Aerostack
Aerostack

#workflows

4 articles

Gen 3 AI Bots: Why MCP-Orchestrated Agents Replace Flow 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.

Navin Sharma
Navin Sharma
6m
Confidence Routing: Let Developers Route Easy Questions to Cheaper Models

Confidence Routing: Let Developers Route Easy Questions to Cheaper Models

Not every message needs your most expensive model. The confidence_router node classifies queries and routes them to the right model tier — saving up to 83% on inference costs.

Navin Sharma
Navin Sharma
6m
AI-Native Workflow Nodes: What Your Orchestration Platform Doesn't Have

AI-Native Workflow Nodes: What Your Orchestration Platform Doesn't Have

19 node types that treat AI as a first-class orchestration primitive — autonomous execution, dynamic model routing, and MCP integration on Durable Objects.

Navin Sharma
Navin Sharma
7m
Introducing Aerostack: Workflows, MCPs, and Intelligent Bots on the Edge

Introducing Aerostack: Workflows, MCPs, and Intelligent Bots on the Edge

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.

Navin Sharma
Navin Sharma
13m