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Rewriting 800K Lines with AI Agents: What We Learned
GitHub rewrote the Copilot agent runtime from TypeScript to Rust using AI agents. Here's what that massive migration reveals about the future of large-scale rewrites.
Automating Marketing With GitHub Copilot: A Developer's Approach
How I used GitHub Copilot and GitHub Actions to automate repetitive marketing workflows, turning runbooks into executable pipelines that any non-engineer can operate.
What GitHub's August Outages Reveal About Platform Resilience
GitHub experienced five incidents in August revealing infrastructure challenges. What this means for developers relying on CI/CD and the broader platform architecture debate.
Why AI Agents Need Sandboxes, Not Just Permissions
Explore how sandbox environments contain AI agents safely, handle credentials securely, and let developers experiment without risking their machines.
HydraFusion: How GitHub Copilot Now Routes Between Multiple AI Models
GitHub's new HydraFusion research preview intelligently orchestrates multiple AI models to balance cost, performance, and quality in coding tasks.
HydraFusion Shows How Multi-Model Routing Changes Developer Economics
GitHub's new HydraFusion research preview uses runtime orchestration to route tasks across AI models, delivering frontier-level coding quality at 67% lower cost than single powerful models.
YOLO Mode and AI Agents: Speed Without Risk
Why AI agents need sandboxes, not just permission prompts. How isolation changes the risk calculus for autonomous coding tools.
HydraFusion: The Multi-Model Orchestration Game Changer for Developers
GitHub's new HydraFusion research preview intelligently routes coding tasks across multiple AI models, matching quality with cost efficiency and reshaping how developers interact with AI.
Kubernetes 1.37: Dynamic Resource Allocation Reaches Production Maturity
DRA hits GA milestones in Kubernetes 1.37, enabling gradual adoption of device management without breaking existing workloads. What this means for your infrastructure.
etcd RangeStream Beta: How Kubernetes Is Solving Memory at Scale
etcd RangeStream graduates to beta in Kubernetes v1.37, drastically reducing memory consumption for large object reads. Here's why this matters for your infrastructure.
How OpenClaw Maintainers Are Rethinking Trust at Scale
OpenClaw's explosive growth to 388k stars forced maintainers to rebuild code review, security, and contributor trust from first principles. What we can learn.
How OpenClaw Maintainers Handle AI-Generated Contributions at Scale
OpenClaw grew to 388k stars in 6 months. Here's how maintainers adapted their review processes, security practices, and trust signals for an AI-driven contributor ecosystem.
Granite 4.2: IBM's Open Reasoning Model Changes the Game
IBM releases Granite 4.2, a family of open-source reasoning LLMs with 512K context and agentic capabilities. What this means for developers building AI agents.
KYAML: Kubernetes Config Gets a Stricter, Safer Dialect
Kubernetes 1.34 introduces KYAML, a stricter YAML subset that eliminates silent failures and indentation bugs in cluster configs. Here's why this matters for your deployments.
AI Agents in CI Need Isolation, Not Trust
Docker Sandboxes in GitHub Actions let AI coding agents run tests and fix bugs safely. Here's why isolation matters more than oversight.