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-3.3-70b-instruct-fp8-fast lite ND ND 0.80
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 0.90 0.00 AI Technology
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.90 0.00 No human rights theme
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast 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 Software 3.1? – AI Functions (blog.mikegchambers.com)
42 points by aspittel 8 days ago | 59 comments on HN ~lite vlite-2.0
Summary ~lite
The blog post discusses AI Functions and Software 3.1, a new approach to integrating AI in software development.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal · 5 evals
+1 0 −1 HN
Audit Trail 13 entries
2026-03-05 09:37 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 09:37 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 09:28 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 09:28 eval Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive)
2026-02-28 06:30 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 06:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
ED, neutral tech discussion on AI functions
2026-02-28 06:30 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 06:26 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 06:26 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 06:26 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog with no rights stance
2026-02-28 06:19 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 06:19 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 06:19 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Tech blog with no rights stance