Autonomous Agent Architecture Labs
We design purpose-built AI agents around your tools and data: agents that understand the context of a task, act through the systems you already use and deliver results you can check.
What we build
Tool-connected agents
Agents that read and act through your CRM, ERP, mail, calendar and documents via secure, permissioned connectors.
Context and memory
Retrieval, structured memory and business rules, so the agent knows your products, customers and processes.
Guardrails and evaluation
Test suites, scored evaluations and policy checks that catch wrong answers before your customers do.
Full traceability
Every step, tool call and decision is recorded, so you can see why an agent did what it did.
How we work
Discover
We map one valuable task end to end: inputs, systems, edge cases and what “done” means.
Prototype
A working agent on real data, reviewed with the people who do the task today.
Harden
Evaluations, permissions, fallbacks and monitoring for production.
Operate
We run, measure and improve it with you, then move on to the next task.
What you can rely on
You own it
Code, prompts and data stay yours, with no lock-in to one model provider.
Measured, not guessed
Quality is tracked against evaluations we agree with you upfront.
Safe by default
Least-privilege access and human approval for anything irreversible.
Typical stack
- Claude & GPT models
- Model Context Protocol
- TypeScript & Python
- Postgres & pgvector
- Cloudflare Workers
- OpenTelemetry tracing
Let’s build yours.
Tell us which task you want to hand over. We’ll come back with a first concept and an honest estimate.