LLM Quantization Explained: What Q4, Q5, and Q8 Actually Mean for Your GPU
#0501 AI Productivity & Workflows

LLM Quantization Explained: What Q4, Q5, and Q8 Actually Mean for Your GPU

You pulled a model and saw Q4_K_M in the name. Here is what that means, what each level costs in VRAM and quality, and which one you should actually be running.

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LLM Inference Explained: Tokens Per Second, VRAM, and What You Can Actually Control
#0501
LLM Inference Explained: Tokens Per Second, VRAM, and What You Can Actually Control
Can You Run a Local LLM on Your Android Phone? I Tested It So I Didn’t Have to Go to My Desk
#0425
Can You Run a Local LLM on Your Android Phone? I Tested It So I Didn’t Have to Go to My Desk
// experiments
WIP
Experiment 001
I Stopped Guessing What to Comment on, so I Built a System for It
001
I Stopped Guessing What to Comment on, so I Built a System for It
status: WIP  ·  year: 2026  ·  repo: github
Most comments get ignored because they add nothing. This experiment builds a system that finds relevant posts, analyzes them, and generates comment…
→ github repo demo pending
Debugging
Experiment 002
AutoBlog AI : I Built an Autonomous Writing Team and Let It Run My Blogs
002
AutoBlog AI : I Built an Autonomous Writing Team and Let It Run My Blogs
status: Debugging  ·  year: 2026  ·  repo: github
A self-hosted, multi-model writing engine that finds topics, writes full articles through a 6-stage AI pipeline, and publishes across multiple WordPress sites.…
→ github repo demo pending
// systems
how AI actually behaves under constraints
Fragmentation Isn’t a Bug. It’s How AI Stops Wrecking Your Work. Why Is AI Treated Like a Dirty Word? Building Your Own SEO System: How Small Wins Compound Into Real Growth From Zero to Geographic LLM Targeting: A Complete Implementation Guide
// workflows
real systems, pipelines, and multi-model setups
n8n Playwright Automation: Why EchoCast Uses an Express Server Over Execute Command Persistent Browser Sessions for Content Automation with Playwright Why Medium’s API Fails and What We Did Instead n8n + Playwright Content Syndication
// failures
where AI breaks, and why it matters
Why AI Keeps Overcomplicating Simple Tasks (And Why That’s a Problem) AI Chatbots in Customer Service: The Reality Behind “It Works” The Simplest Way to Improve Your Chatbot Experience Why AI-Generated Code Passes Tests But Breaks in Production
// analysis
comparisons, benchmarks, and tradeoffs
AI search vs Google search: Why AI Search Feels Safer Than Google, And Why That’s the Problem The Silent Blind Spot in AI Search: Why Self-Imposed Token Limits Are the Real Problem Claude 4.5 vs Claude 4: The Content Creation Gauntlet GPT-5 vs GPT-4: A Bug Report Disguised as a Review
// top_hits
This Week's Top Hits
Live data
All Time Hits
All Time
1 Prompt Engineering Is Just Asking Better Questions (Here’s How to Actually Do It)
2 AI-Generated SEO: Ranking Fast, Thinking Less
3 Why Over-Relying on AI is Weakening New Developers’ Skills (And What to Do About It)
4 You Don’t Need AI to Rank — You Need Clarity, Context, and Guts
5 Vibe Coding with AI: How We Went from Debugging Code to Debugging Prompts
6 The Brutal Truth Behind AI Image Compression Tools: What Actually Works for Real-World Blogging
7 Most People Use AI. I Debug It.
8 AI-Powered Writing: How ChatGPT Enhances Content Creation
9 Ollama vs GPT4All vs Local LLMs – What Actually Works Offline
10 Ghost in the Shell’s AI Technologies: Fiction vs Reality
// the_library
rotates daily · seed 20260502
Transitioning from X Job into AI, ML, or Data Science
#0918 AI Fundamentals & Careers
Transitioning from X Job into AI, ML, or Data Science
How AI is Reshaping Software Testing: What Every QA Engineer Needs to Know
#0203 AI Development & Coding
How AI is Reshaping Software Testing: What Every QA Engineer Needs to Know
My Multi-Model AI Writing Stack: How It Evolved and Why It Works the Way It Does
#0223 AI Productivity & Workflows
My Multi-Model AI Writing Stack: How It Evolved and Why It Works the Way It Does
Learning Game Development with AI: My Journey Building Custom 404 Games for Every Site
#1009 AI Fundamentals & Careers
Learning Game Development with AI: My Journey Building Custom 404 Games for Every Site
GPT4All Is Impressive—So We’re Building With It (But Not How You Think)
#0618 AI Tools & Comparisons
GPT4All Is Impressive—So We’re Building With It (But Not How You Think)
AI Prompts for Barangay Bidding & Procurement
#1206 LGU AI Tools
AI Prompts for Barangay Bidding & Procurement
What Is Agentic AI? The 3 Types You Need to Know
#0216 AI Fundamentals & Careers
What Is Agentic AI? The 3 Types You Need to Know
Generative AI for Creatives: How to Design Without Design Skills
#0115 Content Creation & Writing
Generative AI for Creatives: How to Design Without Design Skills
How We Built an Editorial Auditor Prompt That Works Like a Human Editor
#0818 Prompt Engineering
How We Built an Editorial Auditor Prompt That Works Like a Human Editor
// stay in the loop
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