Why Contact Type and Deal Type Must Come First
The filtering hierarchy in investor matching systems: why basic layers prevent random results before sophisticated matching begins
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My Ideal Work Routine
A simple breakdown of my dream workday—from slow mornings to deep focus hours to quality time with my wife.
Who am I?
A personal journey from Puebla to becoming an entrepreneur in AI and machine learning, bridging the gap between technical and business realms.
When Perfect Matches Are Invisible: The Incomplete Data Problem
How a California clean tech investor became invisible to a perfect sustainability deal because one analyst missed recording two industry keywords in the CRM.
Why Investor Intelligence Lives in Email Threads, Not CRM Fields
The most valuable matching signals hide in unstructured email responses, not database properties.
Deal Structure Is a Positioning Strategy, Not a Classification Problem
Why the same deal can be co-investment for family offices and direct for VCs—and how AI agents handle multi-structure matching.
The Data Layer Tension: When Proprietary and Third-Party Systems Collide
Speed versus control in data architecture - why the debate between using existing data layers and normalizing everything reveals fundamental tensions in how we build matching systems.
Deployment Patterns for Custom Agentic Software
Explore why infrastructure automation fails due to mental model gaps, and learn strategies for successful tool adoption.
Building AI-Powered Applications: A Practical Guide
Learn how to build AI-powered applications with practical integration techniques and best practices for modern development.
LLM Prompt Engineering: The Basics
Learn the basics of prompt engineering for LLMs, including techniques, pitfalls, and best practices for optimal AI interaction.