AI2 min read
Multi-tenant RAG: isolating client data in AI agents
The problem When you build an AI agent for one client, RAG is straightforward: embed their docs, store them, query them. But the moment you take a…
2026-08-30 · pedrojimenez.dev
Notes
Things I hit while building
Real constraints, tradeoffs and things that broke while shipping AI, automation and web work — written in Pedro's voice, not a content calendar.
7
notes shipped
15
min of reading
2
topics
AI2 min read
Getting AI images to write text correctly
The problem Every AI image model I've used mangles text. Quotes, numbers, names — they come out as gibberish far more often than not. For many uses…
2026-08-30 · pedrojimenez.dev
AI2 min read
Structuring clinical notes in production with an AI copilot
The problem A dentist I work with spends half the consultation typing notes into a patient record. The other half, they're wrestling with the UI. The…
2026-08-30 · pedrojimenez.dev
AI2 min read
Testing AI agents: what actually works
The problem LLM outputs are nondeterministic. The same prompt gives you a different answer every time. So how do you test a system whose core is a…
2026-08-30 · pedrojimenez.dev
AI2 min read
Headless WordPress without killing your SEO
When a client's real estate site has 1,400 listings in four languages and Google is showing exactly three of them, the problem isn't translation.…
2026-08-30 · pedrojimenez.dev
AI2 min read
Why your AI agent bill keeps climbing and how to cut it
The first month of the Telegram bot was a lesson in model bills. Social Command Center turns one idea into four platforms of copy plus an AI image,…
2026-08-24 · pedrojimenez.dev
Automation2 min read
How I eliminated double-bookings in a vacation rental platform
When Cabarete Villas asked me to build their booking platform, they had a specific pain: guests booking the same villa on Airbnb and VRBO because the…
2026-07-31 · pedrojimenez.dev