Information Systems
BaitCheck
Detects patterns of manipulation in online content. Not just what is false — but how it spreads.
Built to understand information behavior, not just claims.
Systems that hold
under pressure.
Polymath Labs builds systems for environments where failure is expensive — under load, under uncertainty, and over time.
Human systems. Machine systems. Information systems.
Founder's note
We divide knowledge into fields.
Nature does not.
Systems interact.
Under load, those interactions define everything.
Polymath Labs works at those boundaries.
Across human systems, machine systems, and information systems.
Not because it's interesting.
Because it's required.
Inspired by a simple observation: nature does not divide itself into disciplines.
Thesis
Not a studio. Not an agency.
Polymath Labs is an independent research and product lab. We design systems where failure is expensive — technically, cognitively, or operationally.
One system. Multiple expressions.
These are not separate products.
They are different surfaces of the same problem space.
Systems interacting under real-world constraints.
The stack
Human Systems
Loadstarlab
Research and tooling around physiological, cognitive, and life load.
An attempt to model human performance under stress, recovery, and constraint.
Adaptive Learning
FLUENT
A language learning system where user velocity defines the curriculum.
Adaptation is the product, not a feature.
Execution Systems
Quorum
An LLM orchestration system for structured multi-agent execution.
Designed for real workflows, not demos.
Leverage Tools
Vector
A job-search execution layer from positioning to application and follow-through.
Designed to compress friction between intent and opportunity.
Simulation Systems
Chronicles
A multi-epoch strategy simulation exploring emergence, conflict, and state evolution.
A controlled environment for complexity.
Axioms
- 01Failure-first design
- 02Correctness is not negotiable
- 03Measure, don’t guess
- 04Long-term over short-term
- 05Abstraction with accountability
- 06Restraint by default
Internal tooling
We build and use our own systems to accelerate design, research, and execution.
Systems used in production environments and ongoing experiments.
- Multi-agent orchestration pipelines
- Structured dev workflows
- Simulation tooling
- Custom MCP integrations
- Generative visual prototyping
Notes
Essays and writing — coming soon.