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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

Best Local LLM Models for Everyday Use
best local llm models 11 min read

Best Local LLM Models for Everyday Use

The best local LLM models for chat, coding, and notes, ranked by what your hardware can actually run. Real RAM needs, speed, and setup steps.

Junaid Khalid July 28, 2026
Best Claude Skills Worth Installing Right Now
awesome claude skills 12 min read

Best Claude Skills Worth Installing Right Now

The best Claude skills worth installing right now, what each one does, where to find them, and the one gap no skill fixes on its own.

Junaid Khalid July 28, 2026
Best AI Note-Taking Apps That Aren't Just Transcribers
best ai note-taking app 12 min read

Best AI Note-Taking Apps That Aren't Just Transcribers

The best ai note-taking app does more than transcribe. Compare 7 real tools on memory, retrieval, and whether your notes actually stay current.

Junaid Khalid July 27, 2026
AI Writing Assistant That Remembers Your Style
ai assistant for writing 12 min read

AI Writing Assistant That Remembers Your Style

Most AI writing assistants forget who you are between chats. Here is how to pick one that remembers your voice, facts, and decisions and stays current.

Junaid Khalid July 26, 2026
AI Knowledge Base Software: Beyond Help Desk Tools
ai powered knowledge base software 13 min read

AI Knowledge Base Software: Beyond Help Desk Tools

Most ai-powered knowledge base software is help-desk software with search bolted on. Here is what actually keeps your knowledge current and AI-ready.

Junaid Khalid July 26, 2026
Real AI Hallucination Examples and What Caused Them
ai hallucination example 13 min read

Real AI Hallucination Examples and What Caused Them

Real AI hallucination examples, from fake court cases to invented citations, plus the exact cause behind each one and how to stop them.

Junaid Khalid July 26, 2026
AI Assistant Apps Compared: Which One Fits a Second Brain
ai assistant app 11 min read

AI Assistant Apps Compared: Which One Fits a Second Brain

Every assistant AI app forgets you between chats. Compare ChatGPT, Claude, Copilot, and a living second brain on memory, context, and privacy.

Junaid Khalid July 26, 2026
Memory Packs: How to Give Your Team One Shared, Living Brain
team second brain 9 min read

Memory Packs: How to Give Your Team One Shared, Living Brain

Shareable AI knowledge without the shared-doc rot. How Memory Packs give a team one living brain: install curated context once and keep it current for all.

Junaid Khalid July 22, 2026
Claude Skills vs Memory: What Each One Is For
claude skills 9 min read

Claude Skills vs Memory: What Each One Is For

Claude skills vs memory, explained clearly. A skill is a capability (how); memory is your facts (what and who you are). When to reach for each, and why.

Junaid Khalid July 22, 2026
CLAUDE.md Best Practices: Keeping Your AI Setup From Going Stale
claude md best practices 9 min read

CLAUDE.md Best Practices: Keeping Your AI Setup From Going Stale

CLAUDE.md best practices: what to put in it, how to structure it, a copyable example, and how to keep your Claude Code setup from going stale over time.

Junaid Khalid July 21, 2026
Keeping Your AI Setup Current: Skills, Memory, and What Goes Stale
claude code skills 13 min read

Keeping Your AI Setup Current: Skills, Memory, and What Goes Stale

Claude skills tell the AI how to work. Memory tells it your facts. Learn what goes stale, how to keep your CLAUDE.md and memory current, and skills vs memory.

Junaid Khalid July 21, 2026
How to Run a Local LLM That Actually Knows Your Context
local llm mac 10 min read

How to Run a Local LLM That Actually Knows Your Context

Run a local LLM with Ollama or LM Studio, pick the right model and hardware, then give it private memory of you so it stops answering like a generic model.

Junaid Khalid July 20, 2026