Building the infrastructure for omnichannel automation. Insights on APIs, webhooks, and scaling AI-driven customer journeys.
We write about multi-agent systems, agentic AI, and omnichannel automation, the architecture decisions behind them, where they break in production, and what actually changes for teams running support, sales, and ops through them. We built BotSailor, where we help businesses run WhatsApp, Instagram, Telegram, and Messenger automation from one place so most of what we write comes from things we've actually shipped, broken, and fixed, not just trend-watching. Currently publishing two series here: Multi-Agent Systems, Practically and Agentic AI in Production. If you're building with agents, orchestration, or omnichannel automation, we'd genuinely like to hear what you're running into, drop it in the comments or reply to any post.
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Sanoary Istiaque
Really enjoyed this one. The point that “the handoff is the problem” really stood out to me—especially because it’s easy to focus so much on how capable each individual agent is and overlook what happens when the work moves between them.
I also like the idea of treating a handoff more like an API contract than simply passing along the conversation. Separating confirmed facts, completed work, constraints, and ownership makes the whole system much easier to reason about and debug.
The acknowledgment step is a particularly practical touch. Small details like that can make a big difference once multi-agent systems move from demos into real production environments. Great practical breakdown!