
Reliable AI agents, step by step
Build multi-step, tool-calling agents with automatic retries and state that survives failure.

Build multi-step, tool-calling agents with automatic retries and state that survives failure.
The real user prompts we captured this ad appearing on inside ChatGPT.
my AI agents can't share context between OpenAI and Anthropic what should I do
The prompts are the clue. The answer is the audience it is really aimed at, and the context hint quietly placing it here.
We capture sponsored ads inside ChatGPT by probing it with realistic consumer prompts and recording the creative + the triggering prompt. Explore the full ad library.
Questions about the data, a brand you expected to see, partnerships, or access to the intelligence layer. We read every message.