Posts
Thoughts and research on AI, finance, and technology.
AI Strategy for Finance & Operations: Beyond Technology to Business Leverage
Frameworks for identifying where AI genuinely creates value in investment organizations, tested through IBM engagements and leadership interviews
Applying Karpathy's LLM Wiki Pattern: Building a Compounding Knowledge Base for Tech Sellers with IBM Bob
Implementing Karpathy's LLM Wiki pattern for structured knowledge management in technical sales and customer success
Data Pipeline Optimization with Karpathy Autoresearch and IBM Bob
Applying IBM Bob with Andrej Karpathy's Autoresearch methodology to optimize data pipelines, achieving an 11.3% efficiency improvement
The Agentic Trust Stack: Observability and Governance
How to navigate developer centric correctness and enterprise grade operational governance for agentic developments
Metadata-Driven Context Engineering for AI Agents
Governed metadata enabling enterprise agents to reason effectively without context pollution
Building a Unified Data Layer: From Manual Validation to AI-Powered Data Governance
How we transformed a legacy data pipeline into a generative AI-ready data foundation for a Fortune 100 asset management firm