Tag: token efficiency

Evaluating LLM Agents: Measuring Task Success, Safety, and Cost

Evaluating LLM Agents: Measuring Task Success, Safety, and Cost

Learn how to evaluate LLM agents using task success rates, safety audits, and cost-efficiency metrics to move beyond simple accuracy and ensure production reliability.

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Evaluating Reasoning Models: Think Tokens, Steps, and Accuracy Tradeoffs

Evaluating Reasoning Models: Think Tokens, Steps, and Accuracy Tradeoffs

Reasoning models improve accuracy on complex tasks but at a steep cost in tokens and dollars. Learn when they help, when they hurt, and how to use them wisely without breaking the bank.

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Recent Post

  • Red Teaming for Generative AI Accuracy: Probing for Fabrications

    Red Teaming for Generative AI Accuracy: Probing for Fabrications

    Mar, 10 2026

  • Rapid Prototyping with APIs vs Production Hardening with Open-Source LLMs

    Rapid Prototyping with APIs vs Production Hardening with Open-Source LLMs

    Jun, 9 2026

  • Healthcare Vibe Coding: Safe Prototyping Without PHI in 2026

    Healthcare Vibe Coding: Safe Prototyping Without PHI in 2026

    Jul, 5 2026

  • Temperature and Top-p in Large Language Models: Controlling Creativity and Precision

    Temperature and Top-p in Large Language Models: Controlling Creativity and Precision

    May, 2 2026

  • Few-Shot Prompting Strategies That Boost LLM Accuracy and Consistency

    Few-Shot Prompting Strategies That Boost LLM Accuracy and Consistency

    Feb, 26 2026

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