Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.80 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.10 -1.00 Moderate negative 0.80 1.00 AI Ethics
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-4-scout-17b-16e-instruct lite Delta
Preamble ND ND
Article 1 ND ND
Article 2 ND ND
Article 3 ND ND
Article 4 ND ND
Article 5 ND ND
Article 6 ND ND
Article 7 ND ND
Article 8 ND ND
Article 9 ND ND
Article 10 ND ND
Article 11 ND ND
Article 12 ND ND
Article 13 ND ND
Article 14 ND ND
Article 15 ND ND
Article 16 ND ND
Article 17 ND ND
Article 18 ND ND
Article 19 ND ND
Article 20 ND ND
Article 21 ND ND
Article 22 ND ND
Article 23 ND ND
Article 24 ND ND
Article 25 ND ND
Article 26 ND ND
Article 27 ND ND
Article 28 ND ND
Article 29 ND ND
Article 30 ND ND
ND AI is great at writing code. It's terrible at making decisions (untangle.work)
15 points by kdbgng 5 days ago | 4 comments on HN ~lite vlite-2.0
Summary ~lite
AI-generated code requires human judgment for architecture and decision-making.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal 55 HN snapshots · 22 evals
+1 0 −1 HN
Audit Trail 42 entries
2026-03-13 08:57 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-13 08:57 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 08:35 eval_success Lite evaluated: Moderate negative (-0.34) - -
2026-03-13 08:35 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content discusses AI's capabilities in writing code but emphasizes its limitations in making engineering decisions,
2026-03-13 08:35 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-13 08:16 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-13 08:16 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 07:56 eval_success Lite evaluated: Moderate negative (-0.34) - -
2026-03-13 07:56 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content discusses AI's capabilities in writing code but emphasizes its limitations in making engineering decisions,
2026-03-13 07:56 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-13 07:32 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-13 07:32 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 07:13 eval_success Lite evaluated: Moderate negative (-0.34) - -
2026-03-13 07:13 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content discusses AI's capabilities in writing code but emphasizes its limitations in making engineering decisions,
2026-03-13 07:13 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-13 06:53 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-13 06:53 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 06:36 eval_success Lite evaluated: Moderate negative (-0.34) - -
2026-03-13 06:36 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content discusses AI's capabilities in writing code but emphasizes its limitations in making engineering decisions,
2026-03-13 06:36 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-13 06:11 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-13 06:11 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 05:59 eval_success Lite evaluated: Moderate negative (-0.34) - -
2026-03-13 05:59 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content discusses AI's capabilities in writing code but emphasizes its limitations in making engineering decisions,
2026-03-13 05:59 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-13 05:34 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-13 05:34 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 05:24 eval_success Lite evaluated: Moderate negative (-0.34) - -
2026-03-13 05:24 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-03-13 05:24 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content discusses AI's capabilities in writing code but emphasizes its limitations in making engineering decisions,
2026-03-13 04:57 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-13 04:57 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 04:49 eval_success Lite evaluated: Moderate negative (-0.34) - -
2026-03-13 04:49 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content discusses AI's capabilities in writing code but emphasizes its limitations in making engineering decisions,
2026-03-13 04:19 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 04:14 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content discusses AI's capabilities in writing code but emphasizes its limitations in making engineering decisions,
2026-03-13 03:41 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 03:39 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content discusses AI's capabilities in writing code but emphasizes its limitations in making engineering decisions,
2026-03-13 03:05 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-13 03:04 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative) 0.00
reasoning
The content discusses AI's capabilities in writing code but emphasizes its limitations in making engineering decisions,
2026-03-13 02:30 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-13 02:30 eval Evaluated by llama-4-scout-wai: -0.34 (Moderate negative)
reasoning
The content discusses AI's capabilities in writing code but emphasizes its limitations in making engineering decisions,