Better questions. Clearer evidence. Stronger decisions.
Ideas for leaders and investigation teams working to turn scattered organizational data into evidence they can understand and act on.
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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.
We Deleted Our Prettiest Screen: From Fingerprints to Near-Duplicate Review
Why we replaced the fingerprints similarity graph with a duplicate review queue — what the canvas cost us, what changed for cases, and what the new numbers actually mean.
From Findings to Decisions: Why Detection Is Only the Beginning
Learn why useful investigation software must help teams organize evidence, test explanations, and decide what deserves action—not merely produce more alerts.