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Writing on software, open source, and technical deep-dives.

Cascade Today: An All-in-One Layer for Claude Code

A month in, Cascade is a real product. What I learned about multi-model routing, hybrid retrieval (RAG, RRF, reranking), and improving a coding harness instead of replacing it.

cascadeairag

From ML Experiments to Production AI: My Journey

I have been experimenting with machine learning since 2016, from TensorFlow models to LLM-powered agents. Here is what actually works in production versus what stays in notebooks.

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AI-Powered Development: How I Built ClawDE

ClawDE is an AI development environment with a persistent Rust daemon at its core. Building it taught me where AI agents excel and where they still fall short.

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Building a Self-Hosted Backend: The nSelf Journey

I built nSelf because managed backend platforms kept raising prices and adding lock-in. Here is what I learned building an open-source alternative that deploys with a single command.

nselfopen-sourceinfrastructure

React at Scale: Lessons from Enterprise Applications

Building React applications for Fortune 500 clients taught me that the hard problems are never about React itself. They are about architecture, state management, and team coordination.

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