Linchpin / Use cases

Use cases

Patterns Linchpin is built for, with the architecture and tradeoffs spelled out. Each page is a working starting point — quickstart code, the shape of the agent definition, and an honest take on when Linchpin is the right fit.

Self-hosted AI agents

§ 01

You need agents on your own infrastructure — compliance, customer data, EU residency, IP, or simple cost control. See the page →

Local-LLM agents with Ollama

§ 02

Agents that run entirely offline, against local model weights via Ollama. Zero outbound calls at runtime. See the page →

Self-hosted Devin alternative

§ 03

An open-source, self-hostable stack with Devin-shaped behavior: autonomous coding agent loops, sandboxed execution, model choice. See the page →