Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.80 0.00 Work Life Balance
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.10 ND Mild positive 0.50 0.00 Productivity Business
deepseek/deepseek-v3.2-20251201 +0.21 +0.07 Mild positive 0.14 0.17 Work & Well-being
meta-llama/llama-3.3-70b-instruct:free ND ND
nvidia/nemotron-3-nano-30b-a3b:free ND ND
Section @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct lite deepseek/deepseek-v3.2-20251201 meta-llama/llama-3.3-70b-instruct:free nvidia/nemotron-3-nano-30b-a3b:free
Preamble ND ND ND ND ND
Article 1 ND ND 0.06 ND ND
Article 2 ND ND 0.06 ND ND
Article 3 ND ND 0.12 ND ND
Article 4 ND ND ND ND ND
Article 5 ND ND ND ND ND
Article 6 ND ND ND ND ND
Article 7 ND ND ND ND ND
Article 8 ND ND ND ND ND
Article 9 ND ND ND ND ND
Article 10 ND ND ND ND ND
Article 11 ND ND ND ND ND
Article 12 ND ND ND ND ND
Article 13 ND ND ND ND ND
Article 14 ND ND ND ND ND
Article 15 ND ND ND ND ND
Article 16 ND ND ND ND ND
Article 17 ND ND ND ND ND
Article 18 ND ND ND ND ND
Article 19 ND ND 0.53 ND ND
Article 20 ND ND ND ND ND
Article 21 ND ND ND ND ND
Article 22 ND ND 0.12 ND ND
Article 23 ND ND 0.18 ND ND
Article 24 ND ND 0.12 ND ND
Article 25 ND ND 0.06 ND ND
Article 26 ND ND 0.59 ND ND
Article 27 ND ND 0.39 ND ND
Article 28 ND ND 0.06 ND ND
Article 29 ND ND ND ND ND
Article 30 ND ND ND ND ND
Efficiency Is the Enemy (fs.blog)
584 points by tmfi 1763 days ago | 322 comments on HN
Pending Evaluation
This story is queued for evaluation. It will be processed in an upcoming batch.
Queued: 2026-02-26 14:03:27
Longitudinal · 3 evals
+1 0 −1 HN
Audit Trail 21 entries
2026-02-28 13:36 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 13:36 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
MX content, neutral stance
2026-02-26 22:39 eval_success Light evaluated: Mild positive (0.10) - -
2026-02-26 22:39 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive)
2026-02-26 20:02 dlq Dead-lettered after 1 attempts: Efficiency Is the Enemy - -
2026-02-26 20:01 eval_failure Evaluation failed: Error: Unknown model in registry: llama-4-scout-wai - -
2026-02-26 20:01 eval_failure Evaluation failed: Error: Unknown model in registry: llama-4-scout-wai - -
2026-02-26 20:01 dlq Dead-lettered after 1 attempts: Efficiency Is the Enemy - -
2026-02-26 20:00 eval_success Evaluated: Mild positive (0.24) - -
2026-02-26 20:00 eval Evaluated by deepseek-v3.2: +0.24 (Mild positive) 15,506 tokens
2026-02-26 20:00 dlq Dead-lettered after 1 attempts: Efficiency Is the Enemy - -
2026-02-26 20:00 eval_failure Evaluation failed: Error: Unknown model in registry: llama-4-scout-wai - -
2026-02-26 19:59 eval_failure Evaluation failed: Error: Unknown model in registry: llama-4-scout-wai - -
2026-02-26 19:59 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 19:58 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 19:57 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 19:50 rater_validation_fail Validation failed for model llama-4-scout-wai - -
2026-02-26 19:11 dlq Dead-lettered after 1 attempts: Efficiency Is the Enemy - -
2026-02-26 19:09 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 19:08 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 19:07 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -