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AI
- 3 posts
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The Program You Never Read
You scanned the model's weights and felt safe. But every model ships a second program that runs on every prompt, and almost nobody reads it. On chat-template attacks, and building a scanner for them.
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The model that doesn't generate anything
I benchmarked TypeSafe's Jev against my own assistant's classifier on 1,123 real prompts. It was 27x faster and 26x cheaper — but the more useful finding was that the accuracy number I started with was measuring the wrong thing.
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Building a RAG-Augmented Memory System for AI Coding Assistants
How I built a knowledge graph with 2,200+ entities as an L2 cache behind my AI assistant's memory system — turning 1.9GB of unused session history into queryable institutional memory, all running locally on Apple Silicon.
