AI圈报教程 / 实战普通
When an AI Agent Makes a Mistake in Production, Which Layer Should Stop It?
内容摘要
A familiar production failure looks like this: an AI support agent reads a ticket, decides the...
相关推荐
综合分类、实体标签与信息来源匹配
教程 / 实战普通
When memory returns a plausible answer but violates its boundaries
Most memory demos ask whether a later fact can be retrieved. That is a useful start, but it leaves...
信息来源：DEV Community
教程 / 实战普通
Run GLM-5.3 Locally: Real Quant Sizes, the llama.cpp Surprise, and the reasoning_effort Trap
Flash on 27 August, the flagship on 28 August. Real quant sizes, why the bigger model has better tooling support than the smaller one, and the default that silently makes it feel slow.
信息来源：DEV Community · GLM / Llama
教程 / 实战普通
Deploying an Agent Substrate Actor After ActorTemplate Left Kubernetes
As of 09/02/2026, the ActorTemplate object no longer exists. It was created, as the name suggests, to...
信息来源：DEV Community
教程 / 实战普通
JuryTrace: make agent-judge failures inspectable
When an agent regression judge says “accept,” the interesting question is often not the score. It is...
信息来源：DEV Community
教程 / 实战普通
Kill a workflow between the effect and its acknowledgement
Retries are comforting until the process dies at the worst possible moment: after an external action...
信息来源：DEV Community
教程 / 实战普通
Spotify Cut Claude Code Token Usage by 90 Percent. The Pattern Works in Any AI Agent
Earlier this week, an engineer at Spotify published numbers that should make everyone running an AI...
信息来源：DEV Community · Claude
教程 / 实战普通
How I stopped an LLM from fabricating citations (a coin-museum story)
I started collecting ancient and world coins this year. It got out of hand fast, the way these...
信息来源：DEV Community
教程 / 实战普通
💙 KindLink - Because “I Want to Help” Is Not a Plan 😭
This is a submission for the Weekend Challenge: Generosity Edition. Have you ever thought: “I...
信息来源：DEV Community
教程 / 实战普通
I Thought Role Separation Would Fix the Optimizer. It Didn't.
Previously: 9 Bugs That All Looked Like a Working System · I Built an AI That Rewrites Its Own...
信息来源：DEV Community
教程 / 实战普通
Multi-Agent Does Not Mean Parallel: Safe Workflows with Google ADK
“Let’s split it into agents” has become the AI equivalent of “let’s make it a...
信息来源：DEV Community