Try this. Find a photo on your phone that you love. Now squint, or zoom out until it's the size of a stamp. It's still the same photo. You can still tell what's in it. But something about it has gone a little flat — the part that made you take it in the first place has quietly walked out of the room. Most of us would describe what just happened with a shrug: "it's just smaller." But the truth is m
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