0.00 Show HN: I built an AI exam prep platform for AWS certs after failing one myself (www.knowza.ai)
3 points by johnnyChiv 2 days ago | 2 comments on HN | Neutral ~lite vlite-1.6
Summary ~lite Education Technology Neutral
AI exam prep platform for AWS certifications
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 54 HN snapshots · 5 evals
+1 0 −1 HN
Audit Trail 13 entries
2026-03-07 20:26 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-07 20:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
The content is about an AI exam prep platform for AWS certifications, no explicit human rights discussion.
2026-03-07 20:26 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-07 20:23 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-07 20:23 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral tech content
2026-03-07 20:23 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-07 20:18 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-07 20:18 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Neutral tech content
2026-03-07 20:18 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-06 05:13 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-06 05:13 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-06 05:13 eval_success PSQ evaluated: g-PSQ=0.608 (3 dims) - -
2026-03-06 05:13 eval Evaluated by llama-3.3-70b-wai-psq: +0.61 (Strong positive)