Changing by doing

Here’s a video of a benefit entitlement conversation hosted by an AI Agent (OpenClaw Opus4.5) using my new MissingBenefit.com MCP server to do the calculations. The circumstances are fake. The jokes are real.


To explain a bit more about what’s going on here. The OpenClaw AI Agent is using Claude Opus 4.5 to act as the benefits advisor, but is using the MissingBenefit.com/mcp-server MCP server I made last week as a guide to the questions it should ask, depending on the answer received previously. So no two interviews will flow in exactly the same way, but will be tailored to the person’s circumstances.

For those interested, I’m using MCP ‘sampling’ for this fluid question flow. OpenClaw made me this video of the chat with just one prompt… I’ve been doing internet stuff for 35 years now, and this stuff is legit incredible.

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