Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.87 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.83 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.20 ND Mild positive 0.90 0.00 Technology Labor
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.80 0.00 AI and coding
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
ND Generative AI coding tools and agents do not work for me (blog.miguelgrinberg.com)
399 points by nomdep 266 days ago | 450 comments on HN ~lite vlite-2.0
Summary ~lite
The author shares their concerns about using Generative AI coding tools, citing issues with code review, liability, and the importance of human judgment 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 10 entries
2026-03-05 12:24 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 12:24 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-05 12:19 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 12:19 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 12:10 eval_success PSQ evaluated: g-PSQ=0.323 (3 dims) - -
2026-03-05 12:10 eval Evaluated by llama-3.3-70b-wai-psq: +0.32 (Moderate positive)
2026-03-02 11:44 eval_success Lite evaluated: Mild positive (0.20) - -
2026-03-02 11:44 eval Evaluated by llama-4-scout-wai: +0.20 (Mild positive)
reasoning
Editorial on AI coding tools, neutral to slightly negative
2026-03-02 11:41 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-02 11:41 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical blog post on AI coding tools