Locul blog

Field notes on private AI, open models, and AI your company owns.

Long-form articles on running AI privately: open and local models, company memory, context engineering, and giving every team AI without sending data out.

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103 published articles

How to Make ChatGPT Remember You Across Every Chat
does chatgpt remember 8 min read

How to Make ChatGPT Remember You Across Every Chat

Make ChatGPT remember you across every chat: turn on memory, write custom instructions, know the limits, and get one memory that follows you everywhere.

Junaid Khalid July 16, 2026
Local LLM Setup: Running AI Notes Without the Cloud
local llm 13 min read

Local LLM Setup: Running AI Notes Without the Cloud

A practical local LLM setup guide for 2026: pick a model, install Ollama or LM Studio, size your hardware, and make it actually know your own notes.

Junaid Khalid July 16, 2026
Prompt Engineering Best Practices That Still Work in 2026
prompt engineering guide 11 min read

Prompt Engineering Best Practices That Still Work in 2026

Prompt engineering best practices for 2026: the clarity, structure, and example techniques that still work, plus the context habit most guides skip.

Junaid Khalid July 15, 2026
AI Hallucination Explained: Why It Happens and How to Reduce It
what is ai hallucination 12 min read

AI Hallucination Explained: Why It Happens and How to Reduce It

What AI hallucination is, why models make things up, real 2026 examples, and the practical ways to reduce it, including grounding AI in your own current facts.

Junaid Khalid July 15, 2026
Claude Code Skills Explained: Create, Install and Use Them
claude code skills 19 min read

Claude Code Skills Explained: Create, Install and Use Them

Claude Code skills explained: what a SKILL.md is, where skills live, and how to create, install and invoke them, with two copyable skills and a fix-it table.

Junaid Khalid July 15, 2026
Custom GPT: How to Build One That Actually Remembers Your Context
what is a custom gpt 13 min read

Custom GPT: How to Build One That Actually Remembers Your Context

Learn what a custom GPT is, how to build one step by step, and the memory design most tutorials skip so it stops forgetting your context.

Junaid Khalid July 15, 2026
AI Second Brain Setup: A Practical Starting Guide
ai second brain 13 min read

AI Second Brain Setup: A Practical Starting Guide

A practical AI second brain setup guide: the 30-minute quickstart, the three real routes compared, copyable examples, and the setup that keeps itself current.

Junaid Khalid July 15, 2026
ChatGPT Memory Explained: What It Remembers and Forgets
how does chatgpt memory work 11 min read

ChatGPT Memory Explained: What It Remembers and Forgets

The ChatGPT memory feature explained: the two layers, what it remembers and quietly forgets, the ~24K-word cap, Dreaming, settings, and where it stops.

Junaid Khalid July 15, 2026
Building a Second Brain: The Method Explained
build a second brain 18 min read

Building a Second Brain: The Method Explained

Building a second brain, explained: Tiago Forte's CODE and PARA method, a starter kit you can copy this week, and how to keep it from going stale.

Junaid Khalid July 15, 2026
Personal Knowledge Management Is Broken (Here Is What Replaces It)
pkm 11 min read

Personal Knowledge Management Is Broken (Here Is What Replaces It)

Personal knowledge management makes you the librarian. Learn PKM methods like PARA, Zettelkasten, and CODE, then the AI-era system that reads your activity.

Junaid Khalid July 15, 2026
The Best AI Note-Taking Apps That Remember for You
ai note taking app free 11 min read

The Best AI Note-Taking Apps That Remember for You

The best AI note-taking apps compared on memory and self-update, not just capture. Notion AI, Mem, Reflect, Granola, Otter, and Locul, ranked honestly.

Junaid Khalid July 15, 2026
The Second Brain Graveyard: Why Your Notes App Became a Junk Drawer
second brain not working 10 min read

The Second Brain Graveyard: Why Your Notes App Became a Junk Drawer

Your second brain became a graveyard because you save everything and revisit nothing. Here is why the junk drawer forms and the passive fix that ends it.

Junaid Khalid July 15, 2026