Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND 0.83
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 1.00 0.00 Fitness Technology
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND 0.77
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.80 0.00 No human rights theme
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 I built a clip-on muscle sensor so personal trainers can show clients progress (inara.technology)
6 points by inaratechnology 8 days ago | 3 comments on HN ~lite vlite-2.0
Summary ~lite
Inara Technology presents a wearable EMG sensor for personal trainers, enhancing client progress tracking and retention.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 13 HN snapshots · 4 evals
+1 0 −1 HN
Audit Trail 10 entries
2026-03-20 01:29 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-20 01:29 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-20 01:29 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-20 01:28 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-20 01:28 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical product presentation, no explicit human rights discussion
2026-03-20 00:44 eval_success PSQ evaluated: g-PSQ=0.539 (3 dims) - -
2026-03-20 00:44 eval Evaluated by llama-3.3-70b-wai-psq: +0.54 (Moderate positive)
2026-03-20 00:44 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-20 00:44 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Product page with no rights discussion
2026-03-20 00:44 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -