Build the AI engineer of the future with us.
We've spent three years optimizing agents at enterprise scale. Now we're building the system that makes that work repeatable, modular, and yours. A 12-week high-intensity co-development program.
Takes 3 minutes · We review within 48 hours
What you get out of this.
Four outcomes you keep after the engagement ends:
Methodology transfer
The full agent-optimization methodology, packaged as skills your team installs and runs.
Better agents
Measured improvement on the metric you choose: cost, accuracy, reliability, throughput. Before/after every cycle.
Team velocity
Your engineers ship more agents, faster, with fewer iteration cycles. Skills and a shared runtime do the repetitive work.
Lower cost / higher ROI
Concrete reduction in agent compute spend, validated trace-by-trace.
Where the journey begins.
Connect your traces
~30 minNew setup or connector into your existing stack (Langfuse, LangSmith, OTel).
Analyse together
25-min walkthroughWe profile what's running. You add the domain context we can't see in traces.
Joint workshop
Half-dayMap your Agent Development Lifecycle, define the gaps, and set your optimization goal.
Co-develop
12 weeks (weekly 1-hour)Start building and extending your development workflow.
Four deliverables. The Agent Development Lifecycle.
Custom workflows + missing tools
Methodology and tooling packaged for your failure modes. Built once, used forever.
Observability connector
Connect your tracing stack (Langfuse, LangSmith, OTel) with Mutagent.
Dataset + eval system
Datasets and judge prompts derived from your traces. Yours to extend and run on every change.
Agent feedback loops
Automated scenario testing in CI. Real-world HITL signals and business KPIs feeding back.
Two things compound: traces grow the dataset, failures sharpen the rubric. Every cycle gets cheaper.
A real analysis. From real production data.
Built by operators, not observers.
What we learned
Accuracy is meaningless for agents.
Your traces have answers nobody asks for.
Designed does not equal running.
Self-eval doesn't work.
Dorian, Bene, and Burak
Ready to see what's in your traces?
9 questions. 3 minutes. We review every application within 48 hours.
Prefer to talk first?