AI Tutorials & Practice
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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Nobody on Your Team Knows What One Agent Task Costs
Coding agents are sold per seat and metered by the token. Sub-agents, long contexts and retries hide the cost. Measure one task before you delegate ten.
Source: DEV Community
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I Hid 40 Bugs in an Online Store and Let an AI Play QA Tester
Every team I've worked with has shipped something that passed its automated checks but still confused...
Source: DEV Community
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The Hardest Thing an AI Agent Has to Learn Is When to Stop
Not how to do more. How to know when doing more is the wrong move. A conversation about autonomous...
Source: DEV Community
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A Star Is Vanity. This One Wasn't.
I messaged the founder of Ponytail, and he starred my repo and gave me a product idea. Why that beat every metric I've ever checked.
Source: DEV Community
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A memory benchmark draft with 17 axes and no headline number: is it worth running?
I work at a company that builds memory infrastructure, so I'm biased: we compete in the thing this...
Source: DEV Community
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How I built at-most-once sends for my AI companion's ChatGPT tab: a durable send ledger, and receipts that survive a crash
How I built at-most-once sends for my AI companion's ChatGPT tab: a durable send ledger, and...
Source: DEV Community · ChatGPT
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The Claude Code Desktop Vulnerability That Beat Three Layers of Sandboxing
A Claude Code Desktop vulnerability called SneakPeek let a poisoned HTML file steal AWS, GitHub, and SSH credentials with no click. Here is what we checked.
Source: DEV Community · Claude
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Zubaan: I dubbed my English Shorts into Hinglish (same face, same voice) with open models
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
Source: DEV Community
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The world's corner shops still run on a credit notebook. I gave it Gemma, TabPFN and no internet.
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle The...
Source: DEV Community
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I Heard AI Could Build Its Own UI, So I Tried Open Intelligent UI
Artificial intelligence has changed the way by which developers are making applications, which range...
Source: DEV Community
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Anyone can claim to be an up-and-coming AI engineer. Here are my receipts instead.
A career changer's first year of building in public: production-run n8n templates, an LLM-scored job engine, tested ETL, and a live demo.
Source: DEV Community
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Why We Kept Ternary Bonsai 2 27B After Testing the Faster 9B
October 16, 2026 Our production classifier runs on a single RTX 2080 Ti with 11 GB of VRAM. It is...
Source: DEV Community
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AI Agent Identity: Who Acted, and Under Whose Authority?
Suppose you tell an agent: move Acme to At Risk, create a task for the account owner, and prepare a...
Source: DEV Community
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A CRM where the AI never leaves your laptop
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
Source: DEV Community
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Building Fuenzer Sports: An AI Tournament Prediction Side Hustle Powered by Open-Weight Models
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
Source: DEV Community
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FlipCraft AI: Turning Thrift Finds into a Profitable Side Hustle with Local Gemma 2 Open-Weight AI
FlipCraft AI: A local-first reseller listing copilot and profit engine powered by Google Gemma 2 for the Hacktoberfest Week 2 Side Hustle Challenge.
Source: DEV Community
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Honest question: at this price and performance, would you use this memory API?
I work at Wontopos, so I'm biased. About three months ago we launched a long-term memory API for AI...
Source: DEV Community
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Memory, blast radius, and a guard: three local tools for AI coding agents
I spend most of my day with an AI coding agent open: Claude Code, Codex, Cursor, depending on the...
Source: DEV Community · Claude / Cursor
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SAATHI AI: What If We Could Recognize the Warning Signs Before It's Too Late?
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle SAATHI AI:...
Source: DEV Community
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Why Developers Building AI Products Need to Understand the AI Race
You can build AI applications without following the AI race. But if you want to build products that...
Source: DEV Community
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Update2Report: turning messy Friday updates into a client-ready weekly report with an open-weight model
This is a submission for the Hacktoberfest Open-Source AI Challenge: Week 2 (Side Hustle). ...
Source: DEV Community
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AI-generated content gets cited more than human content in Google AI Overviews. That should bother you." published: false
A peer-reviewed paper published in the Proceedings of Machine Learning Research (volume 318, Canadian...
Source: DEV Community
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A 4B model on my computer drafts freelance quotes. I tested it on 8 real client briefs.
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
Source: DEV Community
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What I Look for Before Trusting an AI App Builder With a Real Project
AI app builders can now generate a working database, authentication flow, and deployed URL from a...
Source: DEV Community
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InvoicePilot AI: Smarter Invoice Automation with TEv1 and MCP
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
Source: DEV Community
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Claude Code Git Integration in 2026: How the Agent Reads Diffs, Stages Hunks, and Decides When to Commit
Most AI coding assistants treat Git as an afterthought. Claude Code reads diffs natively, stages hunks interactively, and decides when to commit based on semantic scope. Learn the patterns that make version control safe with an autonomous …
Source: DEV Community · Claude
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Building ora-tui with Google Antigravity & Gemini 4 Argon: An MS-DOS Retro TUI & OpenTelemetry Exporter for Oracle RAC, DB & SAN Multipath
How I pair-programmed with Google Antigravity powered by Gemini 4 Argon to build a zero-dependency Go TUI and OpenTelemetry/Prometheus observability stack for Oracle Databases and Linux SAN storage.
Source: DEV Community · Gemini
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AI Models Can Learn from Data. But What Can They Learn from Other Models?
Hello, I'm Rijul, and I'm building LiveReview — a blast-radius aware AI code review built for your...
Source: DEV Community
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The SEO Score Trap: How to Prove Search Visibility in the Age of AI Answers
A practical, evidence-first guide to technical SEO, AEO, and GEO. Learn how to diagnose real issues, measure AI search visibility, and verify whether your optimizations actually work.
Source: DEV Community
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What I Actually Learn When I Build With AI
I've spent entire nights building something with AI, gotten a bunch of features working, and then...
Source: DEV Community
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Slop Coding: The Vibe Archeologist Strikes Again!
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
Source: DEV Community
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Worktree lifecycle for AI agents
The problem is not creating worktrees, but managing them When two or more agents work in...
Source: DEV Community
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Scope-Creep Guard: A Local Gemma AI That Tells Clients "That's Out of Scope" (So You Don't Have To) published: true
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
Source: DEV Community
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Eight Minutes to Live. Was It Cursor, or Was It the Spec?
A tip calculator, a stopwatch, and a lot of pesos. TL;DR: I built a USD/MXN tip calculator with...
Source: DEV Community · Cursor
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Architecting Autonomous Lakehouse Agents: Governed Iceberg Analytics with Gemini 2.5 Flash and BigLake
The decoupling of compute from storage has positioned Apache Iceberg as the de facto open table...
Source: DEV Community · Gemini
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OpenAI Conference Room Bug, Anthropic's Scion vs. Meta's Mononoke, and Cloudflare's Yandex Bot Trace
Inside the $23.99 ESP32 audio recorder found in an OpenAI executive conference room, why Anthropic replaced Git with Scion at 30,000 merges a day, and Cloudflare's JA4 bo
Source: DEV Community · OpenAI / Claude
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AI-Generated Tests Can Agree With the Bug
When an AI agent writes both the implementation and its tests, a green build may only prove that the same wrong assumption was encoded twice.
Source: DEV Community
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Local image generation with llamadart for the Llama Village storybook
Beyond chat with llamadart · Part 4 Dash missed it. Pip’s scarf is by the pond, and all he has is...
Source: DEV Community · Llama
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Introducing B-TAP: Because Your AI Infrastructure Hasn't Attributed Its Fair Share
Context isn't free. Retrieval isn't free. Observability isn't free. And an international standards...
Source: DEV Community
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RevCheck, compare the cars you want before you buy your next daily driver
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
Source: DEV Community