ND FastAPI-compatible Python framework with Zig HTTP core; 7x faster (github.com)
23 points by vaibhav3002 9 days ago | 8 comments on HN ~lite vlite-2.0
Summary ~lite
GitHub repository page for turboAPI, a FastAPI-compatible Python framework with Zig HTTP core.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 244 HN snapshots · 53 evals
+1 0 −1 HN
Audit Trail 73 entries
2026-03-20 19:07 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-20 19:07 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.14
2026-03-20 18:48 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-20 18:48 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-20 18:48 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-20 17:46 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-20 17:46 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-20 17:46 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-20 16:50 eval_success PSQ evaluated: g-PSQ=0.464 (3 dims) - -
2026-03-20 16:50 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) -0.14
2026-03-20 16:30 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-20 16:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-20 16:30 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-20 00:39 eval_success PSQ evaluated: g-PSQ=0.284 (3 dims) - -
2026-03-20 00:39 eval Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive)
2026-03-20 00:35 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-20 00:35 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-20 00:35 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical content, zero rights discussion
2026-03-19 23:36 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-19 23:36 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-19 23:27 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-19 23:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-19 23:26 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-19 22:55 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-19 22:55 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-19 22:24 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-19 22:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-19 22:24 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-19 21:42 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-19 21:42 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-19 21:15 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-19 21:15 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-19 21:15 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-19 20:26 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-19 19:55 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-19 19:05 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-19 18:43 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-19 18:13 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-19 17:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-19 17:06 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-19 16:13 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-19 15:50 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-19 14:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-19 14:28 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-19 13:33 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-19 13:06 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-19 12:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-19 12:23 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-19 12:08 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-19 11:43 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-19 11:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-19 11:02 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-19 10:53 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-19 10:23 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-19 10:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-19 09:47 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-19 09:38 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-19 09:09 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-19 08:58 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-19 08:25 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-19 08:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-19 07:45 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-19 07:41 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-19 07:08 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-19 07:05 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-19 06:32 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-19 06:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-19 05:53 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-19 05:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-19 05:12 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-19 05:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, no human rights discussion, transparent GitHub repository
2026-03-19 04:01 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-19 04:01 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical content, no human rights discussion, transparent GitHub repository