Codebase Analysis via Local LLMs on MLX
Evaluating Qwen 2.5 and GLM-4 strictly within local hardware bounds for complex relational structure parsing.
Recent Field Notes
Observations on middlebox behaviors, edge routing, and local compute optimizations.
Structural AST Optimization
Bypassing standard serialization degradation in high-throughput database environments.
Analysis in Constrained Networks
Understanding active state handling and MTU padding structures under strict middlebox scrutiny.