Developer Tutorials & Hands-on Setup Guides

Production-ready code walkthroughs, CLI setup guides, and local LLM deployment instructions.

Self-Hosting DeepSeek-R1 & V3

Step-by-step guide to hosting DeepSeek-R1 locally or on cloud GPUs using vLLM and SGLang.

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Model Context Protocol (MCP) Setup Guide

Learn how to build and connect custom MCP servers to Claude Code and Cursor.

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Prompt Caching Implementation Guide

How to structure System Prompts to slash API token input costs by up to 90%.

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Local LLM Serving for Developers

Compare Ollama, LM Studio, and Jan.ai for local code completion setups.

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Guaranteed JSON & Structured Outputs

Enforcing strict JSON schemas across OpenAI, Claude, and DeepSeek APIs.

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AI Subscription & Usage Refresh Cycles Guide

Understand rolling 5-hour windows, monthly seats, and rate limits across Claude Pro, ChatGPT Plus, Cursor, and Copilot.

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