英文文章

How GitHub Agentic Workflows puts judgment-based automation inside GitHub Actions while retaining permissions, controlled outputs, approval, and security.

A multi-agent engineering workflow uses isolated worktrees, CI, cold-start review, evidence gates, and layered context to control delivery of AI-generated code.

VEP/1 turns images into short evidence packets. Provider fallback, caching, and credential storage manage cost and reliability for text agents.

A Hermes MiniMax plugin with image-01, Hailuo async video tasks, CN/global endpoint fallback, end-to-end tests, and a PyPI release.

The Hermes StepFun image plugin: directory layout, model routing, API calls, billing endpoints, version fixes, and publishing.

A source-backed review of Vercel Eve’s filesystem-first agent model, durable execution, tools, sandboxes, approvals, deployment, and Vercel platform tradeoffs.

Break down planning, execution, evaluation, state management, and stopping rules to keep multi-step agent tasks controlled and traceable.

How sandboxes limit untrusted code access to files, processes, networks, and resources, comparing VMs, containers, user-space kernels, and syscall filters.

A 48-hour hackathon build of an event-driven multi-agent runtime with registry, workflow, execution, negotiation, settlement, and observability layers.

A repository-backed walkthrough of NewTube: Next.js 15 structure, tRPC and Drizzle data flow, Mux video pipeline, auth, creator tools, and deployment tradeoffs.