I maintain a small open-source project called pubm. pubm is a tool for complex publish and release workflows. Since the project is still small, I use GitHub issues as my planning system. Every feature idea, rough product thought, and future workflow becomes an One of those issues was about release channels: stable, beta, rc, canary, nightly, and how pubm should treat them as first-class release wo
When you have 5 unrelated questions, should you pack them into one message to the LLM, or send 5 requests simultaneously? Which is faster? Splitting into multiple independent parallel requests is almost always faster. This isn't a gut feeling — it's determined by the underlying inference mechanism of LLMs. Let's walk through the reasoning from first principles. To understand this problem, you firs