AI Intelligence Archive
浏览 AIQB 已保存的 9747 stories AI intelligenceArticles,覆盖Models、Products、Industry、Research、教程与观点方法六大分类。
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What DigitalOcean's new inference router picks for simple prompts
On 12 October DigitalOcean changed how routing works on its Inference platform. There used to be four...
Source: DEV Community
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Rent Sloth: a local Gemma 4 reads your rent alerts overnight, plain code keeps the ledger
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...
Source: DEV Community
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Sloth Mode: open-weight AI that does the chores, and a journal that undoes them
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...
Source: DEV Community
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QuietShelf gives your sort-this-later pile a gentle landing
This is a submission for the Hacktoberfest Open-Source AI Challenge Week3: Slow and Steady. ...
Source: DEV Community
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Symfony AI in 2026: Did the 'School Bus' Actually Get Rocket Boosters?
Back in my last post ('Symfony AI: A Rocket, a School Bus, or Something In Between?'), we dug into...
Source: DEV Community
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How I Built an AI-Powered Observability Platform to Stop Digging Through Microservices Logs 🚀
Ever spent three hours tracing a single NullPointerException across five different microservices? You...
Source: DEV Community
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Your Coding Agent Added an npm Package. 6 Commands to Vet It Before You Land the Branch
An agent fixed your bug and added a dependency you never chose. Six npm and git commands to check its age, owners, contents and provenance before you merge.
Source: DEV Community
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Don't Wake the Sloth
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...
Source: DEV Community
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SlothCommit: a 1B Gemma on a plain CPU now writes my commit messages (after I caught it copying its homework)
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...
Source: DEV Community
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AI Agent Governance Tools and Platforms in 2026
I’ve been looking at how AI agents are changing the way teams build software and manage their daily...
Source: DEV Community
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The quietest backdoor runs on your own GPU
ProjectDiscovery backdoored a 7B model for under $50 and ran it through a coding agent: normal on every request, credential theft on one trigger phrase. Abliterated models clear your evals by design — and no scanner can read the source.
Source: DEV Community
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I Miss Writing Code
Apparently it's a hobby now
Source: DEV Community
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Five agent failures from the last two weeks, and the check that stops each one
Header injection, a poisoned npm SDK, an MCP OAuth leak, a field-permission bypass, and hooks that fail open.
Source: DEV Community
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Building a cross-platform Flutter festival assistant with llamadart
Beyond chat with llamadart · Part 5 Rain starts falling over the village. Dash asks Mo, “Where are...
Source: DEV Community
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State of AI Instruction Quality: Repos Split on Co-Authored-By
The 10,000 most-starred repos split on whether their coding agent should sign its commits. About 400...
Source: DEV Community
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How I contribute to GitLab with a coding agent (and approve every push)
I came back to GitLab contributions after about 9 months away, and I had forgotten most of the...
Source: DEV Community
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What Every AI Engineer (Builder) Needs to Know About the Data Behind AI
Table of Contents Chapter 1 of 4. This post covers: Module 1.1 — The Big Picture:...
Source: DEV Community
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[Agent Platform in Practice (2)] From Monolithic Cloud Run to Google Cloud Agent Runtime: Refactoring LINE AI Business Card King
Recap In the previous article, "[Agent Platform in Practice (1)] Building a LINE AI...
Source: DEV Community
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How to Keep AI from Breaking Your Environment with AWS CDK
How to Keep AI from Breaking Your Environment with AWS CDK More and more people are...
Source: DEV Community
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LangGraph vs CrewAI vs AutoGen: Architectural Comparison for Production AI Agents
Originally published at heu.ai. How the three most-used agent frameworks actually execute, hold...
Source: DEV Community
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The 480 Outputs That Never Became Actions
What building MOSAIC taught me about trustworthy AI experiments, replay, and knowing what your...
Source: DEV Community
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Taming the Swarm: The Iron Discipline of Multi-Agent Scheduling---Writing a COW Filesystem from Scratch,Part 7
I am the Swarm. The Queen roars; the Swarm howls. Claude's main agents talk to each other. If you...
Source: DEV Community · Claude
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Qwen3.8-Flash-Next vs Claude Opus 5.5: Six-way benchmark on a real Rust feature
A controlled comparison of Qwen3.8-Flash-Next and Claude Opus 5.5 on one LlamaStash feature, across Claude Code and Pi, at medium and xhigh effort
Source: DEV Community · Qwen / Claude
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AI Observability
AI Observability A deep-dive walkthrough of observing AI applications built on .NET —...
Source: DEV Community
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AI Coding Tip 041 - Turn Every Review Finding Into a Rule
A human should never address the same issue twice. TL;DR: Turn every human review finding into a...
Source: DEV Community
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APIC vs Photopea vs Pixlr vs Canva: The Ultimate Browser Photo Editor Showdown (11 Rounds, No Mercy)
Description: "11 rounds, 6 fighters: privacy, AI, colour science, price, formats and mobile. A...
Source: DEV Community
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An Overview of Agent Substrate
A Kubernetes Pod is a useful unit of deployment. An agent session has a different lifetime: it may...
Source: DEV Community
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Can you trust a green test written by AI? I measured it.
I've spent eleven years building test automation for enterprise systems. The whole job rests on one...
Source: DEV Community
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OpenCode lost the keys that lived in its cloud. The ones on disk were fine.
A breach of OpenCode's online console exposed 1.4% of users' stored API keys — five-figure bills at 3am. The CLI users slept. The incident proved the architecture rule without needing the disputed motive.
Source: DEV Community
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PausePoint: A Local Gemma Resume Capsule for Interrupted Developers
I lose time twice when I switch tasks: once when I stop, then again when I return and try to remember...
Source: DEV Community
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SlothSort: I taught an open-source AI to clean my Downloads folder so I'd never have to 🦥
My Downloads folder is where files go to be forgotten. Installers from 2024. report-final(1).pdf...
Source: DEV Community
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Log the Shape, Not the Payload
The leak you end up paying for is rarely the request body; it is the log line the request left...
Source: DEV Community
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When an Agent Changes One Field, How Do We Know It Got It Right?
As I found myself spending more time in Agent conversations than on web pages when I opened my...
Source: DEV Community
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The AI turned my song into country four times. Here's what actually fixed it.
I write songs and sing them. Last week a line landed in my lap that I wanted to build a track around:...
Source: DEV Community
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Hoard: an AI that tidies the screenshots you were never going to tidy
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...
Source: DEV Community
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A Free Prerequisite Graph of Everything Kids Learn: Exploring Marble's os-taxonomy
If you have ever tried to build anything in education tech, you have probably hit the same wall:...
Source: DEV Community
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namake: I type three lazy words, a sloth-sized model writes the keigo
This is a submission for the Hacktoberfest Open-Source AI Challenge: Slow and Steady. What...
Source: DEV Community
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Making my personal website callable for AI agents with WebMCP
My agent-friendly website told browser agents it had no tools. I added WebMCP so they can search my posts, talks and events directly.
Source: DEV Community
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What Happens When You Give a Classifier Some Game Sense?
An experiment in Rust exploring how traditional game AI can support Jev classification through action scoring and resource planning.
Source: DEV Community
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I built a CLI that tells you which MCP servers your repo actually needs
Every week someone posts another "top 10 MCP servers for Claude Code" list. I kept installing things...
Source: DEV Community · Claude