Semantic Memory vs. Keyword Search: What Agents Actually Need
When to use vector-based semantic search vs. keyword matching in AI agent memory systems, with real performance comparisons.
Ayla OS at 100 Days: Architecture Decisions I'd Make Again
After 100 days running 50 AI agents in production, these are the architecture choices that held up and the ones I would repeat.
Error Handling in Multi-Agent Systems: Lessons from Production
How I handle failures across 50 AI agents in production without losing data or breaking workflows.
From Telco Deputy Director to AI Builder: Why I Made the Jump
After 25 years in ICT and a Deputy Director role at Ooredoo, I left to build AI systems full-time. Here's the real story behind the decision.
The Research Agent That Saves Me 5 Hours a Week
My research agent cross-references sources, flags contradictions, and delivers briefings. Here's how I built it and what it actually does.
Giving AI Agents Tools: MCP and the Future of Agent APIs
MCP lets AI agents use tools through a standard protocol. Here's how it works in practice and why it changes how I build agents.
The Mistake That Cost Me a Week: Why Agent Testing Matters
I skipped testing an agent update and lost a week fixing the fallout. Here's what went wrong and the testing process I use now.
Ayla OS Month 3: What Broke and What Surprised Me
Three months into building a 50-agent AI operating system. Here's an honest look at what failed, what worked, and what I did not expect.
Automating Social Media Without Sounding Like a Robot
Social media automation that actually sounds human. Here's how I use AI agents to post consistently without losing my voice.
