AI

2 posts with the tag “AI”

Editing Files Without an Editor

Aug 1, 2026

Axel Dunkel

An LLM has no cursor and no reliable sense of line numbers — so how does it change a file? Line numbers drift; exact quotes fail closed. A practical design for LLM file-editing APIs: content-as-address, the ambiguity round-trip, and optimistic concurrency.

Why MCP Gateways Alone Don't Solve the Real Problem

Apr 2, 2026

Dunkel Cloud

Gateways are necessary for secure agent execution, but they do not solve the real scaling problem. The MCP era needs a description layer that makes backend creation trivial.