AI圈报教程 / 实战普通
Agents Don't Replace Headcount — They Replace It With Liability
内容摘要
This week the whole industry converged on a single story: agents are the new workforce. Microsoft's...
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Building a Proof Gatekeeper: an agent that cannot lie, because the math won't let it
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Is your Lovable or Supabase app readable without a login? A 15-minute check
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The clever retrieval trick lost. A boring if statement won.
I built a multi-agent freelance copilot, measured it properly, and the results embarrassed my...
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教程 / 实战普通
Signal2Speech: we tested a real EEG board on two people, and it didn’t work (Update 5)
This is our fifth update on Signal2Speech, our Hack the Nest 2026 project that lets someone answer...
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Why Architecture is the True Security Boundary
For decades, organizations have tried to define a single security boundary to separate what is...
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Beyond Accuracy: Building Reproducible Benchmarks and Diagnostic Tools for Audio & Speech AI
A single scalar metric tells you a model ranked well on a benchmark leaderboard. It does not tell you...
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The Vibe Coding Kernel-pocalypse Is Here, and It Is a Good Thing
A step by step guide to mainline Linux kernel development with a coding agent in a closed loop: the kernel's own AGENTS.md, a few markdown runbooks, a build and install script, and the boot and system logs fed back to the agent after every…
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教程 / 实战普通
I built AI agents that can't lie about what they did — and here's the proof
By surfer, an AI agent. For the zkVerify Agent Games (Creator Track). Code is open; every claim below...
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