Fundamental research, automated end to end.
A proprietary ARI platform with its own equations-native language, integrated simulation engine, and proof-backed citation chains — built to solve humanity's greatest problems.
Our Mission
About Uniflow
Fundamental research. Solving humanity's greatest problems.
What we're building
C* — equations-native language. A proprietary programming language with a dimensional type system and ten target runtimes. Write equations once; compile to any execution environment.
Integrated simulation engine. No external solver dependencies. Run experiments from first principles on a self-contained execution substrate with full environment capture and reproducibility guarantees.
Unified typed I/O schemas. Dimensionally consistent, versioned, and portable. Every input and output carries type-level guarantees that prevent unit errors and ensure compatibility across experiments.
Proof-backed citations. Every claim carries an auditable provenance trail linking it to the data, code, and environment that produced it. Regression gates catch drift before it reaches a manuscript.
Why join Uniflow
Own the research substrate. Build C* — an equations-native language with a dimensional type system — and the integrated simulation engine that powers autonomous discovery across disciplines.
AI-native from day one. Work at the frontier of autonomous research — combining LLM agents, structured verification, and proof-backed citation chains in ways no one has shipped at scale.
Hard problems, real stakes. Dimensional type systems, simulation engines, provenance chains, and regression verification. Your work determines whether research results can be trusted and reproduced.
Founding team impact. Join at the ground floor and shape the platform's direction, culture, and architecture. Your decisions will define how the next generation of research gets done.
Why it wins
- Proprietary platform — C* language, simulation engine, and typed I/O schemas under one roof
- Proof-backed citations with regression gates and auditable claim chains
- No external dependencies — integrated simulation engine with ten target runtimes
What we've built
- ✓ C* compiler + dimensional type system
- ✓ Integrated simulation engine
- ✓ Artificial Research Intelligence model
- ✓ Provenance and verification pipeline
Not slideware — real artifacts in private beta.
Proof of Work
Platform
A proprietary research stack: C* language, integrated simulation engine, typed I/O schemas, and proof-backed verification — from hypothesis to paper.
Platform Architecture
Proprietary, vertically integrated stack: equations-native language, simulation engine, typed schemas, and verification pipeline — no external solver dependencies.
C* Language
Equations-native with dimensional type system and ten target runtimes
Simulation Engine
Integrated, self-contained — no external solver dependencies
Verification
Proof-backed claims with regression gates and provenance trails
Typed I/O Schemas
Dimensionally consistent, versioned, portable across experiments
Observability
Metrics, tracing, and diagnostics across every research step
From equations to verified paper
Write the science in C*, simulate on the integrated engine, verify with proof-backed gates — no glue code, no external solvers.
C* Compiler
- •Dimensional type system catches unit errors at compile time
- •Ten target runtimes from a single source
- •Equations-native syntax for natural scientific expression
Simulation Engine
- •Self-contained — no external solver dependencies
- •Full environment capture for reproducibility
- •Provenance trail on every artifact
Verification & Output
- •Independent re-execution to verify claims
- •Regression gates before paper generation
- •Citable, reproducible output artifacts
Want to see it in action? Request a demo
Private Beta: What You Get
Research partners work directly with our team to run a pilot study in their domain. Clear scope, real results, reproducible output.
Pilot study
End-to-end research run in your domain (software engineering, medical research, robotics)
Weekly reviews
Shared backlog, direct access to the engineering team
Clear boundaries
What's platform vs. bespoke — no surprises
Delivery artifact
Verified study + provenance chain + reproducible paper draft
Roadmap
Private beta + pilot studies
C* compiler, simulation engine, provenance pipeline, verification baseline
Additional runtimes + schema expansion
Expand C* target runtimes; extend typed I/O schemas to new research domains
Autonomous multi-study campaigns
From single runs to sustained research programs — always traceable, always reproducible
Roadmap is directional; we iterate with research partners.
Careers at Uniflow
Open Roles
Join the Uniflow team and help us build the future of autonomous research.
Founding Engineer - AI/ML
Mission: Build the AI agents that drive autonomous research — from hypothesis generation to experiment design to verified paper drafting across multiple domains.
What you'll own:
- Research agent pipeline (hypothesis → experiment → verification → paper)
- RAG infrastructure for literature survey with provenance tracking
- Claim validation and regression verification
Founding Engineer - Platform
Mission: Build the execution substrate in Rust — deterministic experiment runs, provenance tracking, and tool orchestration via MCP.
What you'll own:
- Experiment execution engine + reproducibility guarantees
- Provenance chain and verification pipeline
- Tool orchestration layer (MCP integration)
Product Engineer - User Experience
Mission: Own the researcher-facing UX — interactive experiment dashboards, provenance explorers, and paper review interfaces.
What you'll own:
- Research dashboard and experiment monitoring UI
- Provenance explorer and claim-chain visualization
- Paper review and annotation interfaces
Engineering principles
Contact Uniflow
Get in Touch
Interested in partnering, joining, or learning more? Send us a message.
Location
67 Mowat Avenue #530
Toronto, ON, Canada