Source link : https://tech365.info/why-which-api-do-i-call-is-the-mistaken-query-within-the-llm-period/
For many years, we’ve got tailored to software program. We discovered shell instructions, memorized HTTP methodology names and wired collectively SDKs. Every interface assumed we might communicate its language. Within the Eighties, we typed ‘grep’, ‘ssh’ and ‘ls’ right into a shell; by the mid-2000s, we had been invoking REST endpoints like GET /customers; by the 2010s, we imported SDKs (consumer.orders.checklist()) so we didn’t have to consider HTTP. However underlying every of these steps was the identical premise: Expose capabilities in a structured kind so others can invoke them.
However now we’re getting into the following interface paradigm. Fashionable LLMs are difficult the notion {that a} consumer should select a perform or bear in mind a technique signature. As an alternative of “Which API do I call?” the query turns into: “What outcome am I trying to achieve?” In different phrases, the interface is shifting from code → to language. On this shift, Mannequin Context Protocol (MCP) emerges because the abstraction that enables fashions to interpret human intent, uncover capabilities and execute workflows, successfully exposing software program capabilities not as programmers know them, however as natural-language requests.
MCP shouldn’t be a hype-term; a number of impartial research establish the architectural shift required for “LLM-consumable” instrument invocation. One weblog by Akamai engineers describes the transition from conventional…
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Author : tech365
Publish date : 2026-01-04 00:04:00
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