Unverified50% confidenceBenchmarkExact time
WarderBox provides cost estimation before execution, including best/expected/worst cases and a confidence score; in the example, three call_api calls are estimated at best 0.08, expected 0.09, worst 0.14, with confidence 0.95 and 1,200 data points.
1
Sources
50%
Confidence
Short-term (~14 days)
Relevance
10/20/2026
First Seen
Valid until: 11/3/2026
Sources
Related Entities
Related Claims
UnverifiedA lower cost per token does not mean a lower cost per correct decision; once the cost of judgment errors is factored in, a $0.02 model with a 15% error rate may be more expensive than a $0.10 model with a 5% error rate.64% similarUnverifiedCVaR_α measures the average loss of a random variable in the worst (1-α) fraction of cases; as α→1 it degenerates to the expected value, and as α→0 it approaches the worst-case cost.62% similarUnverifiedIn a benchmark on 50 synthetic chore scenarios, the fine-tuned SlothDistill, compared with the base Llama-3-8B, reduced p95 decision latency from 1,420 ms to 185 ms (a 7.6x improvement), cut average output tokens from 412 to 48 (an 88.3% saving), raised direct-action accuracy from 62.4% to 97.8%, and lowered API cost per thousand tasks from $1.85 to $0.22 (88.1% cheaper).62% similarUnverifiedEvaluating the value of reasoning models should measure three metrics: accuracy difference, p95 latency, and cost per correct answer, not cost per request.61% similarUnverifiedOf the 586 invoices for which TabPFN gave an overdue probability below 20%, 8.7% were actually overdue (the model predicted 6.2% on average); of the 116 for which it gave above 80%, 90.5% were actually overdue (the model predicted 87.4%).61% similar
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