Full-range agent engineering, led by the hard specialty.

Agents that run on your own hardware or inside your VPC, so prompts and data never touch a third-party API. For regulated industries, security-sensitive teams, and anyone who simply won’t send their data out.

• Local or self-hosted models, no external inference required
• Runs on your infrastructure, air-gapped if needed
• Full audit trail of every action and decision
• The architecture behind our LocalAgent flagship

Internal agents that do genuine multi-step work across your existing tools, pull data, make decisions, take actions, with approvals wherever the stakes are real.

• Connected to the systems you already use
• Human approval on money, messages, and irreversible changes
• Reliable on long tasks, not just one-shot prompts

The tool layer is where agents succeed or fail. We build clean, safe Model Context Protocol servers that wire your systems and data into any agent or assistant, Claude, your own, or off the shelf.

• Typed tools with sane permissions and rate limits
• Read/write separation and approval gating built in
• Works with any MCP-compatible client

Planner-executor loops, specialized sub-agents, and hand-offs, with the guardrails that stop long tasks from spinning or going off the rails.

• Anti-loop detection and automatic escalation
• Model routing between fast and strong models
• Observability into every step the system takes

Grounded answers over your own documents and data, built to stay accurate as your content changes, with citations so people can trust and verify.

• Retrieval over your private corpus
• Citations and freshness, not confident guesses
• Runs locally where privacy demands it

Cheap models do the legwork; strong models handle the hard calls. You get the quality where it matters and a predictable bill everywhere else.

• Per-task routing by difficulty
• Local-first, escalate only when needed
• Spend visibility and hard caps