A developer advocates applying GitOps principles to AI agent configurations, treating tool configs and memory as version-controlled infrastructure-as-code. The approach involves storing configurations…
A developer planned 10 LLM evaluation experiments but ran only one—CI diagnostics—and found it sufficient. The experiment, costing $13.53, showed that Haiku outperformed Sonnet for this specific task,…
A developer outlines how to build an LLM evaluation pipeline for AI applications, covering heuristic evals, LLM-as-judge, and human evals. The approach starts with a minimal Python script and a golden…
Paperclip.inc, an open-source orchestration platform for AI agents, launches with a pricing model of €10 per company per month, offering unlimited teammates and no per-seat fees. The platform, built b…
MyZubster, a project running on Monero's Tari sidechain, is deploying GitHub Actions and automated bots to handle issue triage, dependency management, Rust linting, and testing. The workflow uses Depe…
A developer open-sourced mcp-server-template, a production-ready TypeScript/Node.js foundation for building Model Context Protocol servers that connect AI agents like Claude Desktop and Cursor to tool…
A new lesson from the Agent Skills Mastery course outlines an eight-stage CI/CD pipeline for agent skills, implemented as GitHub Actions jobs, covering lint, validate, test, evaluate, security scan, p…
A security review of the ARO Network testnet repositories found a high-severity agent permission bypass in the `lumii-harness` that could allow autonomous agents to run commands without approval contr…
NVIDIA's garak LLM vulnerability scanner v0.15.1 can be integrated into CI pipelines to automatically run jailbreak, prompt-injection, and encoding-bypass probes against LLM endpoints on every pull re…
Trelix v2.7 to v2.9 releases fix pipeline debt including binary naming collisions, concurrency bugs, and silent data corruption. Developer Alex (author) discovered that CI had never built Linux binari…
A developer built an AI Skill that generates production-ready GitHub Actions workflows with zero configuration errors. The skill enforces 12 quality gates, 5 decision templates, and 3 mandatory securi…
A developer built AgentSpec, an open-source testing framework for AI agents that handles non-deterministic output. The framework allows defining tests in YAML with assertions like semantic similarity,…
A developer chose to implement automated PR reviews using cloud coding agents via GitHub Actions instead of a dedicated SaaS bot or a custom-built agent, leveraging an existing Cursor Pro+ subscriptio…
EvalShift's GitHub Action gates pull requests on LLM eval diffs, failing CI when regressions exceed a configured threshold. The action runs a golden JSONL suite, pushes results to EvalShift Cloud, and…
GitHub has made its Copilot cloud agent for Linear generally available, allowing users to assign Linear issues to the autonomous background agent. The agent analyzes issues, opens draft pull requests,…
GitHub Mobile now lets users fix failing Actions checks with a Copilot cloud agent. From a failed check, selecting "Fix with Copilot" opens a new pull request that analyzes the issue and implements a …
Developer Ammar Najjar rebuilt his personal website using Astro, Bun, and Cloudflare Pages, achieving under 10 KB of JavaScript on most pages and excellent Core Web Vitals. The architecture includes s…
A new analysis argues that most reported prompt injection attacks against AI-assisted GitHub Actions workflows are unproven in real-world scenarios, with researchers relying on simplified benchmarks a…
BrassCoders, a security scanner designed to catch what AI assistants structurally miss, integrates into developer workflows through three checkpoints: a local CLI install, a pre-commit hook, and a CI …
Graviton ARM instances are approximately 19% cheaper per vCPU than equivalent Intel x86 on-demand, and ARM nodes in Kubernetes clusters grew 3.5x faster than x86 between Q2 2024 and Q4 2025, now accou…