AI圈报教程 / 实战普通
I built a community tool because my browser bookmarks went to die. Now, I need your help to scale it.
内容摘要
Let’s be honest: we all have a graveyard of bookmarks. Every time I see a cool open-source CLI tool...
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教程 / 实战普通
I Built an AI Agent That Does X — Here's What Actually Broke
Most posts about AI agents show you the demo. The demo always works. Nobody writes about the part...
信息来源：DEV Community
教程 / 实战普通
I Cut 2,490 Agent Test Runs to 206 and Kept the Same Coverage
The full matrix was 83 agents × 30 scenarios = 2,490 runs. Each one a real LLM call, 30–80 seconds....
信息来源：DEV Community
教程 / 实战普通
Memory, not speed, is the hard part of running an LLM on a phone
I ship an Android app (Onira) that generates a personalized hypnosis/relaxation script on-device with...
信息来源：DEV Community
教程 / 实战普通
SIMURG: A Guard That Catches LLM Hallucinations Mid-Stream and Heals Them
Your LLM looks fine in the demo. Then it ships. Somewhere between "it works on my machine" and "a...
信息来源：DEV Community
教程 / 实战普通
How do you stop an LLM from leaking API keys in the code it writes? Default to secret
On July 22 I typed a one-line prompt on a test app: a widget built on a well-known REST API, the kind...
信息来源：DEV Community
教程 / 实战普通
One Month In: The Number That Finally Moved Wasn't the One I Expected
This blog turned one month old this week. I'd built a habit of checking four dashboards every few...
信息来源：DEV Community
教程 / 实战普通
I Told a PR Nothing Would Break. Qodo Checked.
Every PR description is a claim. "No consumers of this API were changed." "Safe to merge." Most...
信息来源：DEV Community
教程 / 实战普通
Think smaller: why specialist SLMs beat frontier models in production
Most agent tasks do not need a frontier model. The subtasks inside a production agent are largely...
信息来源：DEV Community
教程 / 实战普通
A decorrelated bot that loses money is just a diversified way to lose money
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信息来源：DEV Community
教程 / 实战普通
I built a self-hostable AI data analyst — 4 agents, sandboxed code execution, your choice of LLM
Every time I needed to explore a dataset quickly, the same wall appeared: spin up a notebook, deal...
信息来源：DEV Community