AWS is streamlining AI agent deployment with tools like SageMaker AI and Bedrock AgentCore. From model serving to autoscaling, structured workflows reduce operational overhead. Coding agents are now essential for managing multi-model agentic applications. #AIEngineering #AWS #AgentDeployment

My coding agent kept editing generated files. Hand-patched a lockfile. Tweaked an API client built from a schema. Both looked fine in review, both vanished on the next build. Added a do-not-edit list, each pointing at its source. #claudecode #ai #aiengineering #buildinpublic

My coding agent told me a helper was unused. I deleted it. Two pages broke. Now every claim about the codebase comes with file:line, or it doesn't count. It recalls code it read 20 minutes ago worse than it sounds like it does. #claudecode #ai #aiengineering #buildinpublic

"Flaky test" was my agent's favorite excuse. New rule: if a test fails once and passes on rerun, the task isn't done. The agent writes a note on what could have raced. 9 flaky tests last month. 6 were real race conditions. #claudecode #testing #aiengineering #buildinpublic

Started letting my coding agent name the branch before it writes any code. Turns out the branch name is the cheapest plan review there is. "fix-login-redirect" vs "refactor-auth" told me in 2 seconds it had misread the task, before it touched a file. #claudecode #ai #aiengineering #buildinpublic

Retrying isn't debugging. My coding agent once re-ran the same failing test 9 times, tweaking a line each pass. Now it gets 2 attempts per failure. Attempt 3 must open with a written hypothesis. Fewer loops, more real diagnoses. #claudecode #ai #aiengineering #buildinpublic

Flipped the review direction: my coding agent now reviews my commits before I merge. Five human PRs in. It caught a missing index and a null path I would have shipped. Zero false alarms. It reads my code more carefully than I read its. #claudecode #ai #aiengineering #buildinpublic