AI — Community
8 articles on AI from Ayra ix.
Multimodal AI in Production: The Reality Behind the Demos
The demo screenshot is always crisp, well-lit, and free of confidential watermarks. Your production inbox is scanned invoices at 72 DPI, rotated.
AI Agents That Survive Production
Boundaries, audit trails, and humans in the architecture. The difference between an agent that demos well and one that runs for months without paging you.
Agentic Everything: Are We Building the Right Abstractions?
A skeptic's take on the AI agent hype cycle. Towers of scaffolding, a tiny kernel of value, and the abstractions that actually survive production.
The AI Landscape Right Now: What's Real, What's Hype, and What's Coming Next
A practitioner's honest read on what actually shipped that matters, what's still noise, and the one structural bet worth making next.
I Built an AI Orchestration System in My Basement. Here's What Actually Worked.
Spoiler: it wasn't LangChain. Five pipelines running 24/7 on a mid-range GPU — what actually worked, what broke, and the framework that survived.
Building a Personal AI Brain: Qdrant, Embeddings, and the Illusion of Memory
Vector databases sound magical until you use one. My Qdrant setup, the grocery list that broke cosine similarity, and the fix.
RAG vs. Fine-Tuning vs. Prompt Engineering: Stop Picking the Wrong One
A decision framework for people who actually need results. When to use RAG, when to fine-tune, when to just prompt.
The Real Cost of Running LLMs On-Premise (It's Not What You Think)
GPU bills, hallucinations, and the dream of free AI inference. A full TCO breakdown including the debugging nobody talks about.