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What We're Building

Company updates, AI-native engineering, and what we're learning while building the foundation for enterprise AI.

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AI infrastructure

Stop Overpaying for Inference With AI Model Routing

Most coding-agent requests don't need a frontier model. Across a million-plus requests a month, intelligently routing AI inference with Actualyze costs over 60% less than sending everything to a frontier model.

Sean Lynch · 11 min read
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AI codingAI infrastructure

Token Compression Is the Wrong Way to Cut Your AI Bill

Tools like RTK and Caveman have promised coding agents 60 to 90% fewer tokens. Priced on the actual bill, the savings mostly vanish and some runs cost more.

David Pippenger · 12 min read
CommunityConferences+1

The Questions Have Changed

Two days at The AI Conference, more than 200 conversations, and one more round of proof about the current state of enterprise AI.

Gary Kevorkian · 5 min read
AI infrastructureCommunity+2

Ai4 2026: Three Days on the Floor, One Question

Actualyze AI at Ai4 2026: what 12,000 attendees, the Hinton–Li–Ng keynote, and three days of enterprise conversations revealed about the shift from adopting AI to governing it.

Gary Kevorkian · 7 min read
AI infrastructureEnterprise AI

The Foundation for Enterprise AI Is Here

We're introducing Actualyze AI, the foundation for enterprise AI, and announcing our $7M seed round. Here's what a year with enterprise teams taught us about ungoverned AI, and what we built because of it.

Rafi Khardalian · 8 min read
AI codingEngineering culture

I Need to Stop Being Amazed

A veteran engineer keeps being astonished by what AI tools can do at full scale, and grapples with the harder challenge of convincing other senior engineers to move beyond "help me write this function."

Jeff Squyres · 8 min read
AI codingEngineering culture

The Gap We Haven't Named Yet

If AI tools compress the years of hands-on coding that once built senior architects, what replaces that path? A veteran engineer examines the growing gap between junior developers and the architectural expertise the industry still desperately needs.

Jeff Squyres · 11 min read
AI codingEngineering culture+1

AI Made the Codebase Feel Shared

AI coding tools changed more than productivity for our team. By lowering the cost of contribution across the codebase, they shifted collaboration from implementation details to intent, and made the whole system feel like shared ground.

Chris Fattarsi · 4 min read
AI infrastructureCommunity+2

NVIDIA GTC 2026 Recap

A firsthand look at NVIDIA GTC 2026 in San Jose, covering the keynote highlights, the rise of Agentic AI, data readiness as the real competitive moat, robotics breakthroughs, cloud inference economics, AI security gaps, and what it all means for enterprise AI strategy.

Gary Kevorkian · 6 min read
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