Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND 0.70
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND 0.80
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.40 ND Moderate positive 0.80 0.00 Age Compliance
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.04 ND Neutral 0.80 0.00 Age Compliance
Section @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite
Preamble ND ND ND ND
Article 1 ND ND ND ND
Article 2 ND ND ND ND
Article 3 ND ND ND ND
Article 4 ND ND ND ND
Article 5 ND ND ND ND
Article 6 ND ND ND ND
Article 7 ND ND ND ND
Article 8 ND ND ND ND
Article 9 ND ND ND ND
Article 10 ND ND ND ND
Article 11 ND ND ND ND
Article 12 ND ND ND ND
Article 13 ND ND ND ND
Article 14 ND ND ND ND
Article 15 ND ND ND ND
Article 16 ND ND ND ND
Article 17 ND ND ND ND
Article 18 ND ND ND ND
Article 19 ND ND ND ND
Article 20 ND ND ND ND
Article 21 ND ND ND ND
Article 22 ND ND ND ND
Article 23 ND ND ND ND
Article 24 ND ND ND ND
Article 25 ND ND ND ND
Article 26 ND ND ND ND
Article 27 ND ND ND ND
Article 28 ND ND ND ND
Article 29 ND ND ND ND
Article 30 ND ND ND ND
ND Show HN: Complying with California's AB 1043 via signal fusion, not ID uploads (www.a3api.io)
3 points by digital-arcadia 2 days ago | 0 comments on HN ~lite vlite-2.0
Summary ~lite
Compliant age assurance
Lite evaluation by llama-3.3-70b-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 128 HN snapshots · 5 evals
+1 0 −1 HN
Audit Trail 12 entries
2026-03-08 20:14 eval_success PSQ evaluated: g-PSQ=0.457 (3 dims) - -
2026-03-08 20:14 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-08 20:09 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-08 20:09 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-08 20:09 eval_success PSQ evaluated: g-PSQ=0.457 (3 dims) - -
2026-03-08 20:09 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive)
2026-03-08 20:09 eval_success Lite evaluated: Moderate positive (0.40) - -
2026-03-08 20:09 model_divergence Cross-model spread 0.36 exceeds threshold (2 models) - -
2026-03-08 20:09 eval Evaluated by llama-4-scout-wai: +0.40 (Moderate positive)
reasoning
The content discusses age compliance and assurance, specifically mentioning California's AB 1043 and COPPA, indicating a
2026-03-08 20:09 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-08 20:09 eval_success Lite evaluated: Neutral (0.04) - -
2026-03-08 20:09 eval Evaluated by llama-3.3-70b-wai: +0.04 (Neutral)
reasoning
Compliance API with neutral rights stance