Recovering 25K Deleted Vector DB Records
How a filename-based deduplication wiped out thousands of unique records from a Qdrant vector database — and the backup strategy that saved everything.
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Blog
Writing about course creation, instructional design, solopreneurship, and the journey of going independent.
What I Learned From a Contract Rejection
An honest postmortem on a rejected contract application — and what I'd change about my approach next time.
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Client Communication Habits Pros Use
How top freelancers communicate with clients — response time, proposals, status updates, bad news, and the consultation call.
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An AI Resume System That Sounds Human
How to build an AI resume and cover letter system that sounds human — trained on your own experience, powered by Claude, no paid tools needed.
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Claude vs Copilot for AI Coding
A practical comparison of Claude and GitHub Copilot for AI-assisted development — when to use each, and why context window size changes everything.
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Three-Phase Pricing for Freelancers
A realistic freelance pricing strategy in three phases — from track record building to premium rates, based on what top earners actually do.
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Platform Profiles Before Creating Accounts
Why you should write your platform profiles before signing up — and how preparing in advance makes launching faster and more consistent.
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Stopping Email Typos at Checkout
A simple JavaScript fix for GoHighLevel checkout that catches email typos before the sale goes through.
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Lessons From Top Freelancers
What I learned about pricing, proposals, and building a consulting business from studying successful freelancers — and why common advice is wrong.
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How I Researched Fiverr Before Launching
How to research Fiverr before launching — studying top sellers, pricing tiers, gig structure, and what separates successful sellers from everyone else.
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