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What Running AI in Production Taught Me That No Philippine Hackathon Will
The Philippines has the highest AI adoption rate in ASEAN. 92%, according to the 2025 Philippine AI Report. That number sounds impressive until you read the next line. 65% of those organizations are stuck in pilot. Not scaling. Not in production. Piloting. Running POCs that never graduate. Building demos that never see real users. And […]
Most AI Tools Are Just LLM Wrappers. Here’s What Actually Matters.
In 2025, over $200 billion poured into AI startups, and a staggering share went to the application layer. The product? Take an LLM API. Add a text box. Maybe some prompt templates. Charge $30/month. Call it “AI-powered.” Not mad at the hustle. But if your entire product disappears the moment ChatGPT adds your feature for […]
Autonomous AI Agents Look Great in Demos. Here’s What They Cost in Production.
You’ve seen the demos. An AI agent opens a browser. Navigates a website. Fills out forms. Makes decisions. Ships code. All by itself. Looks like magic. Then you deploy it. It runs 24/7. Nobody’s watching. The invoice arrives. Here’s why autonomous AI agents fail in production, and what actually works instead. 01The Demo Is Not […]
Context Engineering: Why Your AI Strategy Needs Infrastructure, Not Better Prompts
Five minutes on LinkedIn and you’ll find it. Someone sharing “the one prompt that changed everything.” A magic system prompt. A secret ChatGPT trick. A “10x framework.” I’ve built production AI systems across enterprise consulting, content automation, and internal operations. The prompt is maybe 5% of why any of it works. The other 95%? Infrastructure. […]