# Resources

[Does Real API Traffic Make AI-Generated Tests Better? An A/B Evaluation of Tusk Drift](/content/resources/real-api-traffic-ai-generated-tests-evaluation/index.html)
March 9, 2026

[Scaling Parallel Agents with the Context-Verification-Harness Framework](/content/resources/scaling-parallel-coding-agents-cvh-framework/index.html)
March 8, 2026

[What if Your Production Traffic Was Your Test Suite?](/content/resources/what-if-your-production-traffic-was-your-test-suite/index.html)
February 11, 2026

[How Promptfoo Scaled Test Coverage Without Slowing Development](/content/resources/how-promptfoo-scaled-test-coverage-with-tusk/index.html)
February 2, 2026

[January 2026 Changelog](/content/resources/january-2026-changelog/index.html)
February 2, 2026

[AI Harnesses Are Not Wrappers (They're Not Blinders Too)](/content/resources/ai-harnesses-are-not-wrappers/index.html)
January 22, 2026

[December 2025 Changelog](/content/resources/december-2025-changelog/index.html)
January 5, 2026

[The Definitive Guide to API Testing Tools in 2026](/content/resources/the-definitive-guide-to-api-testing-tools-in-2026/index.html)
January 1, 2026

[Similarity Scores Are Not Enough For Matching](/content/resources/similarity-scores-are-not-enough-for-matching/index.html)
December 25, 2025

[We Fixed 23 Bugs in 2 Weeks By Getting AI to Break Things 24/7](/content/resources/we-fixed-23-bugs-in-2-weeks-by-getting-ai-to-break-things-while-we-slept/index.html)
December 9, 2025

[November 2025 Changelog](/content/resources/november-2025-changelog/index.html)
December 7, 2025

[October 2025 Changelog](/content/resources/october-2025-changelog/index.html)
November 3, 2025

[September 2025 Changelog](/content/resources/september-2025-changelog/index.html)
October 2, 2025

[The Case for Comment-Driven Development](/content/resources/the-case-for-comment-driven-development/index.html)
September 11, 2025

[August 2025 Changelog](/content/resources/august-2025-changelog/index.html)
September 2, 2025

[July 2025 Changelog](/content/resources/july-2025-changelog/index.html)
August 5, 2025

[How Hamming Strengthened Test Coverage with CoverBot](/content/resources/how-hamming-strengthened-test-coverage-with-coverbot/index.html)
July 31, 2025

[Predictive CI: Why Smart Teams Are Already Making the Switch](/content/resources/predictive-ci-is-the-future/index.html)
July 22, 2025

[How to Perform Eval-Driven Development While Shipping Fast](/content/resources/how-to-perform-eval-driven-development/index.html)
July 7, 2025

[Test Code Like Zelda: When to Implement Automated Testing](/content/resources/when-to-implement-automated-testing/index.html)
July 7, 2025

[June 2025 Changelog](/content/resources/june-2025-changelog/index.html)
July 2, 2025

[The Automation Trap: Why AI Products Fail by Copying Humans](/content/resources/why-ai-products-fail-copying-humans/index.html)
June 25, 2025

[Top 11 AI Tools Helping Developers with Software Testing (2025)](/content/resources/ai-tools-software-testing-developers/index.html)
June 4, 2025