ND Show HN: Use functional tokens for AI agents to simplify app workflows (www.nexa4ai.com)
80 points by alanzhuly 642 days ago | 10 comments on HN ~lite vlite-2.0
Summary ~lite
The page describes Nexa AI's on-device AI deployment solutions.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal · 7 evals
+1 0 −1 HN
Audit Trail 17 entries
2026-03-05 13:35 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-05 13:35 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-05 13:30 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-05 13:30 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-05 13:26 eval_success PSQ evaluated: g-PSQ=0.267 (3 dims) - -
2026-03-05 13:26 eval Evaluated by llama-3.3-70b-wai-psq: +0.27 (Mild positive) 0.00
2026-03-05 13:21 eval_success PSQ evaluated: g-PSQ=0.267 (3 dims) - -
2026-03-05 13:21 eval Evaluated by llama-3.3-70b-wai-psq: +0.27 (Mild positive)
2026-02-28 09:50 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 09:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
ED: Neutral tech product presentation
2026-02-28 09:50 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 09:49 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 09:49 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 09:49 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR neutral tech content
2026-02-28 09:44 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 09:44 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 09:44 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
PR neutral tech content