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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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Zero Trust for AI Workloads: Security When Your Engineers Are Agents
Your AI agent needs a database connection string, an API key for the payment provider, SSH access to a staging server, and permission to deploy to …
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How CalliopeAI Handles Multi-Model Orchestration Under the Hood
Most applications that use large language models are coupled to a single provider. The application calls OpenAI’s API directly, the prompt is …
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Infrastructure as Code in the Age of AI: What Terraform Cannot Do Alone
Terraform changed how we think about infrastructure. Instead of clicking through consoles, we wrote declarations. Instead of tribal knowledge about …
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The AI-Native CI/CD Pipeline: What Changes When Agents Write Code
Your CI/CD pipeline was designed for human developers. Humans who write 50 to 200 lines of code per pull request. Humans who understand the system …
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