ai-agents llm-ai gpt-workflows ai-audit execution-logging ai-research reproducibility observability provenance ai-operations research-infrastructure operational-memory

A structured collaboration model for working with AI systems in technical and analytical contexts. Compatible with the AI Interaction Framework.

Personal AI Operations Platform - Unified infrastructure for managing AI providers, agents, and workflows

Profile README outlining my work in AI operations and quality, including data preparation, output review, and documentation.

Practical AI operations and quality work: data preparation tools and documented AI output quality reviews.

33 production n8n workflows built with Claude + n8n-MCP — 60-point audit framework, failure patterns, agentic build protocol

AI Infrastructure Expert | Helping executives and scaling companies turn fragmented AI tools into intelligent, measurable systems for growth

Field notes and operating patterns for agentic development

Enterprise-grade AI operations and governance SOP framework covering incident response, safety, release management, data governance, and compliance workflows.

A structured methodology for interacting with large language models as probabilistic reasoning systems within analytical and operational workflows.

Agentic AI system for Nordic wind-turbine manufacturing using AWS Bedrock and Claude, reducing downtime, enforcing safety, and preventing high-cost mechanical failures.

AI ops work samples: audit workflow, prompts, QA