#Guide
research notes.
Step-by-step tutorials, how-to guides, and practical walkthroughs.
Master AI Agents from Scratch: The Ultimate No-Framework Beginner's Guide
Build a real AI agent from scratch with plain Python and OpenRouter. This no-framework beginner's guide reveals exactly how tool calling and reasoning loops work under the hood.
The Chasing-Model Trap: Why Upgrading Your LLM Won't Fix Bad Prompting
Stop wasting money on the newest LLM. Learn why prompt technique matters more than model version, and how to get flagship results at a fraction of the cost.
Cloudstream 3 Guide 2026: Best Repositories & The 'No Links' Fix
Master Cloudstream 3 in 2026. Get the working repository list (Phisher, Mega), fix 'No Links Found' with DoH, and optimize your Android TV setup.
The Developer’s Resume Paradox: Building ATS-Proof LaTeX Resumes for 2026
Stop failing the robot filter. Learn why LaTeX is the ultimate weapon for 2026 job hunting and how to build a resume that AI recruiters actually love.
jcode: The High-Performance Harness That's 250x Faster Than Claude Code
Master elite agentic engineering with jcode. Learn how this Rust-based harness uses semantic memory and self-iteration to raise the skill ceiling for AI coding.
Ruflo: Building a 60-Agent 'Hive Mind' for Claude Code (2026)
Master high-performance agent orchestration. Learn how Ruflo (ruvnet) uses WASM boosters and persistent memory to turn Claude Code into a self-learning swarm.
Telegram as Cloud Storage: Why Telegram-Drive is the Ultimate 2026 Hack
Stop paying for Google Drive. Master the 'Telegram as a Backend' strategy with Telegram-Drive (caamer20)—the open-source, Tauri-powered unlimited storage solution.
The /llms.txt Mandate: Building the Machine-Readable Roadmap for AI
Is your site readable for AI? Master the 2026 /llms.txt standard and build a machine-readable sitemap that ensures accurate AI citations and indexing.
RAG is Not Enough: Building 'Agentic Memory' with Vector Databases and Knowledge Graphs
Master the next level of AI retrieval. Learn how to build stateful 'Agentic Memory' using the hybrid Vector + Knowledge Graph architecture for 2026.
Building Custom MCP Servers: The 2026 Guide to Extending Your AI Agent's Context
Master the Model Context Protocol (MCP). Learn how to build production-ready, remote MCP servers with TypeScript, OAuth 2.1, and real-time analytics.
Small Language Models (SLMs) on the Edge: A Developer’s Guide to Local Intelligence
Master Edge AI in 2026. Learn how to deploy SLMs like Phi-4 directly in the browser using WebGPU for privacy-first, zero-latency local reasoning.
How to Use yt-dlp: The Ultimate 2026 Terminal Guide
Learn how to use yt-dlp to download high-quality videos, extract MP3 audio, and bypass throttling. A complete tutorial with copy-paste commands and FFmpeg setup.
Ollama vs. vLLM: Which Local Inference Engine Reigns Supreme in 2026?
The definitive 2026 benchmark comparison. Discover why Ollama owns development and vLLM dominates production. Throughput, latency, and hardware guides.
Best Windows Power Tools in 2026: Free, Fast, and Actually Worth Using
A curated list of free Windows power tools that actually save time — from Microsoft PowerToys to Everything and ShutUp10++. No bloat, no cost, just tools that work.
The Hidden Laptop Tweaks I Used To Make Windows Feel Shockingly Fast Without Spending A Dollar
A deep dive into the invisible Windows bloat that slows down your laptop — from services and startup apps to browser habits and power plans — and how fixing them made my machine feel brand new.
I Built My Own AI Trading Bot. Here's the Brutally Honest Guide to Doing It Yourself
A no-fluff, battle-tested breakdown of how to build an AI trading bot in Python — covering strategy, data, model selection, backtesting, and the real reasons most bots blow up.
The Real Math Requirements for Data Scientists in 2025…Based on Evidence, Not Fear
How much math do you actually need to be a top-tier data scientist? After reviewing 60+ sources, job postings, and practitioner stories, the answer is clearer — and calmer — than you think.