Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.80 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.10 -0.23 Neutral 0.80 0.27 Family AI
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.80 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 -0.23 Neutral 0.80 0.23 AI and family
Section @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 @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 AI won't fix your family drama, might help you hear what they're trying to say (www.theguardian.com)
13 points by robaato 10 days ago | 6 comments on HN ~lite vlite-2.0
Summary ~lite
Article explores using AI to understand family dynamics.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 30 HN snapshots · 12 evals
+1 0 −1 HN
Audit Trail 30 entries
2026-03-20 01:02 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-20 01:02 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-20 01:01 eval_success Lite evaluated: Neutral (-0.03) - -
2026-03-20 01:01 eval Evaluated by llama-4-scout-wai: -0.03 (Neutral) 0.00
reasoning
The article discusses using AI to understand a family member's perspective, which tangentially relates to human rights b
2026-03-20 01:01 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-20 00:37 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-20 00:37 eval Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive)
2026-03-20 00:32 eval_success Lite evaluated: Neutral (-0.09) - -
2026-03-20 00:32 eval Evaluated by llama-3.3-70b-wai: -0.09 (Neutral)
reasoning
Personal AI story, neutral rights stance
2026-03-20 00:32 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-19 23:57 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-19 23:57 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 23:54 eval_success Lite evaluated: Neutral (-0.03) - -
2026-03-19 23:54 eval Evaluated by llama-4-scout-wai: -0.03 (Neutral) 0.00
reasoning
The article discusses using AI to understand a family member's perspective, which tangentially relates to human rights b
2026-03-19 23:54 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-19 23:15 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-19 23:15 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 23:14 eval_success Lite evaluated: Neutral (-0.03) - -
2026-03-19 23:14 eval Evaluated by llama-4-scout-wai: -0.03 (Neutral) 0.00
reasoning
The article discusses using AI to understand a family member's perspective, which tangentially relates to human rights b
2026-03-19 23:14 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-19 22:25 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-19 22:25 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-19 22:24 eval_success Lite evaluated: Neutral (-0.03) - -
2026-03-19 22:24 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-19 22:24 eval Evaluated by llama-4-scout-wai: -0.03 (Neutral) 0.00
reasoning
The article discusses using AI to understand a family member's perspective, which tangentially relates to human rights b
2026-03-19 21:19 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-19 21:19 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-19 21:18 eval_success Lite evaluated: Neutral (-0.03) - -
2026-03-19 21:18 eval Evaluated by llama-4-scout-wai: -0.03 (Neutral)
reasoning
The article discusses using AI to understand a family member's perspective, which tangentially relates to human rights b
2026-03-19 21:18 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -