#workflows
#bots
Gen 3 AI Bots: Why MCP-Orchestrated Agents Replace Flow Bots
Flowchart bots break when users ask something unexpected. Gen 3 bots use MCP tools and LLM reasoning to handle edge cases without pre-built branches.
4 articles
Flowchart bots break when users ask something unexpected. Gen 3 bots use MCP tools and LLM reasoning to handle edge cases without pre-built branches.
A practical guide to LLM cost optimization: confidence-based model routing, response caching, model tiering, and prompt token reduction. See the cost math for routing 100K queries per month across cheap, mid, and capable model tiers.
30 concrete workflow automation examples using AI-native nodes: agent loops, confidence routing, guardrails, identity gates, and parallel execution — all running on Durable Objects.
We built Aerostack because MCP configuration doesn't scale. Here's how we turned that into a platform where agents build infrastructure for other agents.