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Thoughts on AI context, token optimization, and building tools for developers.
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We're working on our first posts. Check back soon for insights on context optimization, embedding strategies, and building with AI tools.
Context Optimization
Embedding Strategies
AI Tools
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Engineering
Feb 6, 2026
Why We Built Our Own Embedding Model
How we went from off-the-shelf embeddings to a custom model that understands code semantics 3x better...
Product
Feb 3, 2026
The Token Budget Problem
Every AI coding assistant has a context window. Here's how to make every token count...
Tutorial
Jan 28, 2026
Setting Up Pyckle with Your CI/CD Pipeline
Automatic re-indexing on every deploy keeps your context fresh without manual intervention...