PAP

Agent frameworks waste inference cost and latency by routing every pipeline step—formatting, merging, routing, validating—through an LLM call, when deterministic code wrapped in a typed interface woul…

PAP ships eight glue agents that perform deterministic structural operations without any LLM inference call, as detailed in the company's documentation. These agents, including the Type Router and Tri…