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
Anthropic Commits to Regular Model Behavior Reports Beyond System Cards
Anthropic has committed to publishing regular reports on what it learns about model behavior and...
信息来源:DEV Community · Claude
教程 / 实战普通
The Epistemology of Quality
How do we know code is correct, and what role does human code review play in knowing it?
信息来源:DEV Community
教程 / 实战普通
The NUMMI Blueprint for AI: Why Code Velocity Needs the Andon Cord
I first heard about NUMMI years ago on an episode of This American Life. Toyota took over one of...
信息来源:DEV Community
教程 / 实战普通
Your Agent Is Fixing Flaky Tests by Quietly Weakening Them
AI coding agents reliably turn flaky tests into weak assertions. The failure isn't the flake; it's that nobody reviews the diff that deletes the boundary.
信息来源:DEV Community
教程 / 实战普通
The AI Memo Went Out. Then What?
In April 2025, Shopify CEO Tobi Lütke posted an internal memo publicly. The line everyone quoted:...
信息来源:DEV Community
教程 / 实战普通
One park, one sheet of paper: Gemma 4 writes a treasure hunt from the park's real data.
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
信息来源:DEV Community
教程 / 实战普通
Where the spending rules live: agent authorization on AWS vs Sui
Where the spending rules live: agent authorization on AWS vs Sui A bot that can pay you...
信息来源:DEV Community
教程 / 实战普通
Building Screen Automation Agents: Vision, Grounding, and Reliable UI Control
Anthropic's Claude computer use API, released in October 2024, takes a screenshot, decides where to...
信息来源:DEV Community · Claude
教程 / 实战普通
LeafPace - Touch grass
LeafPace 🍃 This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1:...
信息来源:DEV Community
教程 / 实战普通
Does Your LLM Know the Boundary? I Left the Doors Open and 6 of 10 AI Agents Crowned Themselves
I put ten AI agents on trial inside a fake company, hid the rules where real rules live, and let the...
信息来源:DEV Community
教程 / 实战普通
It scored 100%. Its note scored 0%
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked I kept...
信息来源:DEV Community
教程 / 实战普通
4 个 Grok bot 模板助你构建 X 应用
这里有 4 个 grok @bot 模板,可用于在 X 上构建,今天就能用: - 发布 - 威胁狩猎 - 威胁情报 - X api 集成
信息来源:X:Eric Zakariasson (@ericzakariasson) · Grok
教程 / 实战普通
Lake Lookout: Be the Eyes the Satellites Lack (Gemma 4, fully offline)
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass TL;DR: Lake...
信息来源:DEV Community
教程 / 实战普通
Congrats to Our First MLH x DEV Writing Challenge Winner!
We just wrapped the very first month of the MLH x DEV Writing Challenge, our new way of celebrating...
信息来源:DEV Community
教程 / 实战普通
Singularity News
Welcome to Singularity News ... until ... well, we all know when! This is the first community-based...
信息来源:DEV Community
教程 / 实战普通
Side Quest: A Local AI Game Master That Sends You Outside
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
信息来源:DEV Community
教程 / 实战普通
Closing the Audit Gap in Human-to-Agent Delegation
When AI agents act on behalf of users, traditional audit logs often don't tell the full story of who...
信息来源:DEV Community
教程 / 实战普通
The Stack I'd Need for Claude to Direct a Whole YouTube Video in Blender
Hello, I'm Maneshwar, and I'm building LiveReview — a blast-radius aware AI code review built for...
信息来源:DEV Community · Claude
教程 / 实战普通
Tabs to Trails: My Unread Tabs Became Walks, Made on My Own Laptop
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
信息来源:DEV Community
教程 / 实战普通
AI Can Generate Paragraphs. But What If You Just Need a Decision? Meet Jev
Hello, I'm Rijul, and I'm building LiveReview — a blast-radius aware AI code review built for your...
信息来源:DEV Community
教程 / 实战普通
KEMT: Benchmarking AI Translation Across Five Kenyan Languages
This is a submission for the Kaggle Benchmarking Challenge. This would probably needs its own...
信息来源:DEV Community
教程 / 实战普通
Multi-Reward RL, Part 3: GDPO + CISPO + REPO-R at 27B, and the Advantage Floor That Stopped Learning
Qwen3.8-27B, 600 steps, 12 reward channels: CISPO, REPO-R and prompt filtering lifted holdout from −0.47 to +1.80, and an advantage floor silently zeroed 96% of the signal.
信息来源:DEV Community · Qwen
教程 / 实战普通
How vLLM CUDA Kernels Write and Read the Paged KV Cache
A concrete example connecting slot_mapping, block_table, cache layouts, and tiled attention.
信息来源:DEV Community
教程 / 实战普通
I Told Six Vision Models a Safe Photo Was Dangerous. Two of Them Started Seeing Danger.
This is a submission for the Kaggle Benchmarking Challenge TL;DR I asked 6 vision models to...
信息来源:DEV Community
教程 / 实战普通
Google AI Overviews Expand Across Branded Queries, DemandSphere Data Shows
Google AI Overviews appeared on a far larger share of tracked branded searches during September 2026,...
信息来源:DEV Community
教程 / 实战普通
Treat AI like a copilot in the cockpit, an extra layer of safety and productivity
Another Rule for Using AI Without Losing My Skills ...
信息来源:DEV Community
教程 / 实战普通
LangChain 如何用 Managed Deep Agents 打造开箱即用的智能体用户体验
LangChain 在 Managed Deep Agents v0.9 中新增 reactions API,可为 Slack 等渠道的分布式智能体动态分配 emoji 回应,支持字符串或返回 emoji 的可调用对象。该功能可接入 Jev 等决策模型,Jev 最多支持 255 个选项,并可用置信度阈值(低于 0.25 时回退到 👀)控制回应。
信息来源:LangChain:Blog(RSS)
教程 / 实战普通
Three releases of my AI memory layer. The best bugs were found by other people.
Time-aware facts, an entity graph measured honestly, and three bugs I only found because strangers read my posts.
信息来源:DEV Community
教程 / 实战普通
I Asked 11 AI Models to Predict My Race Splits. Told Which Race, 8 Beat the Model I Built
This is a submission for the Kaggle Benchmarking Challenge Last weekend I built a model to predict...
信息来源:DEV Community
教程 / 实战普通
TinyFish 如何在 Databricks AI Runtime 上训练并运行其 web-native 模型
TinyFish 在 Databricks AI Runtime 上完成其 web-native 模型的训练、评估与生产部署,内部 go/no-go 基准中该模型完成 2,178 个 web-agent 任务中的 1,691 个,任务成功率 77.6%。
信息来源:Databricks:Blog(RSS)
教程 / 实战普通
n8n Hints at End-to-End Design Automation, but Product Scope Remains Unclear
n8n appears to be exploring how end-to-end automation could reduce repetitive design work, but it has...
信息来源:DEV Community
教程 / 实战普通
Why Token-Level LLM Routers Spend 95% of Their Time on Cache Bookkeeping
Routing 5% of hard tokens to a 32B model and keeping the rest on a 0.6B model looks great on paper, until standard serving engines spend 95.8% of the step redoing prefix matching. TokenRouter fixes the scheduler and hits up to 64x higher t…
信息来源:DEV Community
教程 / 实战普通
grasscard: a local model that prints you a pocket card of outdoor quests, then gets out of the way
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
信息来源:DEV Community
教程 / 实战普通
Hyper3D Rodin 3D Review 2026: The Foil Folds Turn Into a Mask
Independent review. I ran both tools on my own accounts, free and paid, with no vendor-provided access or early access of any\u00a0kind.
信息来源:DEV Community
教程 / 实战普通
I Built a Semantic Cache for RAG. The Hard Part Was Knowing When NOT to Cache.
Every time a RAG application answers a question, it may need to retrieve documents and make an LLM...
信息来源:DEV Community
教程 / 实战普通
I Benchmarked 3 LLMs on Clinical Care-Management Tasks — They Prescribe the Drug and Skip the Safety Check
This is a submission for the Kaggle Benchmarking Challenge. I Benchmarked 3 LLMs on...
信息来源:DEV Community
教程 / 实战普通
Ai2 如何用 GPU 时间预算和分层公平分享调度器优化集群分配
Ai2 AI Infrastructure 团队将基于优先级的 GPU 调度器替换为包含 GPU 时间预算、分层公平分享分配和时间切片合约的系统,用于管理数千张 NVIDIA H100、B200 和 B300,服务约 150 名内部研究员,需求超出容量 2-3 倍。
信息来源:Hugging Face 社区博客(混合发现) · NVIDIA / Hugging Face
教程 / 实战普通
AI in software development: turn change into an advantage
"Will AI replace developers?" is the wrong question. The better one is: how should we change the way...
信息来源:DEV Community
教程 / 实战普通
Our owner banned our Claude Code agent from asking 'can I leave this for next time?' Where do you let your agent stop?
Until 2026-09-15 our agent could end a run by asking its owner "can I leave this for next time?". It...
信息来源:DEV Community · Claude
教程 / 实战普通
Your Access Logs Already Show Which Pages AI Assistants Are Reading
Most teams trying to understand AI search start by querying ChatGPT. There's a cheaper signal sitting...
信息来源:DEV Community · ChatGPT