Ideas, evidence, and better investigations.
Read the business thinking behind Classifyre, then step inside real case files to see how the investigation platform works in practice.
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One Look: Decision Models, System One, and What Five of Them Did With Fifty Messages
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One Bad Friday at a Pump Factory: Four Rescue Ideas, and the One the Evidence Left Standing
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One Look: Decision Models, System One, and What Five of Them Did With Fifty Messages
A decision model does not write. You give it a text and a list of questions, and it answers each with a probability. What that is, where the name System One comes from, why there are suddenly so many, and what five real models did with fifty messages to a bike shop that does not exist.

One Map: EmbeddingGemma 2 Explained, and What It Did on Four Processor Cores
EmbeddingGemma 2 puts text, pictures, sound and video into one vector space, and it is small enough to run without a graphics card. How it works, what came before it, and what we measured when we ran it on a CPU against an invented company's shared drive.

Your Laptop Remembers: How to Find Leaked Secrets in Screenshots, .env Files and Old Notes
An API key in a screenshot, a .env file in an abandoned side project, a text note full of passwords. A step-by-step walkthrough of finding every leaked secret on your own laptop with one Docker command, read-only, without anything leaving the machine.

One Bad Friday at a Pump Factory: Four Rescue Ideas, and the One the Evidence Left Standing
A delivery slips by two weeks and three orders hang on it. Four rescue ideas go on a case board as hypotheses, and one survives. A case file on Nova Manufacturing: an invented pump maker on a real workspace.