AI Engineering How-To Guides

Step-by-step production blueprints for engineers and machine learning practitioners.

Intermediate · 15 minutes

How to Run Local LLMs with FP8 Quantization on Mac & Linux

Complete step-by-step engineering guide to deploying 14B, 32B, and 70B open-weight LLMs locally with high token throughput using MLX and vLLM.

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Advanced · 25 minutes

How to Build Autonomous Multi-Agent Coding Systems Without Infinite Loops

Architecting resilient autonomous agent pipelines: Sandboxed tool execution, recursion limits, deterministic verifiers, and cycle-breaking algorithms.

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Advanced · 20 minutes

How to Eliminate Hallucinations in Enterprise RAG Systems

Build production-grade Retrieval-Augmented Generation using hybrid vector search, knowledge graph validation, and citation-enforced decoding.

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Intermediate · 15 minutes

How to Cut AI API Token Costs by 70% Using Prompt Caching & Semantic Routing

Production strategies to slash your monthly OpenAI, Anthropic, and Gemini API bills without sacrificing reasoning performance.

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Beginner · 12 minutes

How to Protect Your Job From AI Automation in 2026: The Career Moat Guide

An actionable survival playbook for knowledge workers: Building high-moat skills, cognitive verification, and leveraging AI before it displaces you.

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Beginner · 25 minutes

How to Update to iOS 27 and Experience All Its New Features

Complete step-by-step verification, storage preparation, encrypted local backup, Release Candidate download, and official September 14 OTA installation procedure.

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