
AI Without Memory Is Just an Expensive Chatbot
I built 9 AI agents that forgot everything between conversations—wasting users 20-45 minutes weekly re-explaining their business. Here's how I made them share memory.
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I built 9 AI agents that forgot everything between conversations—wasting users 20-45 minutes weekly re-explaining their business. Here's how I made them share memory.

I shipped team collaboration features in alpha with <50 users because my customers were already working in teams—just through painful screenshots and copy-paste workarounds that cost 80+ hours per year.

I discovered my Postgres database had 89 foreign keys but zero indexes on them—turning millisecond queries into 843ms nightmares and nearly killing my alpha launch.

I found 31 blank screens in my SaaS—all because I forgot multi-tenancy isn't just about data access, it's about URL context. Here's how Claude Code helped me fix them all in one night.

I thought adding org_id to every table meant bulletproof multi-tenancy. Then my security audit revealed agencies were writing to SME tables—not through a bug, but by design.

After 20 years in agencies, I knew multi-tenant architecture couldn't wait—so on Day 2, with just one working AI agent, I tripled my dev complexity to avoid a future rewrite.

I built a 9-agent marketing platform in 75 days that learns from every conversation—tell one agent about your business, and all nine get smarter together.