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batlala
batlala
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Sunday 23 August 2026 10:42:36 GMT
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hisqtpie
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wow so cantik
2026-08-23 11:09:57
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"Isn't MCP just tool calling?" — I hear this every week. No. And here's the clean answer. 🔌 Model Context Protocol (MCP), function calling, and plain APIs are three layers of the same stack. Not three alternatives. Once you see the layers, the confusion disappears 👇 🔵 API · since forever YOUR CODE → API → DATA Notice what's missing: no model anywhere. You read the docs, you wrote the call, your code runs it. Deterministic. Boring. Essential. → API = how software talks to software. 🟡 FUNCTION CALLING · 2023 Claude → SCHEMA → YOUR APP → API You hand the model JSON schemas describing your tools. The model requests a tool with arguments — but your application validates and executes it, then feeds the result back so the model can continue. 🔁 The catch: custom integration per tool. Every tool, every app, wired by hand. 🔧 → Function calling = how an LLM requests a tool. 🟢 MCP · 2024 Claude → one standard socket → MCP SERVER And here's what most explanations miss — an MCP server doesn't just expose tools. It exposes tools, resources, and prompts as standardized capabilities. GitHub, your database, your filesystem all sit behind that same interface. 📚 Write it once, and any MCP-compatible client can use it. That's the N×M integration problem going away. 🎯 → MCP = how tools describe themselves to any LLM. 👀 Now the part that clears up the whole debate: MCP does not replace function calling. It delivers to it. In a single MCP call, all three layers run: MCP standardizes how the capability is exposed → function calling is how the model requests it → the API does the actual work. They were never competing. ⚡ SAME TASK. DIFFERENT ABSTRACTION LAYER. 📸 Screenshot the last frame — all three architectures with the full request/response loop and a one-line responsibility for each. Save it before someone on your team says "let's replace our tool calls with MCP." 🔖 Follow @hackproduct — we turn scary AI-engineering concepts into things you can actually ship. ⚡ . . #MCP #modelcontextprotocol #AIengineering #LLM #functioncalling
#skintintvelove #skintinttimephoria
#skintintvelove #skintinttimephoria


Da không sạch dễ bị mụn #xuhuong #viral #sữa_rửa_mặt #làm_sạch_da #jmsolution
Da không sạch dễ bị mụn #xuhuong #viral #sữa_rửa_mặt #làm_sạch_da #jmsolution
from I'm Turning Into A Vampire msa show on youtube Magnus just made the craziest first impression 😳🧛‍♂️ #msa #animation #anime
from I'm Turning Into A Vampire msa show on youtube Magnus just made the craziest first impression 😳🧛‍♂️ #msa #animation #anime
#xyzbca
#xyzbca

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