Aayush Ostwal
Articles about Aayush Ostwal
Should You Use Multiple Claude Code Agents? Mostly No, Here’s Why?
In the C-compiler project that Anthropic's Nicholas Carlini described in February 2026, 16 Claude agents ran in parallel and made steady progress. Each took a different failing test. Then the target changed to "compile the Linux kernel." Now there was one big failing job, and every agent found the same bug, fixed it, and overwrote the others' fixes. Conclusively, adding more agents did not help.
9,000 Production Issues a Month: How Uber’s AI Agent Finds Root Causes and Builds Fixes
How Debug Assist turns production evidence into root-cause analysis, tested fixes, and pull requests—and why its fixed workflow matters as much as the model.
Muster: Run Claude Code and Codex Agents 24/7 Locally
Why I built a local AI agent harness, how recurring jobs work, and what it takes to run them with Claude Code and Codex subscriptions.