A newsroom in Kisumu asks when a county council voted on the market-roof repair in a recording up to three hours long. Read it all in one long context spread over a ring of GPUs, squeeze it into summary tokens, or let an agent fetch the right clips. Then run three hours on one GPU, ask summary tokens for an exact moment, or give the agent a weak retriever. This lesson needs JavaScript.