Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite -0.04 -0.20 Mild negative 0.90 0.18 Technology Entrepreneurship
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite -0.04 ND Neutral 0.80 0.00 Startup failures
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND 0.80
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND 0.83
openai/gpt-oss-120b:free lite ND ND
google/gemma-3-27b-it:free lite ND ND
qwen/qwen3-coder:free lite ND ND
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 openai/gpt-oss-120b:free lite google/gemma-3-27b-it:free lite qwen/qwen3-coder:free lite
Preamble ND ND ND ND ND ND ND
Article 1 ND ND ND ND ND ND ND
Article 2 ND ND ND ND ND ND ND
Article 3 ND ND ND ND ND ND ND
Article 4 ND ND ND ND ND ND ND
Article 5 ND ND ND ND ND ND ND
Article 6 ND ND ND ND ND ND ND
Article 7 ND ND ND ND ND ND ND
Article 8 ND ND ND ND ND ND ND
Article 9 ND ND ND ND ND ND ND
Article 10 ND ND ND ND ND ND ND
Article 11 ND ND ND ND ND ND ND
Article 12 ND ND ND ND ND ND ND
Article 13 ND ND ND ND ND ND ND
Article 14 ND ND ND ND ND ND ND
Article 15 ND ND ND ND ND ND ND
Article 16 ND ND ND ND ND ND ND
Article 17 ND ND ND ND ND ND ND
Article 18 ND ND ND ND ND ND ND
Article 19 ND ND ND ND ND ND ND
Article 20 ND ND ND ND ND ND ND
Article 21 ND ND ND ND ND ND ND
Article 22 ND ND ND ND ND ND ND
Article 23 ND ND ND ND ND ND ND
Article 24 ND ND ND ND ND ND ND
Article 25 ND ND ND ND ND ND ND
Article 26 ND ND ND ND ND ND ND
Article 27 ND ND ND ND ND ND ND
Article 28 ND ND ND ND ND ND ND
Article 29 ND ND ND ND ND ND ND
Article 30 ND ND ND ND ND ND ND
-0.04 A profitable, growing, useful, legal, well-loved... failure (apenwarr.ca)
436 points by rcfox 5103 days ago | 90 comments on HN | Mild negative ~lite vlite-1.6
Summary ~lite Technology Entrepreneurship Neutral
Personal account of startup experiences and failures
EQ 0.50
SO 0.60
TD 0.70
Lite evaluation by llama-4-scout-wai · editorial channel only · no per-section breakdown available
Longitudinal · 4 evals
+1 0 −1 HN
Audit Trail 8 entries
2026-03-07 22:18 eval_success Lite evaluated: Mild negative (-0.10) - -
2026-03-07 22:18 eval Evaluated by llama-4-scout-wai: -0.10 (Mild negative)
reasoning
Blog post discussing startup experiences, no explicit human rights discussion
2026-03-07 22:13 eval_success Lite evaluated: Neutral (-0.04) - -
2026-03-07 22:13 eval Evaluated by llama-3.3-70b-wai: -0.04 (Neutral)
reasoning
Personal blog post on startup failures
2026-03-06 20:45 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-06 20:45 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-06 20:44 eval_success PSQ evaluated: g-PSQ=0.323 (3 dims) - -
2026-03-06 20:44 eval Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive)