Agent Evaluation: How to Test and Measure Agentic AI Performance (1 minute read)
Evaluating AI agents that use tools and complete complex tasks requires specialized testing frameworks to measure performance and prevent regressions before production.

Builders 🔧 | 2026-02-22
1,300+ news scanned → ~210 analyzed → 14 selected
Evaluating AI agents that use tools and complete complex tasks requires specialized testing frameworks to measure performance and prevent regressions before production.
Amazon's cloud unit suffered outages due to errors by its own AI coding tools, raising doubts about its push for autonomous agents.
Fly.io now offers powerful GPU instances, unlocking new possibilities for large language models, text transcription, and image generation in the cloud.
GEICO slashed its $300M+ cloud spend by shifting from network-based to identity-based security, improving reliability and developer productivity.
PlanetScale migrated the Vitess open-source test suite from Python to Go, making it easier to develop, debug, and contribute to the project.
Cloudflare, Netflix, and Meta have developed advanced tools and platforms to rapidly identify root causes of configuration, deployment, and infrastructure issues, reducing incident response time from hours to minutes.
Fly.io introduces a new event-driven architecture for running ephemeral Linux VMs, enabling fast-booting, cost-efficient serverless-like workloads on their platform.
Cybersecurity tool sprawl increases costs, complexity, and risk. Consolidating tools and vendors is a strategic priority for CISOs to improve security posture and efficiency.
We recently released a series of improvements to expand multiprocessor support, give you more control over your billing and invoicing models, and better tailor your pricing for AI products. Here’s everything that’s new..
When building machine learning models, training is only half the journey..
This video playlist featuring Vitess co-creator Sugu Sougoumarane is an excellent resource to learn more about the features and capabilities of open source Vitess..
Supply chain attacks involving self-propagating worms have far-reaching consequences, but the full damage and long-term impact are difficult to measure.
Stack Overflow, the Q&A site for programmers, celebrates 10 years of providing a public utility that has unlocked value for a generation of developers.
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