Theo

The Theo Platform is a research environment built to help researchers iterate faster, validate rigorously, and reach verified results they can trust.

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Hello, I'm Theo, your research collaborator.

WHERE WOULD YOU LIKE TO BEGIN?

DESCRIBE A RESEARCH PROBLEM

Tell Theo about a question, gap, or limitation you want to explore.

IMPORT EXISTING WORK

Bring in a paper, dataset, or notes you already have.

EXPLORE SUGGESTED DIRECTIONS

Get research directions Theo tailors to your profile.

A faster Path From hypothesis to defensible result

Move at the speed of your best idea

Compare outputs with Council Mode

Ask Theo anything…

YOU

THEO: Build an injection-based null distribution from off-source noise before trusting the coherence statistic.

GPT: Check the coherent null stream first — power surviving there means correlated noise, not new physics.

CLAUDE: Re-subtract across an extended template family before reaching for anything beyond GR.

Compare models in one workspace

Theo puts frontier models with its own fine-tuned, domain-specialized models in the same workspace, so you can compare outputs instead of depending on a single system.

RESEARCH GRAPH TRACING TO COMPUTE RESULT REACHED

Branch and revise without starting over

Research doesn't happen in a straight line. Within the Theo platform, every research session builds a research graph, so when something changes, you can fork the approach, revisit an earlier step, and re-run only the downstream work while the rest of your workflow stays intact.

verified 6/6

Result

partly verified 3/11

Result

disputed

The relativistic and classical values of T₁ differ by ΔT₁ = 5 MeV.

7 correct 1 disputed 5 unadjudicated

Verification and provenance built in

Stress-test claims and preserve the evidence behind your work in a Dynamic Research Object, so results remain inspectable and nothing about how a result was reached gets lost.

Connect to the tools you use

We're building Theo to work with the computational and symbolic tools your team already relies on. We're actively expanding this list, with new integrations added regularly.

Designed for researchers working with complex ideas and evolving workflows.

RESEARCH GRAPH · 12 STEPS PROVENANCE · 5 UPSTREAM STEPS RESULT · TRACED END TO END

a smarter way to do research

Research doesn't happen in a straight line

Assumptions change, hypotheses are refined, and early decisions often need to be revisited. Theo supports this work end-to-end.

Guided by domain-specialized AI

Theo's models are specifically trained to excel at scientific research.

Structure before you execute

Build clear, complete research plans with guided validation (including questions, assumptions, methods, evaluation).

Steer research as it unfolds

Intervene at any step - adjust variables, assumptions, or methods throughout your research.

Re-run only what matters

Modify part of your research workflow without restarting everything.

See how results were produced

Inspect each stage of reasoning and execution, not just the final output.

Catch gaps early

Surface missing assumptions, unclear metrics, or weak methodology before spending any time or compute resources.

Automated mathematical conjecturing

Theo for automated discovery

Theo can help you explore the underlying structure of data to generate plausible relationships for further investigation.

Start with your research domain

Work within established mathematical fields or upload your own structured datasets to explore relationships across known objects and properties.

Define the conjecturing universe

Select the invariants, properties, and targets you want to investigate, guiding the search toward questions relevant to your research.

Explore conjectures with context

Review candidate conjectures alongside their supporting evidence, definitions, and assumptions to evaluate which statements are worth pursuing further.

Theo Framework

A non-linear, collaborative research system with verification and provenance.

Theo Collaborator Framework

Capabilities

Scientific reasoning
Code generation
Literature synthesis
Structured information extraction
Memory & provenance
Non-linear execution and branching

Human Expert / Researcher

Sets goals
Reviews/branches
Approves/redirects
Adds domain judgement

Scientific Tools

Computational tools (Python, Mathematica, Sage, etc.)
Theo Conjecture & Discovery
Scientific modeling
Domain specific physics tools
Deep literature and data search
HPC & scalable execution

Iterate / Refine

Guide / Steer

Iterate / Refine

Orchestrator

Swap / Experiment

Branch / Export / Fork

Revise / Reroute

Theo Model Pool

Frontier models
Specialized models from fine-tuned Open Weights models.
Physics Foundational Models (soon)

Verification & Formalization

Numerical & symbolic verification
Cross-model review
Formalization & proof (Lean support)

Inspect / Curate / Export / Share / Publish

Dynamic Research Object

LIVE

Living research record with claims, evidence, provenance, branches, and formalized outputs.

See what Theo can do for your research

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Theo

Hello, I'm Theo, your research collaborator.

Designed for researchers working with complex ideas and evolving workflows.

Guided by domain-specialized AI

Structure before you execute

Steer research as it unfolds

Re-run only what matters

See how results were produced

Catch gaps early

Automated mathematical conjecturing

Start with your research domain

Define the conjecturing universe

Explore conjectures with context

Theo Framework

Backed by domain-specialized AI for science

Observe & Research

Deep Literature Search

Question Formulator

Evaluator

Hypothesize & Solve

Theo Specialized AI Models

Modular Tools

Test & Analyze

Output & Feedback

DRO Output System

Feedback from Theo Collaborators Program

Feedback from RLHF