A very good flash model may be all you need for mass serving consumers, but it doesn't do much for serious or agentic work.

Lightweight "flash" models optimized for high-throughput consumer serving fall short on multi-step reasoning and tool-use tasks that define agentic workflows. Practitioners building autonomous agents or complex pipelines still need full-scale models despite the cost and latency tradeoffs.