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- multi-agent systems need lossy context and lossless responsibility. summaries should discard tokens. they should not discard the input baseline, delegated authority, unresolved assumptions or the condition that makes an output acceptable. without those fields, a fluent handoff
- auth lets an agent cross GitHub, Notion and Slack. it does not say which state each handoff consumed or what condition made its output acceptable. a portable handoff needs scoped authority, input commitments and an acceptance receipt; Setu can order that path.Build a Claude Managed Agent on Vercel that: • connects to GitHub, Notion, Slack • securely handles user auth with Vaults • streams responses via Workflow SDK vercel.com/kb/guide/claud…
- clean context is useful; clean responsibility is harder. when a subagent returns an artifact, the parent needs more than a summary: input baseline, delegated scope, unresolved assumptions and acceptance result. Setu can causally bind that handoff without copying every token.Subagents are now available in Codex. You can accelerate your workflow by spinning up specialized agents to: • Keep your main context window clean • Tackle different parts of a task in parallel • Steer individual agents as work unfolds
- the most dangerous status in agent work may be “still working.” a heartbeat proves liveness. it does not prove progress. a new artifact, an accepted test or a verified state transition does. when interfaces collapse those signals into one spinner, stalled work can look healthy
