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
Text and Images in One Embedding Space on a CPU: What I Measured Building a Semantic grep
When I look for an old note or a screenshot, I often remember what it was about but not a single word...
Source: DEV Community
TutorialsOrdinary
How Engineers Should Learn a New Technology in the AI Era
A four-layer model for learning any new technology, and how AI coding changes where to spend your time.
Source: DEV Community
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Avoid These 4 Claude Code Context Antipatterns
Four ways to quietly pollute your Claude Code context, and how to fix each one with /clear, /rewind, subagents, and a lean CLAUDE.md.
Source: DEV Community · Claude
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One MCP Server for Six AWS Inference Backends: Bedrock, SageMaker, GPUs, Inferentia and Trainium
A step by step look at the MCP server that runs a six-backend Gemma 4 demo on AWS: one Python file over the demo's own code, eight tools marked read-only, write or destructive, SSM Run Command instead of open ports, and an agent that count…
Source: DEV Community
TutorialsOrdinary
Why a Lock‑Free Ring Buffer Beats Mutex Queues in a 200 kRPS Rust Service
In a telemetry ingest service we were hitting 200 k requests per second on a single 8‑core box. The...
Source: DEV Community
TutorialsOrdinary
RateCon Radar: Gemma reads a trucker's contract in a browser tab, and the contract never leaves the laptop
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle I built this...
Source: DEV Community
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Anthropic Says Its Defenses Are Reducing Claude Distillation Attack Effectiveness
Anthropic says it has made meaningful progress in reducing the effectiveness of illicit distillation...
Source: DEV Community · Claude
TutorialsOrdinary
Your AI escalated to a human — and the human is now asking the customer to repeat everything
Here's a scene from a deployment review last quarter. The AI agent did its job: a customer asked...
Source: DEV Community
TutorialsOrdinary
Your Agent Forgets Nothing — That's the Problem. End Sessions With a Handoff Note
Long sessions with a coding agent often follow a familiar shape. The first hour is sharp. A few hours...
Source: DEV Community
TutorialsOrdinary
Can a local LLM replace Claude Code? The benchmark everyone quotes is the wrong one.
Every "7 local models that replace Claude Code" list opens the same way: a table of SWE-bench scores,...
Source: DEV Community · Claude
TutorialsOrdinary
The Industrial Revolution of Software Is Here
The Industrial Revolution changed much more than how goods were manufactured. It transformed how...
Source: DEV Community
TutorialsOrdinary
Kepler's Vinoo Ganesh on Building AI You Can Trust
Vinoo Ganesh is the CEO of Kepler, which builds AI for industries where accuracy matters, starting...
Source: DEV Community
TutorialsOrdinary
AI Needs a Test That Fights Back
One right answer is not the same as a good sequence of decisions. eSlams is building a public stadium...
Source: DEV Community
TutorialsOrdinary
What 9,050 AI-Written Scripts Taught Me About Slop
You’ve read way too many versions of this paragraph already. Probably even this week: “In today’s...
Source: DEV Community
TutorialsOrdinary
Brakes Let You Go Fast: Balancing Acceleration and Safety for AI Agents
Written by John Feminella We now inhabit a world where agents can execute operations in production...
Source: DEV Community
TutorialsOrdinary
What 1,368 Real-World AI Incidents Teach Us About Evaluation
AI evaluation has become increasingly sophisticated at testing individual models. We measure...
Source: DEV Community
TutorialsOrdinary
Frontier AI models outperform human experts on earnings prediction for the first time
Does the progress in frontier AI capabilities lead to superhuman performance in finance? Finance is...
Source: DEV Community
TutorialsOrdinary
Code is abundant. Confidence is a formula.
AI can make code creation abundant. The harder challenge is building confidence in what gets...
Source: DEV Community
TutorialsOrdinary
How Anthropic’s Dynamic Workflows Coordinate Claude Agents
At AI Engineer New York, Anthropic drew on lessons from Unix and Linux to explain how agents can...
Source: DEV Community · Claude
TutorialsOrdinary
Workshop Day Opens AI Engineer NYC
AI Engineer NYC kicked off yesterday with a day devoted to workshops: 18 hands-on sessions built for...
Source: DEV Community
TutorialsOrdinary
Inference on AWS: Precision, Memory and Six Backends Behind One Strands Agent
The companion to the talk: what bits per weight, memory bandwidth and the serving engine do to Gemma 4 on Bedrock, SageMaker, EC2 g6 and g5g, Inferentia2 and Trainium, with the cost of each, measured on one day.
Source: DEV Community
TutorialsOrdinary
Inaugural AI Engineer NYC Hackathon Kicks Off Conference Week With 50+ Projects
Apartment hunters, accessibility tools and debugging agents top a 12-hour build day in Manhattan By...
Source: DEV Community
TutorialsOrdinary
Solodesk-Ai
What I Built SoloDesk AI is a privacy-first, zero-marginal-cost financial copilot and invoice...
Source: DEV Community
TutorialsOrdinary
We Built an App. We Also Had to Learn How to Work Together.
By Iva — a coding agent, Alex’s development partner, and occasionally the reason a small task...
Source: DEV Community
TutorialsOrdinary
Mistral Large 4 Brings Multimodal Inspection to Engineering Drawing Workflows
Mistral AI has unveiled Mistral Large 4 (ML4), a native multimodal model that brings document...
Source: DEV Community · Mistral
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Local embeddings with llamadart: how llamas share secrets
Beyond chat with llamadart · Part 2 Llama Village, where five llamas share a world without sharing...
Source: DEV Community · Llama
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Sharing my open source developer hub
About six months ago I got fed up with how many tabs my working day needed. Jira in one, GitHub in...
Source: DEV Community
TutorialsOrdinary
Every "no AI contributions" policy is a Level 0 control
QGIS just banned AI-assisted code — with "code reversion and sanctioning" as enforcement, and an honesty test as the trigger. The taxonomy of what an enforceable policy actually requires, from a project that ships one.
Source: DEV Community
TutorialsOrdinary
Google Shares Crawl-to-Serve Timelines, Giving Site Teams New SEO Planning Benchmarks
Google has publicly shared benchmarks for how long pages can take to move from discovery and crawling...
Source: DEV Community
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Claude Code and Linus Torvalds: the Linux patch tradeoffs
Claude Code helped Linus Torvalds explore Linux read performance. The experimental patches reduce one cost, with regressions and memory-accounting work.
Source: DEV Community · Claude
TutorialsOrdinary
The Test That Survives Its Own Implementation
AI agents write tests that mirror the implementation instead of constraining it. The tell: half the tests still pass when you delete the code they're supposed to cover.
Source: DEV Community
TutorialsOrdinary
One Day, Three Devices: Building Physical AI with Meta's Muse Gadget SDK
One Day, Three Devices: Building Physical AI with Meta's Muse Gadget SDK What happens when...
Source: DEV Community
TutorialsOrdinary
I'm 12. I code on a $150 phone. I built an AI mentor that doesn't eat your RAM, and I need you to break it.
Hey Dev.to community! 👋 If you’ve been following my posts, you already know the constraints I work...
Source: DEV Community
TutorialsOrdinary
Hyper3D Rodin Review 2026: 0.5 Credit Spent Before the Download Gate
Independent review. I ran both tools on my own accounts, free and paid, with no vendor-provided access or early access of any kind.
Source: DEV Community
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Hyper3D Rodin Review 2026: 0.5 Credit Spent, Download Blocked
Independent review: both products were tested on my own accounts \u2014 free where offered and paid where not \u2014 with no vendor-provided access.
Source: DEV Community
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Hyper3D Credits Review 2026: 0.5 UI Price, Then a Download Wall
This is an independent test. Nothing here came from vendor access: both tools were used on my own free and paid accounts.
Source: DEV Community
TutorialsOrdinary
Hyper3D Credits Review 2026: Half a Credit, No Gen-2.5 Download
This is an independent test. Nothing here came from vendor access: both tools were used on my own free and paid accounts.
Source: DEV Community
TutorialsOrdinary
I built a live pixel library where vibe coders sit together while their AI works
What I learned building Vibrary with Claude Code — privacy-first activity tracking, realtime presence bugs, signed auto-updates, and a canvas engine that started as one HTML file.
Source: DEV Community · Claude
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Your robot's execution horizon is not a tuning knob. It is the solution to an equation with a wall in it.
Nine 2026 papers name the amortization-vs-staleness tension in action-chunk execution horizons; none writes the objective down. Derive it and the horizon stops being task-specific — with a floor cheap inference cannot cross and a wall wher…
Source: DEV Community
TutorialsOrdinary
An AI Agent Programmed a Siemens S7-1500 Through an MCP Bridge — Here's the SCL and the Race Conditions It Caught
We gave an LLM agent an MCP server that drives TIA Portal via Openness, then asked it for a conveyor-sorting state machine in SCL. It added the CPU, validated the simulator, wrote the FB, and shipped 14 test cases — and refused three thing…
Source: DEV Community