Back to Blog

CHANNEL / ACTIVE

#harness

Posts tagged02 / articles
All Tags

Tool-format translation between LLM providers

Tool calling looks similar across providers, but message shapes, streaming, reasoning state, and caching differ. A practical guide to what a translation proxy must preserve and when a higher-level integration is a better fit.

The harness matters as much as the model

An agent's model is only one part of its behavior. Prompts, tools, context, recovery, evaluation, and memory form the harness around it. What current research says, and how to measure its effect on quality and token use.