The thing that a lot of people miss with MCP is that it's the right fit for enterprise software. LLMs, being universal translators, are the ideal glue between many disconnected systems that are extrem...
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Blog
An LLM does not need to understand MCP
August 6, 2025 - Roy Derks
Model Context Protocol (MCP) has become the standard for tool calling when buil...
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Written together with Ilan Strauss, Isobel Moure, and Tim OβReilly as part of the AI Disclosures Project. Originally published on our blog: Asimovβs A...
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Some concepts are easy to grasp in the abstract. Boiling water: apply heat and wait. Others you really need to try. You only think you understand how ...
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Sure, but I was expecting more details on what was available. At least some analysis (perhaps using embeddings) on common function names, types, etc. ...
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What if you don't need MCP at all?
2025-11-02
Table of contents
After months of agentic coding frenzy, Twitter is still ablaze with discussions about ...
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> the generation of 281,128 augmented examples, from which 1,000 were
held out as a benchmark test set.
This model is trained on a custom dataset of 2...
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Agree with much of thisβparticularly that these systems are uncannily good at inferring how to 'play along' with the user and extreme caution is there...
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MCP is a protocol for connecting third-party services - databases, APIs, tools, etc. - to LLMs. Creating an MCP server defines how a client can intera...
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What happens when coding agents stop feeling like dialup?
It's funny how quickly humans adjust to new technology. Only a few months ago Claude Code an...
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I'm curious why we seem convinced that this is a task that is possible or something worthy of investigation.
I've worked on language models since 2018...