AI research lab · development team
Intelligence, applied.
Adhibita is an AI research lab and development team. We study how models and agents hold up in real work, then turn what we learn into optimized tools for everyone, built to do more with the models, budgets and machines people already have.
MUSCLECore
MUSCLEOS
MUSCLEFlex
Latin: applied, brought to bear
adhibita
What we do
Research, development and advice from one team.
Research
We measure before we build.
Evaluation, routing, multi-agent systems and the controls that keep people in charge.
Development
Systems that run in production.
Agent pipelines, applications and evaluation suites, built and shipped with your team.
Advisory
Advice from daily practice.
Architecture, model choice and spend, product strategy and agent operations.
Principle i
Measure before you claim.
Early access
MUSCLE Core
One clean app for your work, tasks and personal life.
Coming soon
MUSCLE OS
A fresh desktop for the computers you already own.
Beta
MUSCLE Flex
One endpoint. The right model for every task, automatically.
Products
See the whole family
Eleven products, one status each.
Journal
Notes from the lab.
Research note · 16 Oct 2026
Qualify first, then compare cost
6 min readField guide · 13 Oct 2026
Evaluate on your own tasks
7 min readEssay · 9 Oct 2026
Agents need a home base
6 min readCustom work and enterprise deploymentsStart a project