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title: "Agent Workflows - New Runtime"
description: "A New Runtime topic hub collecting signals, patterns, field notes, and public sources about agent workflows."
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answer: ["Agent Workflows is tracked here as an evidence-linked topic, not as a static glossary entry.","The page connects raw observations to pattern hypotheses, longer analysis, and public sources.","Use it as the canonical landing page before drilling into individual records."]
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status: "tracked"
last_updated: "2026-08-01"
record_date: "2026-08-01"
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source_urls: ["https://claude.com/blog/claude-design-stays-on-brand-for-daily-work","https://docs.langchain.com/oss/python/langgraph/use-graph-api","https://github.blog/changelog/2026-06-17-github-copilot-app-generally-available/","https://github.com/features/ai/github-app?utm_source=x-the-download&utm_medium=social&utm_campaign=github-copilot-app-ga-2026","https://github.com/langchain-ai/langgraph","https://linear.app/now/introducing-loops","https://www.aibyaakash.com/p/graphs","https://x.com/github/status/2081479394191970637","https://x.com/steipete/status/2078277297791189132"]
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---

# Agent Workflows - New Runtime

A New Runtime topic hub collecting signals, patterns, field notes, and public sources about agent workflows.

## Retrieval answer

A New Runtime topic hub collecting signals, patterns, field notes, and public sources about agent workflows. Agent Workflows is tracked here as an evidence-linked topic, not as a static glossary entry. The page connects raw observations to pattern hypotheses, longer analysis, and public sources. Use it as the canonical landing page before drilling into individual records.

## Patterns


## Field Notes

- [Graphs Are What Agent Loops Become Under Pressure](https://newruntime.com/posts/graphs-as-agent-workflow-primitive/): Aakash's graphs essay and the current agent tooling wave point to a broader shift: loops stay local, but graph-shaped workflows govern branches, shared state, approvals, and recovery.
- [GitHub Copilot App Turns Agent Work Into a Desktop Control Surface](https://newruntime.com/posts/github-copilot-app-agent-control-center/): GitHub's Copilot app GA is a catch-up signal: agentic coding is being packaged as sessions, worktrees, canvases, validation, automations, MCP servers, and skills.
- [Agent Loops Become Graphs When Exceptions Matter](https://newruntime.com/posts/agent-loops-to-governed-graphs/): A loop is enough for repeated work with one stopping rule; graphs become useful when the system needs branches, shared state, parallel work, approval gates, and recovery paths.
- [Linear Loops Turns Recurring Work into Agent Workflows](https://newruntime.com/posts/linear-loops-agent-workflows/): Linear Loops shows how product systems are starting to embed agents not as chat, but as repeatable workflows with schedules, events, run memory, and context access.

## Recent Raw Signals

- 2026-06-26: [Claude Design Closes the Loop Between Brand and Daily Output](https://newruntime.com/signals/claude-design-closes-the-loop-between-brand-and-daily-output/)

## Public Sources

- https://claude.com/blog/claude-design-stays-on-brand-for-daily-work
- https://docs.langchain.com/oss/python/langgraph/use-graph-api
- https://github.blog/changelog/2026-06-17-github-copilot-app-generally-available/
- https://github.com/features/ai/github-app?utm_source=x-the-download&utm_medium=social&utm_campaign=github-copilot-app-ga-2026
- https://github.com/langchain-ai/langgraph
- https://linear.app/now/introducing-loops
- https://www.aibyaakash.com/p/graphs
- https://x.com/github/status/2081479394191970637
- https://x.com/steipete/status/2078277297791189132
