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Monday 05 October 2026 15:24:30 GMT
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kimneverlucky
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spp nh muy hv 😭💋
2026-10-06 11:24:59
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Kaizuk :
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នារីសុភាពជាងគេក្នុងលោក💔 :
b som pic ti 2
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ng
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お :cywa..ʚɞ :
Like back nh muy mk 🥰
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Me every day
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2026-10-06 11:36:02
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Other Videos

Prompt vs Tools vs MCP vs A2A — four ways a model reaches the outside world. 🔌 Each one is the last one plus ONE capability. Stop asking
Prompt vs Tools vs MCP vs A2A — four ways a model reaches the outside world. 🔌 Each one is the last one plus ONE capability. Stop asking "should I use MCP or function calling?" Ask: who needs to reach this tool, and how often? 1️⃣ Prompt — paste the data in. It knows only what you paste. → Perfect for: one-off questions about a doc you already have. 2️⃣ Tools (function calling) — the model asks, your code runs. → Perfect for: one app, a handful of tools. 3️⃣ MCP (Model Context Protocol) — tools served once. Any app can plug in: Claude Code, Claude Desktop, your own app. → Perfect for: many apps sharing the same tools and data. 4️⃣ A2A (Agent2Agent) — agents call other agents. Hand off the whole task, not just one call. → Perfect for: work that crosses teams or companies. 👀 The part nobody says: MCP doesn't replace function calling. Inside an MCP client, the model still calls functions. MCP changes who builds the integration, and how many times. Rule: paste, call, plug in, delegate. Climb only when the level below stops scaling. Where teams go wrong: wrapping one internal tool in an MCP server for a single app. Now there's a server to run and nothing reuses it. 📸 Screenshot the last frame — all four levels. Save it before your next agent architecture review. Follow @hackproduct — we turn scary AI-engineering concepts into things you can actually ship. ⚡ . . #AIengineering #machinelearning #softwareengineering #MCP #modelcontextprotocol

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