Thinking out loud

Bypassing Text Serialization: Building a Deterministic Bytecode VM for LLM Tool-Calling

An architectural exploration of using GBNF context grammars to compel local language models to emit compact, native register instructions instead of volatile JSON payloads.

Building Audia: Engineering Low-Latency Application Audio Tapping & DSP on macOS

A deep dive into bypassing macOS kernel space constraints to capture process-isolated audio streams and programmatically execute real-time Biquad filtering.

hello-world