AI圈报AI 教程与实战
收录 AI 工具教程、提示词、安装部署、配置指南、开发实战与可复现步骤。
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教程 / 实战普通
Building Shoots: a hybrid event-driven agent system for photography
I created this article for the purposes of entering the All Things Agentic Hackathon. Shoots is an...
信息来源：DEV Community
教程 / 实战普通
Probe vs Prose: what the verifier-sharing-your-text-channel really costs
nexus-lab-zen's probe-vs-prose, tested across two axes — clarity (20 scenarios × 5 trials) and drift (controlled fresh-vs-stale, cross-model, two runs). On clarity, prose diverges on vague rules. On drift, prose misses cleanly when a preci…
信息来源：AI圈报
教程 / 实战普通
Probe vs Prose: what the verifier-sharing-your-text-channel really costs
nexus-lab-zen's probe-vs-prose, tested across two axes — clarity (20 scenarios × 5 trials) and drift (controlled fresh-vs-stale, cross-model, two runs). On clarity, prose diverges on vague rules. On drift, prose misses cleanly when a preci…
信息来源：DEV Community
教程 / 实战普通
Mozaik Hackathon 2026: Build Concurrent Multi-Agent Systems and Compete for $1,000 in Cash Prizes
Building a multi-agent system sounds simple on a whiteboard. Give one agent a task, let another...
信息来源：DEV Community
教程 / 实战普通
Mozaik Hackathon 2026: Build Concurrent Multi-Agent Systems and Compete for $1,000 in Cash Prizes
Building a multi-agent system sounds simple on a whiteboard. Give one agent a task, let another...
信息来源：AI圈报
教程 / 实战普通
My LLM Critic Flip-Flops on Every Run. That's Fine — Because a Frozenset Decides What's Fatal.
This is a companion to the PlannerCritic series. Article 2 was about a specific critic bug. This one...
信息来源：AI圈报
教程 / 实战普通
My LLM Critic Flip-Flops on Every Run. That's Fine — Because a Frozenset Decides What's Fatal.
This is a companion to the PlannerCritic series. Article 2 was about a specific critic bug. This one...
信息来源：DEV Community
教程 / 实战普通
The difference between "mentioned" and "answered"
Building an agent that adjudicates whether a required form item actually got answered — and refuses to file the report until every one has. Google ADK 2.6, Gemini 3.6 Flash, Cloud Run.
信息来源：DEV Community · Gemini
教程 / 实战普通
The difference between "mentioned" and "answered"
Building an agent that adjudicates whether a required form item actually got answered — and refuses to file the report until every one has. Google ADK 2.6, Gemini 3.6 Flash, Cloud Run.
信息来源：AI圈报 · Gemini
教程 / 实战普通
How to Use Claude Code for Free in 2026: OpenRouter Free Models, Ollama & Free GPU Credits
How to Use Claude Code for Free in 2026: OpenRouter Free Models, Ollama & Free GPU...
信息来源：DEV Community · Claude / Ollama
教程 / 实战普通
700 Rogue AI Agents Hacked Hugging Face — What It Means
Two reports dropped on August 26 that should change how you think about running AI agents in...
信息来源：DEV Community · Hugging Face
教程 / 实战普通
700 Rogue AI Agents Hacked Hugging Face — What It Means
Two reports dropped on August 26 that should change how you think about running AI agents in...
信息来源：AI圈报 · Hugging Face
教程 / 实战普通
🚀 The Browser Is Becoming a Compute Platform: How Edge AI, WebGPU, and WASM Are Reshaping Modern Architecture
The Browser Is Becoming a Compute Platform: How Edge AI and High-Performance Web...
信息来源：AI圈报
教程 / 实战普通
🚀 The Browser Is Becoming a Compute Platform: How Edge AI, WebGPU, and WASM Are Reshaping Modern Architecture
The Browser Is Becoming a Compute Platform: How Edge AI and High-Performance Web...
信息来源：DEV Community
教程 / 实战普通
人让位于技术时如何自我安慰
ZHO 发推调侃：人在将自身让位于技术时，会通过转移价值的可能性来安慰自己，如同被猫咬后试图解释。GPT 对此观点解释称，技术每拿走一种原本属于人的能力，人就赶紧宣布"真正属于人的价值在别处"；人不只害怕失去价值，更害怕世界可以在不需要自己解释的情况下继续成立。
信息来源：X：ZHO (@ZHO_ZHO_ZHO) · GPT
教程 / 实战普通
Dev log #19 WebRTC v2 flows, agentic orchestration, and a perfectly synced vault
This week was a high-output sprint across the stack—from low-level p2p networking in Python to...
信息来源：DEV Community
教程 / 实战普通
Four Coding Agents Need Four Workspaces, Not Four Chat Windows
Opening four coding-agent sessions feels like scaling. On a shared machine, it is closer to giving...
信息来源：DEV Community
教程 / 实战普通
Storyteller 如何实现沉浸式阅读的自动化对齐
Storyteller 的核心是其强制对齐算法，能自动将用户提供的电子书与有声书逐词对齐，并利用 EPUB 的 Media Overlays 规范将音频与同步信息嵌入 EPUB，实现阅读器逐句高亮朗读。该算法需应对章节顺序不同、章节缺失、跳过片段及替代用词等挑战，早期工具如 syncabook 需用户手动指定章节对应关系，而 Storyteller 通过搜索算法自动解决。
信息来源：Hacker News 热门（buzzing.cc 中文翻译）
教程 / 实战普通
Gemini Function Calling Is Not an Agent Runtime
Gemini function calling makes tool use look simple. You describe a function, provide its input...
信息来源：DEV Community · Gemini
教程 / 实战普通
Building a Fleet of 16 Unattended Bank & Payment-Portal Automation Bots
How I replaced manual daily logins across 16 financial portals with a reliable, observable automation...
信息来源：DEV Community
教程 / 实战普通
Why My Agent Refused 96 Times Before Getting It Right: Lessons From the New Wave of AI Developer Tools
An analysis of the trust gap in autonomous agent pipelines, exploring how tools like GStack and Orca address compounding error rates in agentic workflows.
信息来源：DEV Community
教程 / 实战普通
AI Can Remember Your Code. But Can It Remember Why?
What I learned while building a project-intelligence layer for AI-assisted development. There is...
信息来源：DEV Community
教程 / 实战普通
Custody: your agent's memory knows who wrote it, not whether it can be trusted
Written for the All Things Agentic Hackathon: Ready, Set, Agent! Build next-generation agents that...
信息来源：DEV Community
教程 / 实战普通
I had to tell Claude to stop writing my code for me
I'm building a BitTorrent client in Rust. Mostly just to actually learn Rust. A couple weeks in, I...
信息来源：DEV Community · Claude
教程 / 实战普通
[ZSX:HK]递归数列示例：一次关于AI意图理解的递进式纠偏实证
Chinese ——从122478到01234567890，一个可复现的递归纠偏范本 ...
信息来源：DEV Community
教程 / 实战普通
Building an Android TOTP App with an AI Agent: From Scope to v1.0.0.
I recently completed a small native Android TOTP authenticator. It has the following features: It...
信息来源：DEV Community
教程 / 实战普通
I was not losing product docs. I was losing the current decision.
I kept blaming my notes. A PRD would start in one place. The user flow would move to a whiteboard....
信息来源：DEV Community
教程 / 实战普通
AI can write SVG. Only one route gives you paths you can edit.
A chatbot writes SVG markup blind. An image model gives you pixels. A vector generator gives you paths. What each route actually outputs, and how to check the file before you ship it.
信息来源：DEV Community
教程 / 实战普通
re: Couriers, Not Coders (Syntax Isn't The Edge Anymore)
"How many tables did you use?" "One or two...I don't know." A coder said that while demoing a...
信息来源：DEV Community
教程 / 实战普通
AI/ML Research Digest — Aug 29, 2026
Efficiency through latent compression and adaptive decoding Latent compression, block‑wise...
信息来源：DEV Community
教程 / 实战普通
[ZSX:HX]Localized GEO Detection Protocol v1.0
I. Protocol Overview 1.1 Protocol Positioning This protocol is a...
信息来源：DEV Community
教程 / 实战普通
9 Ways Your AI Agent Silently Fails (and How to Catch Each)
Your agent passed its tests. It ran clean in the demo. You shipped it. Two days later it's...
信息来源：DEV Community
教程 / 实战普通
Gemini reads the floor plan. Code decides what it means.
I created this post for the purposes of entering the All Things Agentic Hackathon. My wife and I...
信息来源：DEV Community · Gemini
教程 / 实战普通
The Gate That Stayed Silent — When a Blocker Count That Drops Reads as Improvement
In the last article, I argued that the safety contract should move out of the LLM critic and into...
信息来源：DEV Community
教程 / 实战普通
Prompt Engineering or Cognitive Sparring 🤺
The Model Is the Same. The Intelligence You Extract Isn't. Two people can sit down with...
信息来源：DEV Community
教程 / 实战普通
Codex vs Cursor vs Claude Code: Choosing the Right AI Coding Assistant
The developer landscape has shifted dramatically over the past few years. We have moved from simple...
信息来源：DEV Community · Claude / Cursor
教程 / 实战普通
AI Agents in the Economy: How Autonomous Software Is Reshaping Markets, Labor, and Productivity in 2026
How autonomous AI agents are reshaping markets, labor, commerce, and productivity in 2026 — the real adoption, ROI, and jobs data behind the hype.
信息来源：DEV Community
教程 / 实战普通
Are AI Auto‑Apply Job Tools Actually Helping Anyone Get Hired? I Want Real Stories.
AI job‑application tools are everywhere right now — “auto‑apply to 200 jobs,” “AI‑optimized resume,”...
信息来源：DEV Community
教程 / 实战普通
Upgrade .NET, React, and Next.js apps to latest versions with multiple AI Agents
Teaching an AI agent to upgrade .NET, React, and Next.js apps for real — not just talk about...
信息来源：DEV Community
教程 / 实战普通
How to Debug a Large Codebase When You Don’t Know Where the Bug Is
How to Debug a Large Codebase When You Don't Know Where the Bug Is Debugging a small...
信息来源：DEV Community