#ai
6 articles-
From a Local Chat Client to a Cognitive Environment
A locally owned place for conversation, memory, knowledge and planning—and how a question about a Mac chat client brought years of separate work into the same design.
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AI Engineering 0.5.0: A Knowledge Library Built for Reuse
Reworking our engineering framework into composable skills and focused guides, then comparing it with 0.4.1 through real planning, Rust implementation and code audits.
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AI Recap, Sidebar 2: How Neural Networks Represent the World
From authored ontologies to learned features: how we investigate neural representations, what their geometry can tell us, and where observation gives way to interpretation.
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AI Recap, Sidebar 1: The Soft Threshold's Bargain
Why sigmoid units made gradient-based training practical, how saturation complicates learning in deep networks, and how later methods address gradient propagation.
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AI Recap, Part 1: How Neural Networks Survived Their Second Winter
Returning to neural networks after two decades: the training difficulties, competing methods and continuing research that connect backpropagation to AlexNet.
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Vector Databases Are Just Indexes With Better Manners
Strip the marketing and a vector store is an index that has made peace with being approximately right. That peace is the whole engineering problem.