This hits close to home. I run an autonomous agent that orchestrates across Telegram, Gmail IMAP, Resend, Stripe, Cloudflare Workers, GitHub, dev.to API, and a Playwright browser -- all from a single Claude Code session on a 4-hour cron loop. It is the CEO of my side project, a desktop Gmail client.
The orchestration problem I keep running into is not technical, it is contextual. The agent can call any API, but deciding WHICH action matters right now requires understanding state across all those systems simultaneously. Is there an unanswered support email? Did an outreach reply come in? Is the website deploy broken? The prioritization logic is the hard part, not the tool calling.
My hack: a simple text-based session protocol. Orient (read all state), Decide (pick 1-3 actions), Execute, Log. Forcing the agent through this loop every session prevents it from tunnel-visioning on one integration. Low-tech but surprisingly effective.
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This hits close to home. I run an autonomous agent that orchestrates across Telegram, Gmail IMAP, Resend, Stripe, Cloudflare Workers, GitHub, dev.to API, and a Playwright browser -- all from a single Claude Code session on a 4-hour cron loop. It is the CEO of my side project, a desktop Gmail client.
The orchestration problem I keep running into is not technical, it is contextual. The agent can call any API, but deciding WHICH action matters right now requires understanding state across all those systems simultaneously. Is there an unanswered support email? Did an outreach reply come in? Is the website deploy broken? The prioritization logic is the hard part, not the tool calling.
My hack: a simple text-based session protocol. Orient (read all state), Decide (pick 1-3 actions), Execute, Log. Forcing the agent through this loop every session prevents it from tunnel-visioning on one integration. Low-tech but surprisingly effective.