AI圈报教程 / 实战普通
Where MCP Ends and A2A Begins: Building a Two-Agent Support Workflow Without Tool-Wrapping
内容摘要
When an agent needs help from another service, there is an architectural question to answer first:...
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Two identical runs scored 89 and 89. Two cases had flipped.
Read on: the A/B test this corrects · 繁體中文版 Two weeks ago I published an A/B test: I cut 41 AI...
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教程 / 实战普通
The Retro: What ClinicLive Really Cost, and What the AI Got Wrong
Fourteen parts ago, this series made a promise: build a real app with AI and hide nothing — every...
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Most AI "Reasoning" Traces Are Just the Answer, Written Backwards
You've probably watched an AI think through a problem step by step, nod along with the logic, and...
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Tool search hid 40,170 tokens from our first request. auto:5 put them all back
With MCP tool search on, which is the default, the first request of a fresh Claude Code session on...
信息来源：DEV Community · Claude
教程 / 实战普通
AI Agent vs Agentic AI: The Distinction That Changes Your Architecture
One is a component you build. The other is how you wire many together. Confusing them costs months. Here's the architecture distinction.
信息来源：DEV Community
教程 / 实战普通
How do you debug something that is allowed to be wrong?
Yesterday afternoon a runtime I wrote created 70 paragraphs on the same draft article. It was...
信息来源：DEV Community
教程 / 实战普通
AI-Generated Tests Can Make Coding Agents Worse. Here's How to Check Yours
ExecCritic found that weak generated tests reduced repair success. A runnable Python example shows how to catch a test that approves the wrong fix.
信息来源：DEV Community
教程 / 实战普通
How I Built a 45-Agent AI Panel to Brutally Roast Startup Ideas (Architecture Deep Dive)
Every founder knows the feeling: you share a new startup idea with friends, and they all smile and...
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教程 / 实战普通
Word Sense Disambiguation: How NLP Understands Word Meaning in Context
Here is a sentence that will break most computers. “I went to the bank.” Did you go to a...
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教程 / 实战普通
Azure Functions Hosted Skills: I Built a Scam-Checking Agent, Then Removed the Agency
Is that webshop legit? Most of us have pasted a URL into a reputation checker at least once. The...
信息来源：DEV Community