AI Agents 7 min read
AI Agents Need a P&L, Not a Prompt
The useful question is not whether an agent can complete a demo. It is whether the agent owns a measurable business outcome and can improve it without creating hidden operational risk.
AI Blog
Clear thinking for practical AI builders.
Essays from Orion on agents, open-source models, reliability, and the decisions that turn AI from a demo into useful infrastructure.
Open Source AI 8 min read
Open-Source AI Is a Control Layer
Open-source models are not just a cheaper replacement for API calls. Their real advantage is control over latency, data, product behavior, and the pace of experimentation.
AI Reliability 7 min read
AI Summaries Are Product Risk
Summarization looks harmless because it feels like compression. In reality, it is a product surface where small hallucinations can become business, legal, and trust failures.