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.

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103 published articles

How to Build an AI That Actually Knows You
ai that knows you 9 min read

How to Build an AI That Actually Knows You

Personalized AI is the next real leap: an AI that knows your context, not a generic model. Why it matters, what it takes, and how to build one that lasts.

Junaid Khalid July 20, 2026
How to Turn Obsidian Into an AI Second Brain
obsidian second brain 14 min read

How to Turn Obsidian Into an AI Second Brain

A real, step-by-step guide to turning Obsidian into a second brain your AI can use, plus the one thing every setup gets wrong: keeping it current.

Junaid Khalid July 20, 2026
What Is Context Engineering (and the Part Everyone Skips)
context engineering examples 9 min read

What Is Context Engineering (and the Part Everyone Skips)

What is context engineering? A clear definition, the four pillars, real examples, and the part every guide skips: keeping the source data current for your AI.

Junaid Khalid July 20, 2026
Claude Projects vs a Living Second Brain: What Each Is Actually For
claude projects vs custom instructions 8 min read

Claude Projects vs a Living Second Brain: What Each Is Actually For

Claude Projects explained: project knowledge, per-project instructions, limits, and use cases. Then how a living second brain covers what Projects can't.

Junaid Khalid July 20, 2026
How to Chat With Your Own Notes Using a Local AI
chat with your notes ai 10 min read

How to Chat With Your Own Notes Using a Local AI

How to chat with your own notes using a local AI, without uploading them. Local embeddings with Ollama, an MCP surface, and a brain that stays current.

Junaid Khalid July 20, 2026
Garbage In, Generic Out: The Real Reason Your AI Sounds Bland
garbage in garbage out 10 min read

Garbage In, Generic Out: The Real Reason Your AI Sounds Bland

Garbage in, garbage out applies to AI. See real before-and-after examples of how current context turns generic AI output into work that sounds like you.

Junaid Khalid July 20, 2026
How to Build a Second Brain That Maintains Itself
build a second brain 10 min read

How to Build a Second Brain That Maintains Itself

How to build a second brain the classic way, then a self-updating second brain that skips the capture treadmill and keeps itself current for your AI tools.

Junaid Khalid July 17, 2026
Claude.md File: What It Is and Why Every Project Needs One
claude.md file best practices 13 min read

Claude.md File: What It Is and Why Every Project Needs One

A claude.md file gives Claude Code standing project context it reads every session. What it is, where it lives, how it loads, and why every project needs one.

Junaid Khalid July 17, 2026
RAG vs Fine-Tuning for Your Own Data: Which One Actually Knows You
rag vs fine tuning llm 10 min read

RAG vs Fine-Tuning for Your Own Data: Which One Actually Knows You

RAG vs fine-tuning compared on cost, freshness, effort, and privacy, plus why neither alone keeps up with your personal data without a live update layer.

Junaid Khalid July 17, 2026
AI Coding Assistant That Remembers Your Codebase Context
ai code assistant 11 min read

AI Coding Assistant That Remembers Your Codebase Context

Most AI coding assistants forget your codebase every session. Here is how the memory layer works, which tools have it, and how to stop re-pasting context.

Junaid Khalid July 17, 2026
The Best Notion AI Alternatives for Turning Notes Into AI Context
notion ai alternative free 10 min read

The Best Notion AI Alternatives for Turning Notes Into AI Context

The best Notion AI alternatives compared on cross-tool reach, self-updating, local-first, and price. See which turns notes into context your AI can use.

Junaid Khalid July 16, 2026
AI Note Taking App Comparison: What to Actually Look For
ai note taking app 13 min read

AI Note Taking App Comparison: What to Actually Look For

An AI note taking app comparison that goes past transcription. The real criteria to look for, a side-by-side table, and the one thing every app gets wrong.

Junaid Khalid July 16, 2026