Explore foundations
Ask questions about models, data, systems and infrastructure, even without a defined product.
About Polybee
Research that builds
real capability.
We are a Brazilian AI research and engineering company with a global outlook and an open-core philosophy.
A company dedicated
to AI foundations.
Models are part of a larger system. Data, agents, tools, memory, evaluation and compute also determine how AI works.
Polybee researches and builds at these layers. Our mission is to expand who can understand, build, control and benefit from this technology.
Explore our research agendaRooted in Brazil
Portuguese is a research question.
Language and context shape what systems need to be.
We want Portuguese to be treated as a first-class language in models, data, voice, multimodality and evaluation.
Building from Brazil means developing our own expertise while participating in a global frontier. We combine international collaboration with a real ability to choose.
Research and engineering
Investigate. Build. Evaluate.
Build artifacts
Connect inquiry with code, tools, models and infrastructure that can be used in the real world.
Measure and learn
Examine behavior, recognize limits and use results to guide new questions.
Open-core sustainability
Openness and continuity.
Sharing knowledge can accelerate an ecosystem. Research also requires resources, infrastructure and time to investigate hard problems.
We open components when doing so expands collective capability, while developing intellectual property, products, licensing, infrastructure and services that sustain the mission. The availability and terms of each technology should be verified when it is released.
Read the open-core principleScientific output
Documented research.
Public artifacts.
F3-AGI v4.0 is Polybee’s first published research work, authored by Henrique Oliveira. The preprint describes a neuro-symbolic architecture and three empirical studies; code and evaluation logs are publicly available.
The manuscript has not undergone peer review. Publication on arXiv is pending endorsement.
Explore F3-AGI v4.0Collaboration with
our own identity.
Polybee and i9-hub are distinct, complementary organizations. Polybee is neither an internal department nor an exclusive supplier to i9-hub.
Conversations started on this site go to Polybee.
Explore ways to collaborate