a one-person agent-infrastructure lab

Most agent projects die between demo and production. I close that gap.

I'm Dakota. dkta labs is my one-person lab: I build agent-native infrastructure, and I help a small number of teams ship the systems behind their agents — memory that persists, retrieval that holds up, evaluation that catches failure before users do.

proof, not slides

Everything I'd recommend, I've already built and run in production:

engramagent memory — context, search, access controllive
extractagent-facing web retrievallive
tavernbenchlong-horizon agent evaluationlive
control-planeself-hosted gitops — commit is the deploylive

engram & extract are metered over x402. I also contribute to open-source agent tooling, including Hermes Agent.

how I help

Start with a week.

A one-week paid discovery → a written brief and a build plan concrete enough to hand to any engineer. From there I build it, or your team does — your call.

agent infrastructure & runtime memory · retrieval · context tool & API surfaces evaluation & feedback loops deployment & hardening

I take a few engagements at a time. Every recommendation traces back to something I've already shipped.

where this is going

Software you talk to instead of operate — one agent that represents you in digital space, so you deal with it, not a dozen apps and dashboards. That's the frontier I build toward, and it's why the systems I ship for clients are built for where agents are going, not just where they are.