Science at scale. Stories from the foundation.

Insights & Ideas August 12, 2026 Schema as Workflow Grammar Twenty-eight minutes into a conversation, a senior pharma infrastructure architect stopped and asked what formal language describes a research workflow. Terraform has one. Cedar has one. Scientific work needs one too, and it was already written down: the Relational Workflow Model, where the schema is the workflow. Insights & Ideas June 8, 2026 Agents are Brains. They Need Bodies. The uncomfortable truth: Your AI agents are smarter than your infrastructure. Insights & Ideas May 12, 2026 When Scientific AI Forgets How It Got There Scientific AI without deterministic provenance becomes institutionally dangerous. News & Announcements April 1, 2026 DataJoint Enables Seamless Migration of CWL Pipelines to Its Governed, Reproducible Scientific Data Infrastructure DataJoint today announced native support for converting Common Workflow Language pipelines into DataJoint pipelines, enabling research organizations to immediately modernize existing scientific workflows. Community & Events March 16, 2026 DataJoint at CoSyNe 2026: Building AI-Ready Data Workflows for Neuroscience What does it take to make your lab's data infrastructure ready for AI? At CoSyNe 2026, we shared a framework and three live demos. News & Announcements March 12, 2026 Dave Schuette Joins DataJoint Board of Directors Pharma-tech veteran Dave Schuette joins DataJoint's Board as the company brings Agentic AI to pharmaceutical R&D. News & Announcements February 26, 2026 DataJoint Launches Agentic AI Control Layer for Scientific Workflows Enabling Defensible and Reproducible AI in Regulated R&D. Company to Showcase at PMWC 2026 and Lab of the Future USA Congress. News & Announcements November 12, 2025 Welcoming John Apathy to the DataJoint Team as Strategic Advisor DataJoint welcomes industry leader John Apathy as Strategic Advisor to advance AI-powered transformation in life sciences research. Community & Events November 12, 2025 DataJoint at SfN 2025 From MICrONS to the Future of Neuroscience Data. Community & Events November 11, 2025 DataJoint at the PharmStars PharmaTech Innovation Summit Advancing Trusted, AI-Ready Science in Biopharma R&D. News & Announcements October 13, 2025 Brian Napack Joins DataJoint as Strategic Advisor to Advance Scientific Research Brian Napack brings decades of expertise in education, scientific research, and technology to DataJoint, supporting its mission to revolutionize data management and AI. News & Announcements October 10, 2025 DataJoint Raises $4.9M to Transform Life Sciences Data Management with AI DataJoint has secured $4.9M in Seed funding to expand its AI-powered platform, revolutionizing data management and research workflows in life sciences and pharma industries. Insights & Ideas September 26, 2025 Neuropixels, Plainly Explained What you'll learn: which probe fits your study, the open tools you need, and how to keep results trustworthy. Community & Events September 22, 2025 DataJoint at Minneapolis: Building AI-Ready DataOps for Modern Neuroscience DataJoint visited Minnesota to help neuroscience labs streamline research and build more reliable, AI-ready data practices. Community & Events September 5, 2025 DataJoint at SENC 2025 DataJoint met leaders in organoids and human-relevant models to advance reproducible workflows. Insights & Ideas August 26, 2025 AI and the Evolution of Relational Schemas Can AI thrive without structure? Why relational schemas are essential for AI to produce reliable, trustworthy results, and need not be rigid. Insights & Ideas August 21, 2025 Insight Entrepreneurship: A New Vision for Science What if scientists were also stewards, strategists, and storytellers of knowledge? Introducing a new model for revitalizing science through ownership, integrity, and impact. Insights & Ideas August 19, 2025 The Power of Schemas Relational databases aren't rigid bureaucracy: they stem from mathematical rigor. Schemas do more than metadata; they actively enforce relationships. Insights & Ideas August 14, 2025 Restoring Gold Standard Science A new Executive Order promises to restore the gold standard in science, but risks stifling innovation and deepening politicization. Insights & Ideas August 7, 2025 A New Course for Scientific Discovery The post-WWII compact between science and society has run its course. Neither nostalgia nor restrictive control offers a path forward. Insights & Ideas August 5, 2025 The Great Data Debate The classic tension between schema-on-write and schema-on-read has shaped data systems for decades. Today's lakes, warehouses, and lakehouses try to balance flexibility with rigor. Insights & Ideas August 2, 2025 The New Scientific Enterprise DataJoint and the Future of Knowledge Creation. News & Announcements July 18, 2025 DataJoint to NIH: Trustworthy AI Requires Trustworthy Data Operations The NIH one-year AI action plan should establish a robust DataOps foundation. Community & Events June 11, 2025 DataJoint at MIT: ODIN 2025 DataJoint demonstration and tutorials at MIT's McGovern Institute. Insights & Ideas June 6, 2025 You Only Need Five Query Operators Clarity in Complexity: Why DataJoint's Five Query Operators Are All You Need. Insights & Ideas April 22, 2025 A Better Data Engine for Brain Science Helping labs manage complex data pipelines and laying the foundation for AI-driven discovery Community & Events March 27, 2025 DataJoint Attends CoSyNe 2025 CEO Jim Olson and Founder Dimitri Yatsenko at CoSyNe 2025. Community & Events February 3, 2025 DataJoint at McGill University CEO Jim Olson and Founder Dimitri Yatsenko visited McGill University. News & Announcements January 7, 2025 DataJoint Appoints Former Flywheel Exec Jim Olson as New CEO DataJoint welcomes Jim Olson, former CEO of Flywheel, as CEO to lead its next phase of growth—expanding enterprise partnerships and advancing the scientific data operations platform Community & Events April 16, 2024 DataJoint SciOps Summit + NWB Hackathon DataJoint welcomes researchers and developers from across the neuroscience and neuroinformatics community to our Houston HQ for a five-day event on SciOps and open data standards. Community & Events March 3, 2024 DataJoint Attends COSYNE 2024 DataJoint showcases the future of neuroscience workflows at CoSyNe 2024 Community & Events September 26, 2023 HMS Workshop: Data Workflows for Neuroscience Teams A three-day DataJoint workshop for researchers at Harvard Medical School Community & Events September 26, 2023 ODIN Symposium 2023 ODIN at MIT is building an open data ecosystem to accelerate neuroscience News & Announcements November 11, 2022 A New Operating System for Science DataJoint's new platform enables labs to collaborate at scale, move faster, and publish with confidence Insights & Ideas September 28, 2021 Data needs direction: five clarifications for database design Five ways DataJoint simplifies relational database design—by saying no to SQL’s most harmful features Tutorials & How-Tos June 14, 2020 DataJoint Basics in Ten Minutes A hands-on intro to building your first DataJoint pipeline—tables, inserts, dependencies, and queries News & Announcements August 6, 2018 Preprint: The DataJoint Model Introducing the DataJoint framework—a powerful, reproducible way to manage scientific data and computation in Python or MATLAB Insights & Ideas March 15, 2018 Optional dependencies What’s the best way to handle optional foreign keys? DataJoint weighs three approaches—and explains why NULLs are finally on the roadmap Insights & Ideas January 16, 2018 Aggregation functions within restriction conditions DataJoint makes it possible to write clear, reliable queries for max values and group averages—without breaking entity integrity Insights & Ideas August 14, 2017 Strong Entity Integrity: Part 7 — Division DataJoint makes relational division understandable—treating it as a clear, structured restriction that preserves entity identity Insights & Ideas August 13, 2017 Strong Entity Integrity: Part 6 — Semijoin and antijoin DataJoint avoids SQL join complexity by treating filtering as clear, consistent restriction—making results easier to understand Insights & Ideas August 12, 2017 Strong Entity Integrity: Part 5 — Aggregation Unlike SQL, DataJoint keeps aggregation grounded—ensuring every result stays tied to a real, defined entity class Insights & Ideas August 11, 2017 Strong Entity Integrity: Part 4 — Join DataJoint treats every join as a meaningful combination of entity classes—preserving structure and identity even when simpler keys might suffice Insights & Ideas July 31, 2017 Strong Entity Integrity: Part 3 — Restriction DataJoint preserves entity identity—even when restricting rows—ensuring every query remains logically sound and scientifically meaningful Insights & Ideas July 30, 2017 Strong Entity Integrity: Part 1 By enforcing entity integrity in every operation, DataJoint brings strong data governance and reproducibility to scientific workflows Insights & Ideas July 30, 2017 Strong Entity Integrity: Part 2 — Projection Unlike SQL, DataJoint’s projections always preserve entity identity—ensuring every result still refers to real, named entities Insights & Ideas July 7, 2017 Yet another ORM? Unlike other ORMs, DataJoint is built for science—uniting data, computation, and structure to maintain integrity in research workflows Insights & Ideas June 23, 2017 DataJoint ERDs are DAGs Why DataJoint avoids loops in its diagrams—and how acyclic designs make scientific workflows easier to build, understand, and maintain Insights & Ideas June 22, 2017 Only entity-representing tables DataJoint simplifies databases by treating every table as a real-world thing—and making all connections follow one clear rule Insights & Ideas June 21, 2017 An algebra of entity sets A new, unified language of entity sets, fusing entity-relationship clarity with relational query power Insights & Ideas June 18, 2017 On foreign key syntax Foreign keys in SQL are verbose and error-prone—DataJoint makes them simple, safe, and semantically clear by default Tutorials & How-Tos June 17, 2017 Naming things Why “relational” doesn’t mean what you think—and how DataJoint unifies database theory and real-world modeling in one clear framework Insights & Ideas June 16, 2017 Why reinvent the relational model? Introducing DataJoint’s radical rethink to data design: unifying conceptual and logical design in a single, intuitive model