Locul blog

Field notes on memory, context, and AI that knows your work.

Long-form articles on AI memory, second brains, context engineering, and keeping your knowledge useful without organizing everything by hand.

Read in

English publishes first. Translations appear here as they go live.

Latest insights

More articles

103 published articles

Claude Memory Transfer: What Carries Over From ChatGPT, What Drops
claude memory transfer 12 min read

Claude Memory Transfer: What Carries Over From ChatGPT, What Drops

Claude memory import moves your ChatGPT context once. Here is what carries over, what silently does not, and why you still reset when you switch back.

Junaid Khalid September 4, 2026
Claude Code Review: What It Catches, and What It Can't
claude code review 14 min read

Claude Code Review: What It Catches, and What It Can't

A hands-on guide to Claude Code review: the commands, a copyable REVIEW.md, and an honest table of what the reviewer catches reliably and what it never will.

Junaid Khalid August 22, 2026
Claude Code Slash Commands: Build Ones You Actually Use
custom slash commands claude code 12 min read

Claude Code Slash Commands: Build Ones You Actually Use

Claude Code slash commands explained: where custom commands live, how arguments work, a copyable example, and how they differ from skills and subagents.

Junaid Khalid August 22, 2026
Claude Skills vs Agents: What Each One Actually Does
claude skills vs agents 13 min read

Claude Skills vs Agents: What Each One Actually Does

Claude skills vs agents, explained properly: what each one is, where MCP fits, a decision table, and copyable SKILL.md and subagent files you can use today.

Junaid Khalid August 22, 2026
Zettelkasten Method Explained (and How AI Speeds It Up)
zettelkasten methodology 12 min read

Zettelkasten Method Explained (and How AI Speeds It Up)

The zettelkasten method in plain terms: atomic notes, unique IDs, and links. Plus how AI cuts the busywork so your notes stay useful.

Junaid Khalid August 19, 2026
Ollama Explained: What It Is and How to Install It
ollama download 12 min read

Ollama Explained: What It Is and How to Install It

What is Ollama? It runs open-weight LLMs on your own machine. Download, install, and run your first local model in minutes, plus how to wire it up.

Junaid Khalid August 18, 2026
What Is Obsidian AI and How Does It Work
does obsidian use ai 11 min read

What Is Obsidian AI and How Does It Work

What is Obsidian AI? A plain breakdown of how AI works inside Obsidian, what it can and cannot do, plus the limit every vault hits.

Junaid Khalid August 18, 2026
What Is Notion AI and Is It Worth the Price
notion ai pricing 11 min read

What Is Notion AI and Is It Worth the Price

What is Notion AI, what does it actually do, and is the price worth it? A plain breakdown of features, pricing tiers, and where it falls short.

Junaid Khalid August 17, 2026
What Is NotebookLM Used For (and Its Limits)
what is notebooklm 11 min read

What Is NotebookLM Used For (and Its Limits)

What NotebookLM is actually used for: research, studying, source-grounded answers, and audio overviews, plus the source caps and limits you hit fast.

Junaid Khalid August 17, 2026
What Is a Custom GPT and When to Use One
what is custom gpt 12 min read

What Is a Custom GPT and When to Use One

What is a custom GPT? A plain guide to what it is, how it works, when to build one, and when a shared, up-to-date brain beats a frozen GPT.

Junaid Khalid August 16, 2026
What a Context Window Actually Does in an LLM
what is a context window in ai 12 min read

What a Context Window Actually Does in an LLM

What is a context window? The plain-English answer: how much your AI can read at once, why it forgets, and how to feed it the right context every time.

Junaid Khalid August 16, 2026
The Second Brain Book: Key Ideas and What Is Missing
second brain book 10 min read

The Second Brain Book: Key Ideas and What Is Missing

The second brain book by Tiago Forte, its key ideas, the CODE and PARA methods, and the one gap that matters most in the AI era.

Junaid Khalid August 15, 2026