Model Comparison
Model Editorial Structural Class Conf SETL Theme
claude-haiku-4-5-20251001 ND ND
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 0.90 0.00 Workplace Culture
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.10 ND Mild positive 0.80 0.00 Workplace equality
Section claude-haiku-4-5-20251001 @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite
Preamble ND ND ND
Article 1 ND ND ND
Article 2 ND ND ND
Article 3 ND ND ND
Article 4 ND ND ND
Article 5 ND ND ND
Article 6 ND ND ND
Article 7 ND ND ND
Article 8 ND ND ND
Article 9 ND ND ND
Article 10 ND ND ND
Article 11 ND ND ND
Article 12 ND ND ND
Article 13 ND ND ND
Article 14 ND ND ND
Article 15 ND ND ND
Article 16 ND ND ND
Article 17 ND ND ND
Article 18 ND ND ND
Article 19 ND ND ND
Article 20 ND ND ND
Article 21 ND ND ND
Article 22 ND ND ND
Article 23 ND ND ND
Article 24 ND ND ND
Article 25 ND ND ND
Article 26 ND ND ND
Article 27 ND ND ND
Article 28 ND ND ND
Article 29 ND ND ND
Article 30 ND ND ND
0.00 “Normal” engineers are the key to great teams (spectrum.ieee.org)
622 points by jnord 353 days ago | 514 comments on HN | Neutral ~lite vlite-1.4
Summary ~lite Workplace Culture Neutral
Article discusses software engineering team performance, no human rights concerns
EQ 0.50
SO 0.50
TD 0.50
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal · 3 evals
+1 0 −1 HN
Audit Trail 9 entries
2026-02-28 09:35 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 09:35 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 09:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Editorial on software engineering, no explicit human rights discussion
2026-02-28 09:30 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 09:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Editorial on software engineering, no explicit human rights discussion
2026-02-28 09:30 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 09:22 eval_success Light evaluated: Mild positive (0.10) - -
2026-02-28 09:22 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 09:22 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive)
reasoning
Editorial on team performance