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Curated posts and practical notes in AI Tools.
What image vectorization is: from pixel images to searchable, analyzable vector representations
AI Terms Explained: Agent, MCP, RAG, and Token in Plain Language
How to Tune llama.cpp on 8GB VRAM: Why 32K Is Safer and 64K Needs KV Cache Quantization
Claude Code CLAUDE.md Guide: Rules, Memory, Hooks, and Project Setup Explained
llama.cpp GPU Benchmark: CUDA vs ROCm vs Vulkan Scoreboard and pp512/tg128 Explained
What the Common GPU Inference Benchmark Metrics Actually Mean: FA, pp512, tg128, and Q4_0
A Practical Guide to Common Tensor Formats in LLMs: FP32, FP16, BF16, TF32, and FP8
A 16GB GPU Can Still Run 35B Models: VRAM Compression Strategies for MoE Models in LM Studio
Claude Code Subagents vs Agent Teams: Differences, Use Cases, and Setup Guide
GPT Image 2 Officially Launches: From Generating Images to Commercial Use
nuwa-skill: Turning "distilling a person" from an idea into an executable workflow
OpenAI Introduces ChatGPT Images 2.0: Image Generation Starts Moving Toward Deliverable Output
Karpathy's 65-Line CLAUDE.md: Helping AI Coding Avoid Three Common Mistakes
Claude Code Usage Limits Guide: Reduce Context, Use /compact, and Save Quota
rembg Guide: Local Background Removal with CLI, Python, Docker, and GPU
Ollama Multi-GPU Guide: VRAM Pooling, GPU Selection, and Performance Limits
Google App for Desktop: Bringing AI Search to Windows
Gemma 4 E4B Uncensored vs Official: Safety, Behavior, License, and Local Use
Hermes Agent on Windows: WSL2, Ollama, Local Models, and Telegram Setup
llama-cli -hf Cache Path: Where Hugging Face GGUF Models Are Saved
How to Fix SSL Certificate Verification Failed When llama-cli Downloads from Hugging Face on Windows
codex-quota Practical Guide: Local, Web, and Docker Usage with Original CLI Commands
Using Claude in VS Code: From API Setup to Page Generation
Claude Identity Verification Guide: Requirements, Accepted IDs, Persona, and Failed Checks
Codex Usage Limits: 5-Hour Reset, Weekly Quota, and Credits Explained
RAGFlow Project Notes: Features and Usage of an Open-Source RAG Engine
Firecrawl Project Notes: Web Search, Scraping, and Interaction APIs for AI Agents
Playwright CLI Video Recording: Recording, Chapter Markers, Overlays, and Debugging Tradeoffs
Playwright CLI Session Management: Multiple Browser Sessions, Isolation, Persistence, and Cleanup
Playwright CLI storage state: Save Login Sessions, Read Cookies, and Local Storage
What Is OpenHarness: What This Open Source Agent Harness Can Do
Getting Started with Playwright CLI: Installation, Skills, Sessions, and Essential Commands
Hermes Agent Guide: What It Is, Setup, Features, and OpenClaw Comparison
OpenClaw Dreaming: Machines Start Dreaming While Humans Lose Sleep
How to Use llama-quantize for GGUF Models
Download GGUF Models from Hugging Face with llama.cpp
Codex Usage and Quota Check
What Does `it` Mean in Gemma-4-31B-it
Llama GGUF Quantization Guide: How to Choose Q8, Q6, Q5, Q4, or Q2
How to Access a Local Ollama API Over LAN on Windows
What Models Power fnOS AI Photos: Face, Object, and Semantic Search Stack
Gemma 4 Local Runtime Guide: From One-Command Start to Dev Integration
Drop MCP? Why CLI Is Becoming the Default Tool Layer for Agents
PersonaPlex Quick Guide: Full-Duplex Conversational Speech with Persona and Voice Control
Anthropic's Harness Direction: Agent Infrastructure Is Becoming an Agent OS
OpenClaw and Agent Harness: Why It Looks Like AGI
Sharing an Agent Skill for E-commerce Product Image Cutout and Standardization
How to Use Google Nano Banana for Image Cutouts
What are Ollama cloud models and how do you use them
How to Download a GGUF Model from Hugging Face and Import It into Ollama
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