Topic hub
Agent Workflows
A New Runtime topic hub collecting signals, patterns, field notes, and public sources about agent workflows.
Field notes
What should readers understand next?
Graphs Are What Agent Loops Become Under Pressure
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
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
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
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.
Raw signals
What changed recently?
Claude Design Closes the Loop Between Brand and Daily Output
A shared brand system becomes executable context for producing and revising design work without rebuilding style decisions each time.
Source ledger
Publishable sources attached to this record.
| # | Source | Role | Public status |
|---|---|---|---|
| 1 | claude.comsource | primary receipt | source_urls |
| 2 | docs.langchain.comdocs | supporting receipt | source_urls |
| 3 | github.blogrepo | supporting receipt | source_urls |
| 4 | github.comrepo | supporting receipt | source_urls |
| 5 | github.comrepo | supporting receipt | source_urls |
| 6 | linear.appsource | supporting receipt | source_urls |
| 7 | aibyaakash.comsource | supporting receipt | source_urls |
| 8 | x.comsource | supporting receipt | source_urls |
| 9 | x.comsource | supporting receipt | source_urls |