Industry Insights
Perspectives on the industries we build for — from the engineers who build in them.
13 posts
Karpathy Scored Every U.S. Job on AI Exposure. GovTech Has the Most to Gain.
OpenAI co-founder Andrej Karpathy’s AI exposure analysis highlights document-heavy knowledge work as most disrupted. In government contracting — where competitive advantage is built on information synthesis — 1M context windows don’t just improve workflows. They reshape who wins.
Karpathy Scored Every U.S. Job on AI Exposure. Field Services Is the Disruption Nobody’s Talking About.
Andrej Karpathy’s AI exposure analysis focuses on digital work, but the biggest operational disruption may be in field services — where the information layer that determines fix rates, dispatch efficiency, and knowledge transfer is ripe for AI transformation.
Karpathy Just Scored Every U.S. Job on AI Exposure. Here’s What It Means for Legal.
OpenAI co-founder Andrej Karpathy’s new AI exposure analysis puts legal professionals near the top of the disruption index. With 1M context windows now at standard pricing, the shift from theoretical to operational is already underway.
Claude's 1M Context Window Just Went GA at Standard Pricing. Here's Why That Matters for Your Operations.
Anthropic made the full 1M token context window generally available for Claude Opus 4.6 and Sonnet 4.6 at standard pricing — no multiplier, no premium tier. Here's what that structural shift means for legal, healthcare, financial services, manufacturing, and software development.
Your Customers' Data Just Got Smarter: What Google's New AI Embeddings Mean for Your Business
Google just launched multimodal AI embeddings — and it changes the game for how small and mid-size businesses can build intelligent apps that actually understand their data.
Why Most IoT Platforms Fail — And What Smart Device Companies Do Differently
Most IoT platforms fail not because of the technology itself, but because organizations fundamentally underestimate the operational complexity of connected systems at scale. Here's what smart device companies actually do differently.
The Factory Floor Doesn't Care About Your AI Hype — Here's What Actually Works
Most AI implementations in manufacturing fail not because the technology is broken, but because the people selling it don't understand your world. Here's what actually works — from predictive maintenance to computer vision for quality control.
AI in Healthcare Isn't About Replacing Clinicians — It's About Giving Them Superpowers
Healthcare AI isn't about replacing doctors. It's about building systems that make clinicians exponentially more effective, safer, and less burned out — from diagnostic imaging to ambient documentation.
Financial Services Firms Are Sitting on a Gold Mine of Data — Most Just Don't Know How to Mine It
Financial institutions have terabytes of transaction data, customer interactions, and market signals — and do remarkably little with it. The firms winning right now aren't the ones with the most data. They're the ones turning it into action.