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automation
225 postsArchitecting 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.
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.comFrom 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.
Building Self-Improving AI Systems with Automated Feedback Loops
The importance of automated feedback loops for self-improving AI systems. Critical insights for developers.
Agent OS: An Open-Source Harness Around Coding Models
Agent OS is an open-source, local-first AI framework that wraps coding models with memory, sandboxed execution, verification, and human-approved actions.
AI-Powered Fuzzing with GitHub Security Lab Taskflow
Explore the AI-driven Fuzzing Taskflow from GitHub Security Lab for autonomous fuzzing in C/C++ projects.
When an AI Agent Deletes Your Database
AI agents causing database deletions raise significant concerns for engineers.