A local-first AI agent platform built for software development and authorized security operations — your data never leaves your infrastructure.
The Specialized Harness is a high-performance AI agent framework designed to run entirely on your own infrastructure. Built from the ground up in Rust for speed and reliability, it gives your team an autonomous coding assistant and security operations co-pilot that works with local models or cloud APIs — without sending sensitive code or network data to third-party services. Whether you're accelerating development workflows or conducting authorized penetration tests, the harness adapts to your mission.
Unlike cloud-only AI tools, the Specialized Harness runs on hardware you control. Local model support means your source code, security findings, and operational data stay within your perimeter — meeting the strictest data residency and compliance requirements.
Run local models on your own GPUs via Ollama or connect to cloud APIs when appropriate. Multi-host GPU distribution lets you spread reasoning, execution, and embedding workloads across your existing hardware.
An orchestrated execution cycle assembles context, selects tools, enforces permissions, and iterates until the task is complete — with full session persistence and context compaction for long-running operations.
Critical decisions pass through a structured consensus pipeline: plan, draft, debate, verify, and gate. Multiple agents independently validate results before they reach your team, reducing errors and hallucinations.
Use the interactive terminal interface for hands-on work, run headless for automated pipeline integration, or expose it as an MCP server for other tools to consume. Adapts to how your team already works.