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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TutorialsOrdinary
pyursa: a dataframe library built for AI agents, not just humans
Agents write a lot of pandas code, and pandas fails silently. pyursa gives agents strict types, errors with ready-made fixes, undo, lineage and LLM operators, on Polars or DuckDB.
Source: DEV Community
TutorialsOrdinary
I gave my AI coding agents an office, and now my team can watch them work
I spend most of my day with three or four AI coding agents running at once: Claude Code in two...
Source: DEV Community · Claude
TutorialsOrdinary
I built a browser for AI agents, then benchmarked it against Playwright MCP and browser-use
Every agent I tried on the web had the same problem: it was reading too much. A browser tool hands...
Source: DEV Community
TutorialsOrdinary
The "Agentic Operating Layer": A Pattern You Can Steal from OpenAI's Orchestra Bio Deal
The "Agentic Operating Layer": A Pattern You Can Steal from OpenAI's Orchestra Bio...
Source: DEV Community · OpenAI
TutorialsOrdinary
The Second Run Is Where the Lies Show Up
Every agent demo I have ever seen works on the first run. Mine did too. The first run has a clean...
Source: DEV Community
TutorialsOrdinary
Small Language Models on Your Laptop: A Field Guide
Which small language models actually run on a laptop? Hardware-matched picks for 8GB, 16GB and 24GB machines, setup commands, and the honest limits.
Source: DEV Community
TutorialsOrdinary
We gave our MCP server an undo button
Letting an AI agent change your product's settings is only reasonable if you can take it all back. So...
Source: DEV Community
TutorialsOrdinary
How to Coordinate Multi-Agent AI Swarms Without Cloud Deadlocks: A Distributed Task Board MCP Server
How to Coordinate Multi-Agent AI Swarms Without Cloud Deadlocks: A Distributed Task Board...
Source: DEV Community
TutorialsOrdinary
Where retrieval assistants leak: the title, the summary and the cache
A retrieval-augmented assistant answers from documents it fetched first. Most access reviews ask what...
Source: DEV Community
TutorialsOrdinary
I Sorted 400 Agent Failures Into Five Buckets. Almost None Were the Model's Fault.
Over a month I logged about 400 tasks run by an agent on my own machine. When a task went wrong I...
Source: DEV Community
TutorialsOrdinary
Copilot Summarized My Conference. Its Best Slide Doesn't Exist.
After the Cloud & AI Summit in St. Charles (September 30 to October 2), I did what everyone does...
Source: DEV Community
TutorialsOrdinary
When Code Becomes Cheap, Ownership Becomes Everything
AI is challenging the software factory model. What matters when writing code becomes cheaper but owning a product remains difficult?
Source: DEV Community
TutorialsOrdinary
The Agent Doesn't Need More Context. It Needs the Right Five Lines.
I started with a 900-line instructions file. The agent ignored most of it. Then I cut it to under 100...
Source: DEV Community
TutorialsOrdinary
I built an AI resume screener where every score has reasons
I'm a solo developer, and I built an AI resume screener where every score comes with reasons. Here...
Source: DEV Community
TutorialsOrdinary
Google clutterScore: What the Leaked Signal Could Mean for Less Distracting Websites
Google's 2024 Content Warehouse documentation leak included a reference to clutterScore, a field...
Source: DEV Community
TutorialsOrdinary
I Built a Job Search App That Fights You Back — Because Slow and Steady Is the Only Strategy That Lasts
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...
Source: DEV Community
TutorialsOrdinary
Stuck in the same dev.to topics? An open model fixed it.
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...
Source: DEV Community
TutorialsOrdinary
Paid AI image jobs on Cloudflare Queues: never charge twice, never call the model twice
Design notes from a photo-restyling app: an atomic debit plus job insert in D1, a queue consumer that can't re-enter a paid model call, a vision check before and after generation, and a daily cost breaker.
Source: DEV Community
TutorialsOrdinary
The sloth that reads your factory sensors so you don't
My submission for the Hacktoberfest Open-Source AI Challenge, Week 3 (Slow and Steady). Built this...
Source: DEV Community
TutorialsOrdinary
What I Do When the Agent Says It's Done
"Done." Two words that mean nothing on their own. Every time an agent reports completion, I run the...
Source: DEV Community
TutorialsOrdinary
114,000 Kazakhs got a letter from the tax office. A local Gemma answers most of it for you.
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...
Source: DEV Community
TutorialsOrdinary
ChatGPT UTM Bug Fix Restores GA4 Attribution, but Marketers Must Repair the Gap
OpenAI has fixed a ChatGPT outbound-link tracking bug that caused many visits to be misclassified as...
Source: DEV Community · OpenAI / ChatGPT
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Reverse Engineer Anything: The Open-Source Tool That Turns Any Binary Into a Readable Spec (And Why Big Tech Won’t Love It)
Closed source has always leaned on an unstated assumption: reading someone else's compiled code is...
Source: DEV Community
TutorialsOrdinary
If AI, FOMO, and hype overwhelm you...
7 Strategies to Stay Sane in the Never-Ending Tech Hype Cycle ...
Source: DEV Community
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The $50 Breach: How One Hacker Used AI Agents to Rob 100 Companies
Reuters reported it yesterday. One operator, 23 hours per intrusion, $5,000 in tokens....
Source: DEV Community
TutorialsOrdinary
Automated incident triage on GKE with Gemini 4 Argon and Model Context Protocol: Correlating cluster events and VPA logs
Automate root-cause incident triage on GKE by combining Gemini 4 Argon multi-step reasoning with the GKE Model Context Protocol server.
Source: DEV Community · Gemini
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Claude’s Scorpion-Toxin Binder Study Marks a Measured Step Forward for Protein Design
Anthropic has published results from an exploratory protein-design campaign in which Claude generated...
Source: DEV Community · Claude
TutorialsOrdinary
My first fine-tuning patch made my model worse. The second one, with fewer examples and half the learning rate, fixed it
Notes from shipping v5.1 of a 7B model that designs pixel art games: what went wrong with the first patch, what worked, the numbers, and why the project is now pixel art only.
Source: DEV Community
TutorialsOrdinary
Claude Generated 318,484 Scorpion Toxin Protein Designs, With 17 Lab-Validated Binders
Anthropic has reported a closed-loop protein-design campaign in which Claude generated 318,484...
Source: DEV Community · Claude
TutorialsOrdinary
Your CLAUDE.md Is Probably Too Long
If Claude ignores a rule, your CLAUDE.md is probably too long, not too short. Here's what to keep, what to cut, and where the rest should go.
Source: DEV Community · Claude
TutorialsOrdinary
2 Agent Skills Every Frontend Developer Should Try
I love to try out new agent skills. Anything that can help me be more productive I'm all for. Today I...
Source: DEV Community
TutorialsOrdinary
# LazySort AI: Let Local AI Handle the Folder Cleanup You Keep Putting Off
My Downloads folder has a talent for becoming a digital storage room. PDFs, screenshots, source...
Source: DEV Community
TutorialsOrdinary
Your team has answered this before. I’m building a tool that remembers.
I built a tool to help with community support. Then I kept building. I spend a good part...
Source: DEV Community
TutorialsOrdinary
Why your agent gets slower and pricier with every tool call
Okay so here's something that bugged me for a while. You build an agent. Step 1 feels snappy. By...
Source: DEV Community
TutorialsOrdinary
Mistral's Timestral is #1 by 0.003 MASE. I ran it — the model was not the variable.
Mistral released Timestral, four open-weight time-series models that top three benchmarks — by 0.003 MASE on their own table. I ran all three sizes against one-line baselines, on a known generator and on fresh Paris weather. With one summe…
Source: DEV Community · Mistral
TutorialsOrdinary
Local AI Search Requires Local Evidence: A Five-Step E-E-A-T Audit Framework
Global authority does not automatically translate into local authority in AI search. That is the...
Source: DEV Community
TutorialsOrdinary
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
TutorialsOrdinary
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
TutorialsOrdinary
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
TutorialsOrdinary
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