Mission
We publish findings, notes, and applications to support AI research.
Based in Seattle, the research group focuses on how to bring clarity and reliability to complex AI systems.
Current projects
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Jan·12·2026
Application Development
Dec·16·2025
Advisory Services
Oct·06·2025
Education Materials
Meet DEFINISTIC
We invite researchers, startups and community organizations to collaborate. Contact us to discuss joint projects.

Acknowledgements
Definistic is supported by a mix of project-based funding and consulting engagements.
We’re open to collaboration.
Latest Notes
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I’ve been getting requests to share my learnings on how to setup an agentic software development team. I’ve been delivering… Read more.
1–2 minutes
about

Atanu Banerjee
Principal Investigator / PhD Researcher
Agentic Applications
Partner to:
Several Seattle area Micro VC / Angel Funds (as investor)
Large international Private Equity group (as advisor)
F.A.Q.
How can I try software provided by Definistic?
The Definistic Agent Harness application will be made available for MacOS, Linus and Windows by the end of Q2 2026.
How can I use your datasets, protocols, or templates?
These will be made available through the Definistic Agent Harness. Each resource will list its license and any access conditions. If a dataset is restricted (e.g., sensitive locations or participant privacy or requiring a commercial license from a partner), we’ll note how to request access.
How should I cite something from this site?
Use the citation information on the relevant page when available (publication citation, dataset version, or post date).
When in doubt, cite the page title, Definistic, the year, and the URL.
How do I collaborate or request access to restricted materials?
Email contact@definistic.com with a short description of your project and what you need (e.g., dataset version, intended use, timeline). We typically respond within 3–5 working days.
