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Why I separated live discovery from the AI chat box
内容摘要
Most AI workspaces start with the same useful primitive: a chat box. I kept one in AI Workstation...
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Unlocking workload rightsizing visibility on GKE: How VPA decision logs bring observability to autoscaling
Learn how to troubleshoot and audit GKE Vertical Pod Autoscaler actions with structured decision logs in Cloud Logging.
信息来源：DEV Community
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You cannot fire your AI agents
A branch came in for review with about sixty commits on it, every one authored by someone on the...
信息来源：DEV Community
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Choice Leaks: I Tried to Generate 100 Random Digits and Failed in Four Measurable Ways
A consciousness test you can run in ten minutes: try to be random, then measure how you failed. I ran it on myself. The tell was not bias — it was fairness.
信息来源：DEV Community
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Why My Agent Refused 96 Times Before Getting It Right: Lessons from Building Reliable AI Agents in Production
Real-world lessons from 96 iterations to build a production-grade AI agent. Patterns, failures, and the systematic approach that actually works.
信息来源：DEV Community
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Your Compute-Usage Receipt Can Be Cryptographically Signed and Still Be Forged. Here's the One Field That Actually Prevents It, From the Command Line.
Co-authored by Rudrendu Paul and Sourav Nandy. Repo: github.com/RudrenduPaul/ComputeLedger,...
信息来源：DEV Community
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I measured what 300 websites actually serve to AI agents
People keep saying that sites treat cryptographically signed AI agents differently, or that they hide...
信息来源：DEV Community
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Your Sent Items Folder Is a Phishing Kit Now
The most convincing phishing email your finance team gets this year won't have a single typo. It will...
信息来源：DEV Community
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Undox: approval-gated data-broker opt-outs on TrueForge
People-search sites still republish names, addresses, phones, and dates of birth. Opting out is...
信息来源：DEV Community
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"Don't you trust the AI vendor's own sandbox?" I didn't have a good answer.
I build an open-source AI sandbox project, and when I mention it to people building products and...
信息来源：DEV Community
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Why Gin Fits the AI Agent Era
Gin's speed, focused API, and mature Go ecosystem make it a strong backend choice for the AI agent era.
信息来源：DEV Community