Nadhebe

Tutorials

Expert engineering insights, practical implementation guides, and technical breakdowns.

51 articles

01
Tutorials

Fine-Tuning DeepSeek-R1 Distill with Unsloth on Consumer GPUs: Complete Walkthrough

Step-by-step guide to fine-tuning DeepSeek-R1 Distill reasoning models on a single 16GB or 24GB GPU using Unsloth 2x faster kernels, QLoRA, and GGUF export.

Nadhebe Team · · 16 min read
Vintage editorial collage illustration of a GPU processor, training loss charts, and botanical leaves on a terracotta background
02
Tutorials

How to Create AI Influencer Video Ads with ChatGPT & Google Flow: 3-Scene Visual Continuity Guide

Master step-by-step workflow for generating photorealistic AI characters in ChatGPT and directing 30-second multi-scene video ads in Google Flow with zero drift.

Nadhebe Team · · 12 min read
Minimalist vintage editorial illustration representing AI character video ads and Google Flow storyboard on soft olive background
03
Tutorials

How to Create AI Influencer Presenters with ChatGPT & Google Flow Omni: Long-Form YouTube Guide

Step-by-step tutorial on rendering photorealistic AI character portraits with ChatGPT and generating continuous long-form YouTube presenter videos in Google Flow Omni.

Nadhebe Team · · 14 min read
Vintage editorial mixed-media collage illustration of an AI video presenter with vintage microphones, camera, and filmstrip timeline on a sage green background
04
Tutorials

NotebookLM Audio Overviews & Source Grounding Developer Tutorial

Learn how to build, customize, and steer Google NotebookLM Audio Overviews, synthesize multi-document knowledge graphs, and enforce strict source attribution.

Nadhebe Team · · 10 min read
Vintage editorial collage illustration of audio soundwaves, microphone cutouts, and document stacks on a Warm Cream background
05
Tutorials

How to Build Local Agentic RAG Workflows using LangGraph and Ollama

Step-by-step developer tutorial to build stateful agentic RAG workflows using LangGraph, Ollama, and ChromaDB locally without cloud API keys.

Nadhebe Team · · 16 min read
Vintage editorial collage illustration showing an agentic workflow state graph and neural network nodes on a sage green background
06
Tutorials

Deploying DeepSeek-OCR on Local GPUs for High-Volume Data Pipelines

Step-by-step tutorial to deploy DeepSeek-OCR locally on GPUs for document extraction. Includes context compression math, PyTorch pipelines, layout parsing, and Docker configs.

Nadhebe Team · · 15 min read
Vintage editorial collage illustration showing structured document scanner rays and OCR frames on a soft terracotta background
07
Tutorials

Model Context Protocol (MCP) Architecture and Production API Tutorial

Comprehensive developer tutorial on Model Context Protocol (MCP) architecture. Learn JSON-RPC schema transport over stdio/SSE, tool definition syntax, and Python implementation.

Nadhebe Team · · 16 min read
Vintage editorial collage illustration showing computer connectors and microprocessors on a warm sand background
08
Tutorials

Running Qwen 3.5 27B on Consumer GPUs: VRAM Setup Guide

Hardware setup tutorial to run Qwen 3.5 27B locally on consumer GPUs. Includes INT4 GGUF quantization, FlashAttention-2 compilation, and multi-GPU tensor parallelism.

Nadhebe Team · · 16 min read
Vintage editorial collage illustration showing GPU hardware benchmarks and inference performance metrics
09
Tutorials

Running Flux.1 Local Image Generation on Consumer GPUs

Developer tutorial to run Flux.1 open diffusion models locally on consumer GPUs using ComfyUI. Covers Schnell vs Dev, NF4 quantization, 8GB VRAM offloading, and LoRA setup.

Nadhebe Team · · 15 min read
Vintage editorial collage illustration showing open diffusion generation nodes and graphics pipelines
10
Tutorials

How to Run DeepSeek R1 Locally with Ollama: Complete Guide

Complete developer setup guide to run DeepSeek R1 locally using Ollama. Includes VRAM memory formulas, GGUF quantization comparisons, CLI integration, and ChromaDB Python code.

Nadhebe Team · · 14 min read
Vintage editorial collage illustration showing a terminal prompt and LLM chip on a sage green background
11
Tutorials

Optimizing KV Cache Utilization in vLLM Production Clusters

Production tutorial to optimize KV cache utilization in vLLM. Covers PagedAttention virtual memory mapping, memory fragmentation fixes, and prefix caching CLI configs.

Nadhebe Team · · 16 min read
Vintage editorial collage illustration showing vLLM PagedAttention virtual block memory mapping
12
Tutorials

Cloudflare Workers AI Code Mode: Building Edge Agents with Stateless MCP Handlers

Discover Cloudflare Workers AI Code Mode, replacing verbose JSON tool calling with programmatic executable code blocks for stateless MCP handlers.

Nadhebe Team · · 14 min read
Vintage editorial halftone collage depicting Cloudflare edge workers executing programmatic Code Mode MCP scripts on a soft terracotta background
13
Tutorials

Claude Code Troubleshooting Guide: Fixing OAuth Errors, Exit Code 2, and Rate Limits

A comprehensive troubleshooting guide resolving Claude Code CLI errors, including OAuth token refresh loops, exit code 2 script failures, and API rate limit freezes.

Nadhebe Team · · 13 min read
Vintage editorial illustration of terminal error logs, red alert badges, and fix checklists on a soft terracotta background
14
Tutorials

Authoring Custom Agent Skills and Packaging MCP Bundles (.mcpb) for IDE Integration

A step-by-step tutorial on building custom SKILL.md playbooks and packaging zero-dependency Model Context Protocol Bundles (.mcpb) for AI IDEs.

Nadhebe Team · · 13 min read
Retro-tech editorial graphic showing packaged archive bundles and SKILL.md manifests on a soft mint background
15
Tutorials

Claude Code Hooks Mastery: Automating PreToolUse, Guardrails, and Lifecycle Events

A complete guide to configuring synchronous shell hooks in settings.json, enforcing exit code 2 guardrails, and intercepting dangerous tool calls in Claude Code.

Nadhebe Team · · 14 min read
Minimalist vintage editorial illustration showing synchronous shell hooks intercepting dangerous tool calls on soft sage green
16
Tutorials

Cursor MCP Not Working: Troubleshooting Connection, Path, and JSON Configuration Errors

Fix Cursor Model Context Protocol (MCP) server issues, including failed connection statuses, missing node environment paths, and JSON syntax errors.

Nadhebe Team · · 12 min read
Minimalist vintage editorial collage showing Cursor settings red indicator lights and JSON syntax resolution on a warm cream background
17
Tutorials

Building and Deploying Remote MCP Servers on Cloudflare Workers with Auth0 OAuth

Learn how to build, authenticate, and deploy stateless remote Model Context Protocol (MCP) servers on Cloudflare Workers using SDK v2 Streamable HTTP handlers and Auth0 OAuth2.

Nadhebe Team · · 15 min read
Minimalist vintage editorial collage illustrating remote MCP server nodes on Cloudflare Workers secured by Auth0 identity badges
18
Tutorials

Google Gemini CLI Tutorial: Ingesting Multi-Repository Context and Terminal Workflows

Master Google Gemini CLI (@google/gemini-cli) for multi-repository codebase ingestion, PDF system architecture parsing, and terminal developer workflows.

Nadhebe Team · · 13 min read
Minimalist vintage editorial collage showing multi-repository file trees and terminal commands in Google Gemini CLI on soft olive
19
Tutorials

MCP Authentication Errors: Resolving 401 Unauthorized, Expired Bearer Tokens, and Auth0 Scopes

A complete troubleshooting guide for diagnosing and fixing Model Context Protocol (MCP) HTTP authentication errors, 401 Unauthorized responses, and OAuth token expiration.

Nadhebe Team · · 13 min read
Minimalist vintage editorial collage showing encrypted locks and 401 error resolution badges on a soft olive background
20
Tutorials

Securing Remote Model Context Protocol (MCP) Infrastructures with Auth0 and Cloudflare Wrangler

A comprehensive security blueprint for securing remote HTTP MCP server endpoints using Auth0 OAuth2 access token verification and Cloudflare Wrangler encrypted secrets.

Nadhebe Team · · 14 min read
Vintage editorial halftone graphic showing encrypted locks and OAuth tokens securing Cloudflare Wrangler Worker endpoints on a warm sand background
21
Tutorials

vLLM CUDA Out of Memory (OOM): Fixes for max_model_len, gpu_memory_utilization, and PagedAttention

Resolve vLLM CUDA Out of Memory errors when serving DeepSeek R1 and Llama models using VRAM allocation flags, KV cache quantization, and tensor parallelism.

Nadhebe Team · · 13 min read
Vintage editorial illustration comparing VRAM block allocation charts and CUDA memory management on a soft sage green background
22
Tutorials

How to Build a Custom MCP Server in TypeScript

A complete, step-by-step developer tutorial on how to build, test, and deploy a custom Model Context Protocol (MCP) server from scratch using TypeScript.

Nadhebe Team · · 18 min read
Retro-tech editorial graphic showing a server stack and TypeScript logo
23
Tutorials

How to Deploy DeepSeek R1 on AWS using vLLM

A comprehensive infrastructure guide on deploying the DeepSeek R1 open-weight model on AWS using EC2, vLLM, and Docker for high-throughput enterprise inference.

Nadhebe Team · · 22 min read
Retro-tech editorial graphic showing cloud infrastructure interacting with an AI data node
24
Tutorials

The Complete Gemini API Developer Guide (2026)

Master the Google Gemini API with this comprehensive tutorial. Learn how to structure API payloads, handle multimodal inputs, implement function calling, and manage API keys securely.

Nadhebe Team · · 14 min read
The Complete Gemini API Developer Guide (2026) Native processing of text, vision, and audio Text Prompt Image Data Video / Audio Gemini 1.5 1M+ Token Context Structured JSON Output
25
Tutorials

How to Analyze Meta Tags for SEO: Step-by-Step Tutorial

Learn how to systematically audit HTML title tags, meta descriptions, canonical URLs, and OpenGraph social cards to maximize search visibility and click-through rates.

Nadhebe Team · · 7 min read
Developer running an automated SEO meta tag audit workflow
26
Tutorials

How to Integrate MCP Server in VS Code & Cursor

A comprehensive guide on integrating the Model Context Protocol (MCP) server into your VS Code and Cursor environments to supercharge your AI workflows.

Nadhebe Team · · 12 min read
Collage art showing MCP integration into VS Code and Cursor
27
Tutorials

How to Integrate MCP Servers with Claude Desktop

A comprehensive developer guide to configuring and integrating the Model Context Protocol (MCP) with the Claude Desktop app. Learn how to expose local tools, debug connection issues, and build your AI engineering workflows.

Nadhebe Team · · 12 min read
How to Integrate MCP Servers with Claude Desktop Context-aware integration via JSON-RPC Claude Desktop JSON-RPC MCP Server Exec/Read Local Resources
28
Tutorials

The Ultimate vLLM Deployment Guide (2026)

Learn how to deploy and scale open-source LLMs using vLLM. Master PagedAttention, continuous batching, and GPU VRAM optimization for production AI inference.

Nadhebe Team · · 16 min read
The Ultimate vLLM Deployment Guide (2026) Memory fragmentation vs contiguous block allocation Standard KV Cache High Fragmentation VS vLLM (PagedAttention) Zero Fragmentation Available for Batching
29
Tutorials

Gemini AI Photo Generator: How to Generate Images with Gemini (2026 Guide)

Master prompt engineering, style parameters, aspect ratios, and Imagen 3 integration for generating high-resolution photos with Google Gemini.

Nadhebe Team · · 7 min read
Clean minimalist aperture illustration of Gemini AI Photo Generator
30
Tutorials

Gemini API Examples for JavaScript & Node.js (2026 Developer Guide)

TypeScript and Node.js code examples using @google/genai for streaming chat sessions, structured Zod JSON outputs, and function calling.

Nadhebe Team · · 8 min read
Node.js JavaScript SDK code blueprint illustration of Gemini API
31
Tutorials

Gemini API Key Not Working? How to Fix 403, 429 & Quota Errors

Troubleshooting guide for fixing common Google Gemini API errors including API Key Not Found, 403 Forbidden, 429 Rate Limit, and INVALID_ARGUMENT.

Nadhebe Team · · 7 min read
Clean minimalist error shield illustration of Gemini API troubleshooting
32
Tutorials

Gemini API Examples for Python: Complete Developer Guide (2026)

Hands-on Python code samples for text generation, structured JSON outputs, image vision parsing, and streaming responses with the Google Gen AI SDK.

Nadhebe Team · · 9 min read
Python SDK code blueprint illustration of Gemini API
33
Tutorials

Google Flow AI Video Generation Guide (2026 Tutorial & Workflow)

Learn how to use Google Flow for AI video generation, pre-production storyboarding, Veo model integration, and cinematic camera prompts.

Nadhebe Team · · 8 min read
Clean minimalist film strip illustration of Google Flow AI video generation
34
Tutorials

Gemini CLI Complete Setup & Command Guide (2026 Developer Tutorial)

Learn how to install, configure, and automate your terminal workflows with Gemini CLI on Windows, macOS, and Linux.

Nadhebe Team · · 8 min read
Clean minimalist terminal illustration of Gemini CLI workflow
35
Tutorials

Claude Desktop Download & Setup Guide: Installation, MCP Tools & Permissions

A complete guide to downloading, installing, and configuring Anthropic's Claude Desktop application on macOS and Windows, including local file permissions and MCP integration.

Nadhebe Team · · 11 min read
Minimalist desktop app schematic showing local filesystem permissions and MCP server nodes
36
Tutorials

Claude Code Cheat Sheet 2026: Commands, Keyboard Shortcuts, CLI Flags & Custom Skills

The definitive 2026 Claude Code CLI cheat sheet. Includes every keyboard shortcut, slash command, CLI automation flag, CLAUDE.md config, MCP server setup, and background agent workflow.

Nadhebe Team · · 22 min read
Minimalist technical cheat sheet schematic showing terminal execution shortcuts and slash commands
37
Tutorials

How to Build Custom Claude Code Skills & Subagents (Developer Guide)

A step-by-step tutorial on authoring custom skills, slash commands, and subagents for Claude Code CLI using SKILL.md, AGENT.md, and the Claude Agent SDK.

Nadhebe Team · · 12 min read
Minimalist technical diagram showing custom skill directory structure and slash command routing
38
Tutorials

How to Install and Set Up Claude Code CLI (Step-by-Step Developer Guide)

The definitive cross-platform guide to installing, configuring, and authenticating Anthropic's Claude Code CLI tool across macOS, Linux, and WSL.

Nadhebe Team · · 12 min read
Minimalist terminal installer schematic showing package manager nodes and clean CLI interface
39
Tutorials

How to Use Gemini Canvas: Google's AI Workspace for Writing and Coding

A hands-on tutorial for using Gemini Canvas — Google's collaborative workspace for real-time document editing, code generation, and interactive prototyping with AI assistance.

Nadhebe Team · · 9 min read
Editorial collage illustration of Gemini Canvas collaborative AI workspace with code and document editing
40
Tutorials

How to Use Gemini Notebook (Formerly NotebookLM): Complete 2026 Tutorial

A step-by-step tutorial for using Google's rebranded Gemini Notebook — from setting up your first notebook to executing code in the secure cloud computer, generating PPTX presentations, and syncing across Google Search.

Nadhebe Team · · 12 min read
Editorial collage illustration of Gemini Notebook with data charts and cloud computing elements
41
Tutorials

How to Install and Run Claude Code CLI on Windows (PowerShell & WSL2 Guide)

A complete step-by-step tutorial for developers to install, configure, and troubleshoot Anthropic's Claude Code CLI tool natively on Windows PowerShell and inside WSL2.

Nadhebe Team · · 11 min read
Minimalist technical diagram showing terminal execution of Claude Code on Windows
42
Tutorials

Fixing vLLM Out Of Memory (OOM) Errors: KV Cache & Memory Tuning

A developer troubleshooting guide to resolving torch.cuda.OutOfMemoryError and tuning gpu_memory_utilization in vLLM deployments.

Nadhebe Team · · 8 min read
Technical diagram illustrating GPU VRAM memory division between model weights, KV cache allocation, and activation memory
43
Tutorials

Step-by-Step: Generating Support-Free 3D Models with Kimi K3

A developer tutorial on generating support-free physical 3D models and mechanical assemblies using Kimi K3's scripting capabilities.

Nadhebe Team · · 5 min read
Minimal 3D editorial illustration of a support-free architectural geometric shape on a clean white background
44
Tutorials

How to Use Google Flow Storyboard Studio: Script Uploads, Custom Characters & Scenes

A step-by-step tutorial on importing scripts, uploading custom character reference images, inserting scenes, and locking visual consistency in Google Flow.

Nadhebe Team · · 8 min read
Minimalist mockup displaying a sequence of three frames on a clean white user interface screen
45
Tutorials

Google Flow Storyboard Studio Guide: Missing Script Fix & Troubleshooting (2026)

A complete guide to Google Flow Storyboard Studio in Google Labs, featuring solutions for missing scripts, blank panels, WebGL render bugs, and tool navigation.

Nadhebe Team · · 7 min read
Polished illustration of film strips layered on top of clean floating interface boards in a bright white workspace
46
Tutorials

Step-by-Step Tutorial: Setting Up the YouTube Automation Agent

A tutorial outlining how to clone, configure, and run the multi-agent YouTube Automation Agent using SQLite and Python.

Nadhebe Team · · 6 min read
Step-by-Step Tutorial: Setting Up the YouTube Automation Agent
47
Tutorials

The Developer's Guide to GPT-5.6 Autonomous Agent Orchestration

Learn how to build, deploy, and monitor agent loops using GPT-5.6's Soul flagship capabilities, model tiers, and tool-calling sandboxes.

Nadhebe Team · · 8 min read
Minimalist rendering of interlocking frosted glass shapes floating above a clean light grey workspace
48
Tutorials

How to Deploy Instatic CMS on a VPS Using Docker Compose

Learn step-by-step how to deploy the open-source self-hosted Instatic CMS on a Virtual Private Server (VPS) using Docker Compose and SQLite.

Nadhebe Team · · 8 min read
Minimalist 3D editorial illustration representing Docker container VPS deployment configurations
49
Tutorials

Instatic Visual CMS: Video Walkthrough and Overview

Watch a comprehensive video walkthrough of Instatic CMS, exploring its multi-breakpoint canvas, CSS token compiler, and SQLite database engine.

Nadhebe Team · · 5 min read
Minimalist 3D editorial illustration representing video player overlays and screens
50
Tutorials

Video Walkthrough: Local Setup and HTML Importer Mechanics in Instatic

Watch a video setup guide for Instatic CMS, walking through powershell commands, Bun installation, SQLite backend configuration, and importing layout files.

Nadhebe Team · · 5 min read
Sleek 3D illustration of browser layouts and video timeline panels
51
Tutorials

How to Install and Set Up Instatic CMS Locally

A complete step-by-step developer's guide to cloning, installing Bun, and running Instatic CMS locally on Windows, macOS, or Linux.

Nadhebe Team · · 6 min read
Sleek 3D illustration of terminal commands and database server setups
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