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Derek Perez

Founder & Principal Technologist of Limbic Systems. After over a decade building startups and leading high-performing teams at Google, he partners with founders and operators who need technical depth and business acumen to navigate what's next.

📍 Silicon Valley

The Necessary Evolution of "Research, Plan, Implement" as an Agentic Practice in 2026

"Vibe coding" gave way to RPI, and now RPI is evolving into something more rigorous. Dexter Horthy's QRSPI breaks down where the original Research, Plan, Implement pattern fails in the real world and shows what a more disciplined agentic workflow looks like in 2026.

Three Agentic Open-Weight Models I'm Paying Close Attention to in March 2026

The open-weights ecosystem is exploding with innovation and unlocking a world of opportunity for agentic practitioners. But where do you start? Here's what has my attention.

Google Workspace launches an unofficial CLI tool for AI agents

A Google Workspace CLI quietly appeared on GitHub this week from Google's Workspace org. The README explicitly flags it as unofficial — likely a 20%-style side project or early incubation.