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 — 0.63 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.80 0.00 Economic policy
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 0.90 0.00 Math Education
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-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct 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 Ask HN: Higher order derivatives in everyday life?
231 points by ironSkillet 1324 days ago | 161 comments on HN ~lite vlite-2.0
Summary ~lite
Discussion on higher order derivatives in everyday life, with a reference to a Bloomberg article.
Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available
Longitudinal · 6 evals
+1 0 −1 HN
Audit Trail 26 entries
2026-03-05 15:50 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-05 15:50 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-05 15:43 eval_success PSQ evaluated: g-PSQ=0.474 (3 dims) - -
2026-03-05 15:43 eval Evaluated by llama-3.3-70b-wai-psq: +0.47 (Moderate positive)
2026-02-28 10:56 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 10:56 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Neutral tech discussion
2026-02-28 10:56 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 10:52 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 10:52 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 10:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral math discussion
2026-02-28 10:51 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 10:51 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Neutral tech discussion
2026-02-28 10:51 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 10:48 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 10:48 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
ED, neutral math discussion
2026-02-28 10:48 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-26 06:08 dlq Dead-lettered after 1 attempts: Ask HN: Higher order derivatives in everyday life? - -
2026-02-26 05:55 dlq Dead-lettered after 1 attempts: Ask HN: Higher order derivatives in everyday life? - -
2026-02-26 05:52 credit_exhausted Credit balance too low, retrying in 338s - -
2026-02-26 05:42 dlq Dead-lettered after 1 attempts: Ask HN: Higher order derivatives in everyday life? - -
2026-02-26 05:40 credit_exhausted Credit balance too low, retrying in 274s - -
2026-02-26 05:33 credit_exhausted Credit balance too low, retrying in 243s - -
2026-02-26 05:30 dlq Dead-lettered after 1 attempts: Ask HN: Higher order derivatives in everyday life? - -
2026-02-26 05:20 credit_exhausted Credit balance too low, retrying in 258s - -
2026-02-26 04:54 dlq Dead-lettered after 1 attempts: Ask HN: Higher order derivatives in everyday life? - -
2026-02-26 04:53 self_throttle Self-throttle: ramp-up guard: state 105s stale - -