Outerbounds introduces workload-aware autonomous inference, outperforming traditional LLM APIs like AWS Bedrock and Together.AI in speed and cost-efficiency for large-scale tasks. Benchmarks reveal 7x faster completion times and superior cost-performance for dense models and massive contexts, signaling a paradigm shift for AI agents and batch processing.