scientific article on protein folding technique, no explicit human rights discussion
2026-03-10 18:24 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-10 18:06 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-10 18:05 eval Evaluated by llama-4-scout-wai: -0.07 (Neutral) -0.07
reasoning
Scientific article on protein folding technique, no explicit human rights discussion
2026-03-10 17:36 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-10 17:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Scientific article on protein folding technique, no explicit human rights discussion