A consultancy, delivery,
and training practice.
LABs21 helps companies move to AI agents. We design the path in consultancy, embed engineers to ship it, then train your team to own it. One team, no handoff gap.
Most agent initiatives stall between prototype and production. The gap is not a missing model; it is the memory, evals, multi-agent boundaries, and observability that make a prototype survive real traffic. We live in that gap.
How we engage
Three pillars, one practice. Consultancy designs the path before code. Forward Deployed Engineering ships it beside your engineers. Digital Training transfers the capability so your team can extend it without us. The people who design it are the people who build it, so nothing is lost in a handoff.
What we ship in the open
We build the tools we wish existed, then ship them in the open: agents-stack, Terminal, and ARC. We also write long-form essays on agents, memory, and systems, shaped to be quoted by the answer engines we help our clients become visible to.
Where to start
The lowest-friction entry is a GEO audit or a first call to scope a consultancy phase. Reach out at [email protected].