ENGINEERING
Building an Edge-Vector Database from Scratch
A deep technical walkthrough of AuraDB's architecture — from write-ahead logs to sub-50ms hot reads at scale.
Sarah K.14 min
INSIGHTS
Dispatches from
the build floor.
Technical deep dives, founder stories, and unfiltered takes on building AI products.
PHILOSOPHY · FEATURED
Why We Don't Fund Pitch Decks
The best predictor of startup success isn't a slide deck — it's deployed code. Here's how LockIn Labs evaluates founders differently.
LockedIn Labs TeamMar 20266 min
COMMUNITY
The Tampa Bay AI Ecosystem: A Builder's Map
Tampa is quietly becoming one of the best cities for AI engineers. Here's why — and how to plug in.
Priya Anand8 min
ENGINEERING
Agentic Systems in Production: Lessons from 10K Sessions
What happens when you deploy multi-agent orchestration to real enterprise environments. The bugs, the breakthroughs, and the architecture.
Marcus T.18 min
INVESTING
What AI Investors Actually Care About in 2026
After deploying $4.2M across 8 ventures, here's what separates fundable AI companies from everything else.
Jordan Kim10 min
CASE STUDY
From Solo Founder to Series A in 11 Months
Nadia R. arrived at LockIn with a prototype and no co-founder. 11 months later, MedAlign closed a $5M Series A. Here's the full story.
LockedIn Labs Team12 min
Get the engineering dispatch.
Deep technical content. No spam. Weekly.