Building deterministic systems that translate complex rules into reliable workflows
I specialize in compliance automation, AI agent methodology, and deterministic systems architecture. From OSHA recordkeeping to multi-agent orchestration, I build tools that bring engineering rigor to probabilistic models.
Bringing engineering rigor to probabilistic models
Validation First
AI outputs are treated as proposals, not facts. Every output is validated against strict schema and logic constraints before being used.
Human-in-the-Loop
We design workflows where humans review critical decisions, optimizing for high-leverage intervention rather than full automation.
Messy Inputs, Clean Outputs
The real world is messy. Our systems excel at ingesting unstructured data (texts, emails, PDFs) and structuring it for downstream systems.
Building for the real world
OSHA Compliance Tool
LiveTransform scattered incident records into OSHA-compliant forms. Handles messy inputs (texts, emails, spreadsheets) and generates Form 300A + ITA files in minutes.
- Upload any document format
- LLM-powered classification
- Form 300A PDF generation
Next Project
Coming SoonBuilding deterministic systems that bring engineering rigor to probabilistic models. More projects coming soon.
From the blog
How to Determine if an Injury is OSHA Recordable
Step-by-step guide with decision flowchart and real-world examples for small business owners.
OSHA February 1 Deadline 2026: Complete Guide
What small fleet and logistics businesses need to submit, how to prepare Form 300A, and avoid penalties.
Small Fleet OSHA Compliance Checklist
Complete guide covering recordkeeping, posting, training, and deadlines for delivery and logistics businesses.
Builder, systems architect, AI agent specialist
I build AI systems that bring engineering rigor to probabilistic models. My approach: validation layers, human-in-the-loop workflows, and deterministic constraints that make AI agents reliable enough for regulated environments.
From compliance automation (OSHA recordkeeping) to multi-agent orchestration, I specialize in translating complex rules into workflows that actually work. Calm, practical, precise—code over consensus.
Learn More About My WorkLet's work together
Looking for help with compliance automation, AI agent methodology, or deterministic systems architecture? Get in touch to discuss your project.
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