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automation
201 postsMy Agent Submitted 3 PRs in One Evening: 40% of My Messages Were Corrections
An agent session submitted three PRs, but 40% of my messages were corrections. This emphasizes the need for clear role definition.
Auto-Fix is not the Problem, The Signal is the Problem
Harry Wetherald highlights the risks of auto-fixing vulnerabilities and the issue of false positives.
Production Patterns for AI Agent Tool Calling: 8 Lessons from 6 Months
Explore common issues and solutions in LLM tool calling processes.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comClaude Code's Self-Improving Autopilot System
Claude Code's autopilot system ensures continuous self-improvement without user input, managing budget and time while avoiding task repetition.
Architecting Location-Based Automation Without Killing the Battery
How can you preserve battery life while developing location-based automation apps? Solutions based on the Muffle project.
Preventing Claude Code Push Accidents: API Keys and Wrong Repos
Explore mechanisms developed to prevent accidents related to API keys and wrong repo pushes in the Claude Code environment.
How to Clone a Keycloak Realm on the Same Instance
A step-by-step guide to cloning a Keycloak realm on the same server. It offers a practical solution to prevent UUID collisions.
From Prompt Files to Agent Skills: Rebuilding Content Automation
Three separate Copilot prompt files were merged into one portable agent skill, simplifying content publishing and making it work with any AI agent.
Inbox Contracts: A Testing Pattern for Scheduled Email Jobs
A practical pattern for scheduled jobs: isolate each run with its own mailbox, run id, and evidence-based assertions to catch silent email bugs early.
How Sentry uses a Claude skill to reproduce SDK bugs
Sentry engineers built a Claude skill that turns GitHub issues into minimal reproductions, cutting boilerplate work and speeding up SDK bug triage across 159 packages.