Posts

Illustration of a tiny neural network being compressed for a microcontroller.

Optimizing Small Language Models: Pruning, Quantization, and Deployment for Local Edge Inference

A deep dive into pruning, quantization, and production‑ready deployment of compact LLMs on edge hardware, with code snippets and best‑practice patterns.

Illustration of a data pipeline graph flowing through multiple Luigi workers.

Scaling Luigi for Enterprise Workflows: Architecting High-Throughput Data Pipeline Orchestration for Production-Ready Systems

An in‑depth guide for engineers on turning Luigi into a robust, scalable orchestrator for massive production workloads, covering architecture, scaling tricks, and monitoring.

Diagram of Rust core communicating with multiple LLM provider APIs.

Implementing Lite-LLM: Architecting Rust-Powered Polyglot Bindings for Multi-Provider LLM Integration and Deployment

A step‑by‑step guide to designing a Rust core that exposes idiomatic bindings for Python, Node.js, and Go, enabling seamless multi‑provider LLM orchestration in production.

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Implementing Cgroups v2 Resource Isolation: Control Groups, Unified Hierarchy, and Production Management Strategies

A deep dive into cgroups v2, covering its unified hierarchy, key isolation knobs, and proven strategies for managing resources in large‑scale Linux production environments.

Illustration of a payment flow with a lock symbol representing idempotency.

Implementing Idempotency Keys in Payment APIs: Architecture, Safety Patterns, and Production-Ready Workflows

A step‑by‑step guide to building idempotency key support in payment services, covering architecture diagrams, safety patterns, and production deployment tips.