Stoa Labs

Trustworthy autonomy, engineered.

We explore agentic AI from first principles. Then we engineer what holds.

Your agent works well enough to be taken seriously, but not predictably enough to trust in production. We help technical leaders make that decision with evidence, one workflow at a time.

Exploration

The signal

The exploration is open-ended on purpose: ideas get followed because they are worth understanding. The stoa was the covered walkway in Athens where ideas were explored freely and reasoned from first principles, in the open, in the middle of working life rather than sealed away from it.

Distinguish what can be governed from what cannot, then act deliberately within that distinction.
Inside the research

Engineering

The structure

The engineering is where ideas prove out. We are developing Boundary Engineering, a capability-level method for deciding where model judgment belongs, what authority it should receive, which limits software must enforce, what evidence establishes success, and how failure will be contained.

Autonomy is earned per capability, not granted per agent.

The method

What the lab studies

Inside the research

Harness engineering · Agent extensibility & tooling · Orchestration & durable execution · Context, memory & knowledge · Evals, observability & AgentOps · Agentic-driven development · Frontier research

Services

One workflow. A defensible production decision.

2-3 weeks

Agent Production Boundary Audit

The front door. A fixed-scope diagnostic for one agentic workflow, ending with an evidence-backed decision: recover, re-scope, automate deterministically, require approval, proceed within bounds, defer, or retire.

6-10 weeks

Boundary Remediation & Pilot Rescue

When remediation is justified, we implement the controls, evaluation system, and recovery paths needed to support that decision.

Monthly

Production Assurance & Advisory

After deployment, we help keep the boundary current as the system changes. No change silently expands authority.