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-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 Environmental Tech
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite +0.10 ND Mild positive 0.80 0.00 Sustainable farming
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 Farm grows vegetables in a desert using sun and seawater (www.newscientist.com)
543 points by rmason 3449 days ago | 184 comments on HN ~lite vlite-2.0
Summary ~lite
Article discusses innovative desert farm using sun and seawater.
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 25 entries
2026-03-05 21:50 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 21:50 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-05 21:45 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 21:45 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 21:39 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-05 21:39 eval Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive)
2026-02-28 13:03 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 13:03 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
ED neutral tech reporting
2026-02-28 13:03 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 13:01 eval_success Lite evaluated: Mild positive (0.10) - -
2026-02-28 13:01 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 13:01 eval Evaluated by llama-3.3-70b-wai: +0.10 (Mild positive)
reasoning
News article on sustainable farming
2026-02-26 07:01 dlq Dead-lettered after 1 attempts: Farm grows vegetables in a desert using sun and seawater - -
2026-02-26 06:50 credit_exhausted Credit balance too low, retrying in 343s - -
2026-02-26 06:44 credit_exhausted Credit balance too low, retrying in 348s - -
2026-02-26 06:38 credit_exhausted Credit balance too low, retrying in 342s - -
2026-02-26 06:34 dlq Dead-lettered after 1 attempts: Farm grows vegetables in a desert using sun and seawater - -
2026-02-26 06:34 dlq Dead-lettered after 1 attempts: Farm grows vegetables in a desert using sun and seawater - -
2026-02-26 06:26 dlq Dead-lettered after 1 attempts: Farm grows vegetables in a desert using sun and seawater - -
2026-02-26 06:22 dlq Dead-lettered after 1 attempts: Farm grows vegetables in a desert using sun and seawater - -
2026-02-26 06:22 dlq Dead-lettered after 1 attempts: Farm grows vegetables in a desert using sun and seawater - -
2026-02-26 06:22 dlq Dead-lettered after 1 attempts: Farm grows vegetables in a desert using sun and seawater - -
2026-02-26 06:21 dlq Dead-lettered after 1 attempts: Farm grows vegetables in a desert using sun and seawater - -
2026-02-26 06:18 dlq Dead-lettered after 1 attempts: Farm grows vegetables in a desert using sun and seawater - -
2026-02-26 06:15 credit_exhausted Credit balance too low, retrying in 306s - -