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Junaid Khalid
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Junaid Khalid

Local-first AI Specialist, Ertiqah

I work with Claude and ChatGPT across eight products every day, and most of what breaks is memory: context that does not carry between tools, data too messy to trust, and privacy trade-offs nobody chose. These articles cover what a memory layer has to capture, how to keep it current, and how to run it locally.

Expertise

Local-first AIAI memory and contextData quality for AIOpen-weight modelsPrivacy-preserving AI

Achievements

  • Runs eight products with Claude and ChatGPT in the daily workflow

Credentials

  • Daily user of Claude and ChatGPT across eight products

Publications

The Efficient Entrepreneur Long-form essays on AI workflows and running many products at once
Medium

Latest

Articles by Junaid Khalid

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Claude Code Review: Was es findet und was nicht
claude code review 14 min read

Claude Code Review: Was es findet und was nicht

Ein Praxisleitfaden zu Claude Code Review: die Befehle, eine kopierbare REVIEW.md und eine ehrliche Tabelle, was der Reviewer zuverlässig findet und was nie.

Junaid Khalid 22. August 2026
Claude Code Slash Commands: Befehle, die Sie wirklich nutzen
custom slash commands claude code 12 min read

Claude Code Slash Commands: Befehle, die Sie wirklich nutzen

Claude Code Slash Commands erklärt: wo eigene Befehle liegen, wie Argumente funktionieren, ein kopierbares Beispiel und der Unterschied zu Skills und Subagents.

Junaid Khalid 22. August 2026
Claude Skills vs Agents: Was beides wirklich tut
claude skills vs agents 13 min read

Claude Skills vs Agents: Was beides wirklich tut

Claude Skills vs Agents, sauber erklärt: was beides ist, wo MCP hineinpasst, eine Entscheidungstabelle und kopierbare SKILL.md- und Subagent-Dateien für heute.

Junaid Khalid 22. August 2026