--- title: "BotSailor (@botsailor) | Hashnode" description: "Building the infrastructure for omnichannel automation. Insights on APIs, webhooks, and scaling AI-driven customer journeys." url: "https://hashnode.com/@botsailor" --- @botsailor # BotSailor @botsailor · Bangladesh · Joined August 2026 Building the infrastructure for omnichannel automation. Insights on APIs, webhooks, and scaling AI-driven customer journeys. [Website](https://botsailor.com/) ### [Why Multi-Agent Systems Fail: 6 Failure Modes and How to Catch Them](https://agenticplaybook.hashnode.dev/why-multi-agent-systems-fail-6-failure-modes-and-how-to-catch-them?utm_source=hashnode&utm_medium=feed) Six multi-agent system failures that don’t crash anything, and the traces and guards that expose them before production does. 7 min read · [agenticplaybook.hashnode.dev](https://agenticplaybook.hashnode.dev/why-multi-agent-systems-fail-6-failure-modes-and-how-to-catch-them?utm_source=hashnode&utm_medium=feed) [3d ago](https://hashnode.com/posts/why-multi-agent-systems-fail-6-failure-modes-and-how-to-catch-them/6af19ec2731ec6d0b6021ac6) ### [Tool Use in Agentic AI: Designing Tools Your Agent Won’t Misuse](https://agenticplaybook.hashnode.dev/tool-use-in-agentic-ai-designing-tools-your-agent-won-t-misuse?utm_source=hashnode&utm_medium=feed) A practical design guide with Python code: validate arguments, scope permissions, gate risky actions, and keep every tool call auditable. 13 min read · [agenticplaybook.hashnode.dev](https://agenticplaybook.hashnode.dev/tool-use-in-agentic-ai-designing-tools-your-agent-won-t-misuse?utm_source=hashnode&utm_medium=feed) [Oct 26](https://hashnode.com/posts/tool-use-in-agentic-ai-designing-tools-your-agent-won-t-misuse/6adf2a3fa962d38613b95b89) ### [What 30 Days of Writing About Agentic AI Taught Us](https://agenticplaybook.hashnode.dev/what-30-days-of-writing-about-agentic-ai-taught-us?utm_source=hashnode&utm_medium=feed) Nine articles, five lessons: what building AI agents for real customer conversations taught us about handoffs, memory, governance, and omnichannel automation. (152 characters) 8 min read · [agenticplaybook.hashnode.dev](https://agenticplaybook.hashnode.dev/what-30-days-of-writing-about-agentic-ai-taught-us?utm_source=hashnode&utm_medium=feed) [Oct 22](https://hashnode.com/posts/what-30-days-of-writing-about-agentic-ai-taught-us/6ad9e3c9f93d625a6775104d) ### [Agent Handoffs: Passing Work Between AI Agents Without Losing Context](https://agenticplaybook.hashnode.dev/agent-handoffs-passing-work-between-ai-agents-without-losing-context?utm_source=hashnode&utm_medium=feed) Most multi-agent failures happen between agents, not inside them. Here’s a practical pattern for handoffs that keep context intact. 6 min read · [agenticplaybook.hashnode.dev](https://agenticplaybook.hashnode.dev/agent-handoffs-passing-work-between-ai-agents-without-losing-context?utm_source=hashnode&utm_medium=feed) [2](https://hashnode.com/posts/agent-handoffs-passing-work-between-ai-agents-without-losing-context/6ad46f72eab3dbb46bd75302) [Oct 18](https://hashnode.com/posts/agent-handoffs-passing-work-between-ai-agents-without-losing-context/6ad46f72eab3dbb46bd75302) ### [Multi-Agent Systems for Omnichannel Commerce: One Brain, Many Channels](https://agenticplaybook.hashnode.dev/multi-agent-systems-for-omnichannel-commerce-one-brain-many-channels?utm_source=hashnode&utm_medium=feed) A practical blueprint for orchestrating specialist AI agents across WhatsApp, Instagram, Telegram and Messenger. 8 min read · [agenticplaybook.hashnode.dev](https://agenticplaybook.hashnode.dev/multi-agent-systems-for-omnichannel-commerce-one-brain-many-channels?utm_source=hashnode&utm_medium=feed) [Oct 13](https://hashnode.com/posts/multi-agent-systems-for-omnichannel-commerce-one-brain-many-channels/6ace12aa341b05662b5152aa)