AI products for healthcare, finance, and the software behind them.
One engineer builds and operates the portfolio. Inspect the live systems, methods, and documentation.
Products
Each project has a name, a defined job, and an explicit status. Source code can be reviewed during technical due diligence.
Clinical systems
Products for terminology, HL7 transport, and the data pipelines around them.
- Clinical Terminology MCP Seven clinical terminology servers for ICD-10, ICD-11, SNOMED CT, UMLS, LOINC, RxNorm, and UCUM. Local and remote deployment.
- MLLP Server Receives, validates, and routes HL7 v2 messages. One binary with an embedded outbox and audit trail.
- Clinical & financial data Connects clinical and financial systems through standards, schemas, and traceable data pipelines.
Financial intelligence
Products that map markets, capital flows, and acquisition-led companies.
Knowledge systems
Products that turn papers, documents, feeds, and records into searchable or publishable material.
- AI Papers Technical summaries of foundational AI papers, organized by problem, method, results, and limitations.
- Signals A weekly selection of AI and software research, generated by software and reviewed by a person.
- Journalist Turns URLs, PDFs, and videos into reviewed articles and commits them to a publishing repository.
- Life Search Search across personal records and documents.
- News Bias Research Auditable political-bias analysis of 257 articles across seven Finnish news sources.
- Knowledge Search Retrieval over internal documents and databases, with citations attached to each answer.
Developer tools
Small tools for context, verification, model access, protocol lookups, and code generation.
- ctxgrd A deterministic linter for architecture decisions, product requirements, and runbooks.
- wrkgrd Runs a source tree's own build and tests as a release gate.
- llmkit One client API for language models across Go, TypeScript, Python, Rust, Swift, and Java.
- Quantum A coding agent that can use different models and programming languages through llmkit.
- GenAI Composer A node-graph editor for image, video, and music generation. Reference images are labelled per segment, and concepts are reusable across projects.
- Domains Domain availability, RDAP registration data, IP and ASN lookups, in one JSON shape. A REST API and MCP tools. Humans subscribe through Stripe; AI agents pay per call in stablecoin, no account.
- pubgrd Copies a public repository tree out of a private one and fails when a file matches no allow entry, so an omission cannot leak a file.
- claude-box Runs coding agents in a disposable per-task VM on macOS, so project code cannot read host credentials.
- economy-graph An ontology-driven framework for compiling domain economy graphs into validated RDF, extracted from AI Economy.
Automation and delivery
Products for bounded agents, workflows, production integration, and structured experimentation.
- RulesAsCode Finland Executes Finnish unemployment law as logic and returns a Finnish-language justification tree for each decision.
- AI Agents Task-specific agents with defined tool access, approval boundaries, and observable execution.
- Workflow Automation Connects manual steps between systems, including routing, status checks, and approvals.
- AI Implementation Data preparation, system integration, deployment, and monitoring for an AI system moving into production.
- Dark Factory A system architecture for document processing and workflow execution with explicit approval boundaries.
- AI Hackathon Two days that turn employee-identified problems into prototypes, ranked use cases, owners, and a decision date.
- netvisor-cli Imports broker transactions into Netvisor as double-entry vouchers, and exports a company's books for a fiscal period.
Writing
Work written up while it was being done, not after it was sold.
Signals Dive into Claude Code: The Design Space of Today's and …Contact
Send the system, the constraint, and what has to reach production.