
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
Achievements
- Runs eight products with Claude and ChatGPT in the daily workflow
Credentials
- Daily user of Claude and ChatGPT across eight products
Publications
Latest
Articles by Junaid Khalid
Why Your AI Forgets Everything When You Switch From ChatGPT to Claude
Your AI forgets when you switch tools because memory is stored per vendor with no bridge. Here is what breaks, and the three real fixes, ranked honestly.
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.
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.
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.
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.
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.