How I Review AI-Written Code Without Reading a Single Line
What if you could review an entire feature built by AI agents in just a few seconds — without reading a single line of code? This video walks through a modern approach to software development that combines Test-Driven Development with agentic AI, showing how a structured multi-agent workflow can write, test, and implement features autonomously while still keeping a human meaningfully in control. The key insight is that well-designed tests — especially black-box, behavior-level tests — give AI agents a precise, objective target to hit, eliminating the vague goal-drifting that makes unguided agents unreliable. The process comes down to just two human touchpoints: approving a test plan before any code is written, and watching a short auto-generated demo reel before merging the pull request. In between, a crew of specialized agents handles everything — and because the critical tests are written by one agent and satisfied by another, with the success criteria approved by a human upfront, the usual concerns about agents gaming their own tests largely disappear. The video also makes a compelling case for flipping the traditional testing pyramid: behavior-first testing is costlier for humans but trivially cheap for agents, which changes the calculus entirely. ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ Sponsor: Infisical 🔗 https://infisical.com/?utm_source=youtube&utm_medium=paid&utm_campaign=devops_toolkit_review_ai_written_code ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ #TestDrivenDevelopment #AICoding #AgenticAI Consider joining the channel: https://www.youtube.com/c/devopstoolkit/join ▬▬▬▬▬▬ 🔗 Additional Info 🔗 ▬▬▬▬▬▬ ➡ Transcript and commands: https://devopstoolkit.live/development/how-i-review-ai-written-code-without-reading-a-single-line 🔗 Agent Deck: https://agent-deck.devopstoolkit.ai ▬▬▬▬▬▬ 💰 Sponsorships 💰 ▬▬▬▬▬▬ If you are interested in sponsoring this channel, please visit https://devopstoolkit.live/sponsor for more information. Alternatively, feel free to contact me over Twitter or LinkedIn (see below). ▬▬▬▬▬▬ 👋 Contact me 👋 ▬▬▬▬▬▬ ➡ BlueSky: https://vfarcic.bsky.social ➡ LinkedIn: https://www.linkedin.com/in/viktorfarcic/ ▬▬▬▬▬▬ 🚀 Other Channels 🚀 ▬▬▬▬▬▬ 🎤 Podcast: https://www.devopsparadox.com/ 💬 Live streams: https://www.youtube.com/c/DevOpsParadox ▬▬▬▬▬▬ ⏱ Timecodes ⏱ ▬▬▬▬▬▬ 00:00 Testing with Agentic AI 01:15 TDD With Agentic AI 02:46 Infisical (sponsor) 04:04 TDD With Agentic AI (cont.)