to a human. Orchestration Agents themselves can serve as tools for other agents—see the Manager Pattern in the Orchestration section. Refund agent, Research agent, Writing agent. 9 A practical guide to where workflow execution is distributed across multiple coordinated agents Let’s explore each pattern in detail. 13 A practical guide to building agents Single-agent systems A single agent can handle the manager pattern, edges represent tool calls whereas in the decentralized pattern, edges represent handoffs that transfer execution between agents. Regardless of the orchestration pattern, the same

Examples are especially useful when you want to steer the model to a certain output structure or pattern. A one-shot prompt, provides a single example, hence the name one-shot. The idea is the model shows the model a pattern that it needs to follow. The idea is similar to one-shot, but multiple examples of the desired pattern increases the chance the model follows the pattern. Prompt Engineering

As soon as we updated one chart, we often had to update another – a data game of whack-a-mole… a pattern that shows no sign of stopping…and will grow more complex as competition among tech incumbents, Adoption – Time to 50% Household Penetration = Each Cycle Ramps in ~Half-the-Time…AI Following Pattern Note: 3 years for AI Era implies that the time to 50% USA Household Adoption is similarly cut in often using natural language as their command layer. This shift mirrors a broader historical pattern in technology. Just as the early 2000s saw static websites give way to dynamic web applications

Post-Processing Pre-Processing FPGA or CPU FPGA CPU CPU FPGA - More than supported/not supported, pattern matching graph colorization - Choices how to partition especially for multi-branch networks (i.e

下 CUDA CodeGen *。IR passes to automatically transform sub-tree to TensorCore Intrinsics Pattern Matching 计算平台事业部 shared/global lecal