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The Last Generation of Coders
There is a generation of software developers currently entering the workforce who will be the last to learn programming the way it has been taught for …
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The F1 Team Model: Why Small Engineering Teams Now Outbuild Enterprises
A Formula 1 team has roughly 800 to 1,000 people. Toyota, the world’s largest automaker, employs over 375,000. Yet an F1 team designs, machines, …
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Outcome Engineering: Why Nobody Wants to Buy Your Hours Anymore
For decades, software consulting ran on a simple transaction: clients bought developer hours. Whether structured as time-and-materials, retainers, or …
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The SaaSpocalypse Is Real -- And It's Just Getting Started
In the first week of February 2026, nearly one trillion dollars in software market capitalization evaporated. Atlassian dropped 35% in a single week. …
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Finding Diagrams in Video Is Harder Than You Think
A 90-minute screen share produces thousands of frames. Most of them are someone’s face. Some are a desktop with Slack open. A few — maybe six — …
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PlanOpticon Is Now Open Source and on PyPI
Today we’re open-sourcing PlanOpticon, our video analysis and knowledge extraction tool. It’s MIT licensed, available on PyPI, and ships …
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The AI-Native Manifesto: Principles for Building in the Agent Era
We are at an inflection point. The tools have changed. The economics have changed. The pace of what is possible has changed. But most of the …
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The Eight-Step Pipeline That Turns Video Into Knowledge
PlanOpticon processes a video through eight sequential steps. Each one checkpoints its output, so failures don’t mean starting over. …
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We Built PlanOpticon Because Nobody Rewatches Meetings
Here’s a truth nobody wants to admit: your team records everything and rewatches nothing. Training sessions, onboarding calls, architecture …
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Smart Routing Across AI Providers Is the Real Unlock
Here’s a dirty secret about building AI-powered tools: no single model is best at everything. GPT-4o is great at vision but expensive for bulk …
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AI Is Not a Department: Why Every Team Needs an AI Strategy
Somewhere in your organization, someone is building an “AI team.” They are hiring data scientists, setting up GPU clusters, and writing a …
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Turning Meeting Transcripts Into Knowledge Graphs
A 90-minute meeting transcript has about 1,100 segments. Each one contains people, technologies, decisions, and relationships between them. The …
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