MirahLabs Publications

MirahLabs Engineering Blog

Technical insights, architectural deep-dives, and system designs authored by our product engineers and AI research leads.

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💻 Python
Python Jun 04, 2026

Python Memory Management: Reference Counting and Generational Garbage Collection

Deep dive into CPython's memory management model: reference counting, memory allocation arenas, and how generational garbage collection resolves cyclic references.

⏱️ 9 min read Read Article
💻 Artificial Intelligence
Artificial Intelligence Apr 25, 2026

Quantization Techniques for LLMs: FP16 to INT4 and GPTQ

Deploying LLMs on local hardware requires massive memory footprint reductions. Learn how post-training quantization techniques like GPTQ and GGUF compress models from FP16 to INT4.

⏱️ 9 min read Read Article