LLMs

I’m trying not to be perfectionist about this blogging thing, and concentrate on getting stuff out so in that spirit so this week there’s just a few links, all on AI. First up - how to use AI. I see so many people type some random question into ChatGPT/Claude, get a mediocre answer back and move on. But how to get good results from these systems is not at all obvious. For a complex example, see my post on Experimenting with Deep Research or an even more extensive example of using one model to generate a prompt for another ...

Today’s fun is setting up the new Zapier MCP integration. This creates a MCP server that allows Claude Desktop or Cursor or anything else that supports MCP to call any Zaps Setting Up Zapier MCP Step 1: Install mcp-remote First, install the mcp-remote package using npm: npm install mcp-remote Step 2: Configure MCP Endpoint in Claude Desktop In Claude Desktop, you’ll need to add the Zapier MCP endpoint to your settings. Add the following configuration to ~/Library/Application Support/Claude/claude_desktop_config.json ...

Model Context Protocol (MCP) is a standardized approach for structuring context information when working with Large Language Models (LLMs). It was introduced by Anthropic but is standardised and an open protocol. Yeah, great. But what does that even mean? The problem that MCP is trying to solve is one of getting access to local/specialist information. When using Claude or ChatGPT etc, the model has access to its built in knowledge from training, but this only contains public information and will have a cut off date when the model was trained. To get around this, some tools have integrated web search that can add extra knowledge and/or the ability to import documents. But what if you want to talk to a database? Or files on disk? Or a knowledge base? Or … ...

Now Deep Research is available to ChatGPT users on the £20/mth tier, I’ve had a chance to experiment. The tl;dr is that it’s really very good, and the level of progress in just 6 months is mind-blowing. I picked something I know about - financial pressures facing UK Universities. First, I asked ChatGPT to generate the prompt for Deep Research, using this template I found via a mailing list (and I can’t remember which one). ...