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
Why Switching AI Feels Like Restarting the Project
You change the AI. Or you open a fresh session. The files are still there. The repository is...
Source: DEV Community
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A style rule with no exit code: 68 days unenforced, then 11 violations in a 3-line draft
We wrote a writing rule for our agent in July. It read well, it was correct, and for sixty-eight...
Source: DEV Community
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llama.cpp vs Ollama: Which Should You Run in 2026?
llama.cpp vs Ollama: Ollama wraps llama.cpp for convenience, raw llama.cpp wins on speed and control. Benchmarks, GPU offload flags, and when each wins.
Source: DEV Community · Llama / Ollama
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Best Local LLM for Coding: 8GB to 24GB VRAM Picks
The best local LLM for coding by VRAM bracket: Qwen3 Coder vs DeepSeek at 8, 12, 16 and 24 GB, the right quant per card, plus a runnable Ollama setup.
Source: DEV Community · DeepSeek / Qwen / Ollama
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The Bottleneck Moved From Writing Code to Proving It
The bottleneck moved, and most teams haven't noticed. It isn't writing anymore. It's proving. I...
Source: DEV Community
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Productionizing Agentic GenAI on AWS: What Actually Breaks When You Scale MCP
Every MCP demo looks the same. Someone spins up a local server, points a client at it, watches a tool...
Source: DEV Community
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What Web Bot Auth deliberately leaves out
Your API doesn't need to know who's calling. It needs to know if a human is behind the call. The...
Source: DEV Community
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Deploying the 600GB Inkling-NVFP4 Model on Spot A3: A GKE and vLLM Deep Dive
Ok, so, maybe you're a software developer or data scientist who just heard about the new, massive...
Source: DEV Community
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What self-hosting AI code review actually costs
The "best self-hosted AI code review tool" question gets searched constantly, and almost everything...
Source: DEV Community
TutorialsOrdinary
Build an Agent UI That Explains Its State with Angular Signals
Most chat interfaces have three states: empty, loading, and finished. Agent workflows have many...
Source: DEV Community
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I gave my Actor a GitHub MCP connector. It could see 44 tools and use 4.
I gave my Actor a GitHub MCP connector. It could see 44 tools and use 4. I publish 22...
Source: DEV Community
TutorialsOrdinary
I connected my audit Actor to Claude, and it audited three packages nobody asked for
I connected my audit Actor to Claude, and it audited three packages nobody asked for I...
Source: DEV Community · Claude
TutorialsOrdinary
Beyond Autoregression: Engineering the Next Wave of AI Code Generation with Diffusion Models
Explore how diffusion models are revolutionizing AI code generation. Learn the technical architecture, latent space strategies, and engineering challenges of moving beyond autoregression.
Source: DEV Community
TutorialsOrdinary
Anthropic and Adaptyv Bio Launch Claude-Powered Protein Design Competition
Anthropic and Adaptyv Bio have launched a co-sponsored protein design competition that will...
Source: DEV Community · Claude
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Cursor, Kiro, ChatGPT: três harness, uma arquitetura
Toda semana alguém me pergunta: "qual IDE com IA você usa?". A resposta curta é "Cursor". A resposta...
Source: DEV Community · ChatGPT / Cursor
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Anthropic’s AI R&D Measurements Point to a Broader Transparency Model
Anthropic’s public work on AI R&D automation points to a more demanding way to track advanced AI...
Source: DEV Community · Claude
TutorialsOrdinary
OpenAI Astra for Law Brings GPT-6 Astra to Legal Research and Workflow Building
OpenAI has announced Astra for Law, a legal AI foundation that combines its GPT-6 Astra flagship...
Source: DEV Community · OpenAI / GPT
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Giving an OpenCode Coding Agent Persistent, Editable Memory
Giving an OpenCode Coding Agent Persistent, Editable Memory AI coding agents are good at...
Source: DEV Community
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69 Tests. All Passing. Zero Bugs Caught.
An AI model wrote 69 tests for a Python module. Every one passed. Together they caught zero of the...
Source: DEV Community
TutorialsOrdinary
Jev: The ChatGPT Co-Creator's System One Model Can't Talk
Diogo Almeida, who co-invented RLHF and InstructGPT at OpenAI, spent two years building Jev: a System One model that cannot generate text, only typed decisions with calibrated confidence. TypeSafe AI prices input at $0.042/MTok, output fre…
Source: DEV Community · OpenAI / ChatGPT
TutorialsOrdinary
Should you harness the harness: what a workflow engine actually is
What separates a workflow engine from an orchestrator skill, what that one inversion buys, and how little of what is sold as an engine actually qualifies.
Source: DEV Community
TutorialsOrdinary
Was bash the wrong language for my agent?
I have a small agent that handles one piece of routine work at a time. It looks at what needs doing,...
Source: DEV Community
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I let a local 27B LLM audit and fix my Splunk + Sysmon stack
A 27B model on my own GPU audited my Splunk and Sysmon install with zero cloud: 10 real findings, and it fixed some of them itself, including two false positives from its own earlier audits.
Source: DEV Community
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Algorithmic Trading: Debug Your Backtest Before Upgrading Your Model
Debug algorithmic trading backtests with Python: catch look-ahead bias, compare complex models fairly, and test execution costs and order failures.
Source: DEV Community
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Does RAG Need Better Retrieval — or Better Relationships?
I started this experiment for a slightly different reason. I was playing with a system that could...
Source: DEV Community
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Tool Poisoning on MCP Servers: The Attack Vector Nobody's Patching
Everybody's shipping AI agents. Nobody's auditing their toolchains. The MCP (Model Context Protocol)...
Source: DEV Community
TutorialsOrdinary
The Explanation Gap: Why Explainable AI Still Struggles to Speak Human
A model predicts a 92% risk of hospital readmission. The SHAP values show age, prior admissions, and...
Source: DEV Community
TutorialsOrdinary
The Agent’s Last Mile
Large language models have become remarkably capable. With enough parameters, data, and training,...
Source: DEV Community
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The Great Escape? Why Developers Are Choosing Local-First AI and Privacy-Focused Hardware Over the Cloud in 2026
Explore why developers are shifting to local-first AI, privacy-focused hardware, and edge computing in 2026 over traditional cloud platforms.
Source: DEV Community
TutorialsOrdinary
I Rebuilt This Dashboard From a Screenshot using Hope AI. Here's the Live App and Everything It Took.
That's a working React app. Sidebar navigation with active states, four KPI cards, two charts, and a...
Source: DEV Community
TutorialsOrdinary
Make a Runway Clone in one shot, or something else!
i'm jon, i co-founded backboard.io. this is a launch post. it's short and there's code. video models...
Source: DEV Community
TutorialsOrdinary
TypeSafe Jev Played Chess — And Landed Next to Reasoning Models
TypeSafe's Jev is an odd one. It isn't a chat model - you send a state plus typed questions (Choice /...
Source: DEV Community
TutorialsOrdinary
Frameworks Are Institutional Memory
I stored passwords in plaintext on a floppy disk in the 1980s. Recently, a coding agent made a...
Source: DEV Community
TutorialsOrdinary
Markdown woes: Looks right, is wrong
Your Markdown can be perfectly rendered and completely wrong Markdown has an unfair...
Source: DEV Community
TutorialsOrdinary
How AI Hyperscaler Debt Is Repricing Its Own Hurdle Rate
Federal Reserve Chair Kevin Warsh singled out AI debt issuance as a driver behind the 10-year Treasury yield crossing 5 percent. Here is how the feedback loop works.
Source: DEV Community
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LLM agents turn code interpreters into portfolio sizing engines when you evolve the prompt
KAIST EvolveTrade shows that frozen LLM trading agents improve Sharpe ratio not by writing new strategies, but by letting policy refinement turn Python outputs into explicit allocation math.
Source: DEV Community
TutorialsOrdinary
How I Use the Pocket AI Recorder for Meetings, Ideas, and Life
Six weeks with the Pocket AI recorder: meeting action items, voice-memo idea capture, personal logistics, and its MCP server wired into Claude Code.
Source: DEV Community · Claude
TutorialsOrdinary
Finding the MCP Servers Your Platform Team Doesn't Know About
A read-only scanner that fingerprints MCP on both transports and sorts every endpoint into open, protected, or out of spec. Four postures, one...
Source: DEV Community
TutorialsOrdinary
Project memory is not chat history: a tiny handoff layer for AI agents
I kept running into the same failure mode when switching between AI workers, browser sessions, or...
Source: DEV Community
TutorialsOrdinary
I fact-checked 5 viral "my AI bot made money" posts against primary data. None survived.
A $52 to $3,292 token-launch bot, an $89 to $7,769 six-agent trading desk, a stablecoin arbitrage, and two more. What on-chain data, fee schedules and the authors' own demos actually show.
Source: DEV Community