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Your AI credentials don’t matter. Your artifacts do.
For a while, the conventional assumption was that the way into the AI job market was to learn more tools. Take another course, get another badge, add "prompt engineering" to…
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The Part of AI Work That Actually Compounds
Most of my AI work habits formed gradually. Skills sharpen: better at structuring prompts, more deliberate about context, better at steering conversations toward useful output. But there was a gap…
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The Brief Is the Work
For most of the early period with AI tools, the default pattern was to treat every interaction like a search query: compress the request into one or two sentences, hit…
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Your AI Coding Agent Needs Supervision, Not Better Prompts
Alexey Grigorev lost 2.5 years of customer data in February 2026. He's an experienced engineer who was consolidating two AWS environments using Terraform, a tool that describes infrastructure in code…
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Every Correction Is Either Lost or Compounded
Imagine a restaurant that serves every dish calibrated to disappoint nobody in particular. Not bad — technically competent, edible, never offensive. But never quite what you wanted, either. You wouldn't…
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When Anyone Can Make Anything
There is a question worth sitting with before the next model drops. Not "what will AI be able to do?" — that question answers itself, reliably, every few months. The…
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What a Robot Religion Tells Us About Intelligence
While most people were asleep on the night of January 29th, an AI agent built a religion. It designed the faith, wrote the theology, created a scripture system, and began…
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The Agent That Moved a Stock
In early February, a piece of open-source software caused Cloudflare's stock to jump 20% in two days. Cloudflare is a major internet infrastructure company — the kind of business that…
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The Machine Learns to Remember
There is a finding from neuroscience that doesn't make the AI coverage rounds, though it probably should. Researchers at the University of Toronto and, more recently, a March 2026 MEG…
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Welcome to Cogniflow AI
Shaping the flow of ideas at the frontier of cognitive systems. Most AI coverage tells you what was announced. This blog is more interested in what it means. This is…