Agentic Workflows
ServiceAgentic Workflows is an experimental GitHub Actions capability from GitHub Next that lets developers run guarded, autonomous AI agents inside their CI/CD pipelines. It provides the orchestration, guardrails, and state management needed for agents to plan and execute multi-step development tasks without constant human prompts.
Stories
Completed digest stories linked to this service.
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Production-hardening AI agents: trace, fallbacks, and tenant-safe memory2026-09-14Teams are shifting from shiny agent diagrams to gritty production work: tracing, offline fallbacks, and memory...
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Agent routing in LLM systems can cost more than a single-model run2026-09-08Routing inside LLM agents can raise cost and latency versus running one capable model end-to-end. Avi Chawla ...
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Meta pauses 'AI-native' push after agent misfires — what this means for engineer...2026-08-27Meta paused a plan to make the company 'AI native' after internal agents triggered disruptive actions, undersc...
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Verification-led AI coding: a credible 1M-LOC milestone2026-08-27Paul Dix argues that AI, steered by a strong verification oracle, produced and hardened a million-line product...
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Agents need ops: stop running them like scripts2026-08-22Agent builders are shifting from laptop demos to production-grade services with serverless endpoints, hardened...