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
Gemini 4 Carbon Is #1 on AA Index — Still Fairwind-Only: Cyber Benches, $2/$10 $4/$20, and What to Do Before the API
Google DeepMind’s Gemini 4 Carbon (Oct 28) claims AA Index v5.0 #1 at 59 and SOTA cyber benches — still Fairwind/cyber-defenders first, no public model ID. Intro $2/$10 → $4/$20, 95% cache off, builder checklist before the API.
Source: DEV Community · Gemini
TutorialsOrdinary
BengaliStoryTeller: A Free, Offline AI That Reads Bengali Bedtime Stories
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine ...
Source: DEV Community
TutorialsOrdinary
I Almost Paid ₹1,499 for Prime Video I Never Use. An Open-Source AI Model Caught It.
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine ...
Source: DEV Community
TutorialsOrdinary
MiniMax H3 in practice: 9 reference images, 3 audio clips, and what a second of video actually costs
MiniMax H3 is one of the few video models that accepts reference audio alongside reference images,...
Source: DEV Community
TutorialsOrdinary
When a data pipeline fails, can an AI agent explain why?
A data pipeline fails. You open the logs, find the failed run, check the input file, and try to work...
Source: DEV Community
TutorialsOrdinary
Claude Code Structured Output Mode in 2026: Forcing JSON Responses From Subagents and Validating Them With Zod
Pass outputFormat to subagent sessions, validate structured output with Zod schemas before results reach the lead agent, and compose multi-agent workflows with type-safe JSON pipelines in Claude Code SDK v0.3.301+.
Source: DEV Community · Claude
TutorialsOrdinary
The Empty Room: I held a séance over a 2015 sensor log
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine ...
Source: DEV Community
TutorialsOrdinary
👻 PhantomOps: The AI Exorcist That Works With the Internet Off | Ghost in the Machine Submission 🎃🌼
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine ...
Source: DEV Community
TutorialsOrdinary
Least AI in Practice: what it can and what it can't (and mustn't) do
Text is ink. Colour is a field. This is the pseudo-poetic placeholder title that Claude Design...
Source: DEV Community · Claude
TutorialsOrdinary
EU Chips Act 2.0 Proposes a New Path for European Chip Supply and Innovation
The European Commission has proposed Chips Act 2.0, an updated semiconductor policy framework...
Source: DEV Community
TutorialsOrdinary
Federated learning in 40 lines: training a model without ever moving the data
The usual way to train a model on sensitive data is to pile it all into one place first. Dump every...
Source: DEV Community
TutorialsOrdinary
Gravekeeper: a Día de los Muertos cemetery for dead code
Every repository that lived long enough has a cemetery: files nobody imports anymore, exported...
Source: DEV Community
TutorialsOrdinary
Séance: Summoning the Ghost of COBOL, Entirely Offline
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine ...
Source: DEV Community
TutorialsOrdinary
My Hire Me Page Can Talk: How I Built and Tested a Voice Agent
My Hire me page can talk. Recruiters can ask it about my work by voice or text. Here's how I built it with my Grok Bot and ElevenLabs in one morning, and how I tested it.
Source: DEV Community · Grok
TutorialsOrdinary
My Repository Was Haunted. So I Built a CLI -"Exorcist" to Find the Spirits.
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the...
Source: DEV Community
TutorialsOrdinary
Ghost in the Machine: I Built Tales, a CLI That Narrates Crashes as Ghost Stories
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the...
Source: DEV Community
TutorialsOrdinary
No Human Will Ever Write Code Better Than LLMs? Better at What?
A tweet went around saying: "No human will ever write code better than LLMs. Accept this fact, stop...
Source: DEV Community
TutorialsOrdinary
Serving LLMs at 12 Watts: The Edge-Inference Cost Curve Nobody Budgeted For
Tokens per second per watt improved roughly 3.5x in two years. Here is what that does to API pricing, device BOMs and the economics of shipping a model instead of calling one.
Source: DEV Community
TutorialsOrdinary
Logical Qubits Are Getting Cheap: A Developer's Map of the Quantum Error-Correction Stack
Error-correction overhead fell by roughly 10x in five years. Here is what that curve does to drug discovery budgets, cryostat supply chains and the price of a quantum hour.
Source: DEV Community
TutorialsOrdinary
Why Forward Deployed Engineers Are Suddenly Hot: The Death of the Centralized AI Guild
Why Forward Deployed Engineers Are Suddenly Hot: The Death of the Centralized AI...
Source: DEV Community
TutorialsOrdinary
Your Coding Agent Skips Your Lint. lefthook Makes Every Commit Run It Anyway
Agents commit PHP that never met your formatter or PHPStan. A lefthook setup that blocks the commit, hands the agent the error, and survives new worktrees.
Source: DEV Community
TutorialsOrdinary
Day 10/90: Valid JSON, Wrong Action — Why LLM Tool Calling Fails
A tool call can pass schema validation and still select the wrong product, skip a prerequisite, or...
Source: DEV Community
TutorialsOrdinary
Jacobians, Hessians, JVPs and VJPs: From First Principles to Backpropagation
📌 Note: Interactive math rendering is currently being updated for this post. In the meantime, you...
Source: DEV Community
TutorialsOrdinary
Invisible Unicode in a Rules File Made Copilot and Cursor Write a Backdoor. Find It
Zero-width, bidi and Unicode tag characters hid instructions in AI rules files. How they work, plus a ripgrep check and a git hook that block them.
Source: DEV Community · Cursor
TutorialsOrdinary
4 ways my AI coding agent fooled me (and the check I added for each)
Summary: AI coding agents rarely lie. They do something worse for a one-person shop: they state...
Source: DEV Community
TutorialsOrdinary
Build RAG in C# with ASP.NET Core and Qdrant
# Build RAG in C# with ASP.NET Core and Qdrant Build RAG in C# with ASP.NET Core, Qdrant and Ollama:...
Source: DEV Community · Ollama
TutorialsOrdinary
I kept losing track of my Claude Code agents, so I built Kanbell
A few months ago my typical afternoon looked like this: four terminal tabs, four Claude Code...
Source: DEV Community · Claude
TutorialsOrdinary
How Function Calling Actually Works: Grammar-Constrained Decoding Under the Hood
Deep dive into how function calling actually works under the hood — JSON Schema to CFG compilation, pushdown automata, logit masking, and why the model literally cannot produce invalid structure.
Source: DEV Community
TutorialsOrdinary
An AI summary is not a fix. Stop letting it close your security findings.
Static analysis and LLMs are a good pairing. I'm not here to argue otherwise. But a lot of teams are...
Source: DEV Community
TutorialsOrdinary
A Claude Client in One Go File
The second client on the hot path: net/http, encoding/json and a bufio scanner for Server-Sent Events, in a static binary from a scratch image. What the standard library gives you, and the one thing it does not.
Source: DEV Community · Claude
TutorialsOrdinary
Ghost Terminal AI: Every Log Leaves a Haunting 👻
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine. ...
Source: DEV Community
TutorialsOrdinary
Approval fatigue is a security bug: agents that write the policy, a pipeline that stays deterministic
Static rules break on novel agent actions, and blind human approvals break on volume. A concept we are evaluating: AI at the meta level drafting rules, a deterministic pipeline deciding, and a human sealing.
Source: DEV Community
TutorialsOrdinary
Zero Standing Access for AI Agents: Let Users Lend Access, One Session at a Time
An opinion on how IAM should treat AI agents, as a new kind of principal that starts every session with nothing and borrows exactly what the task needs, with the user's consent.
Source: DEV Community
TutorialsOrdinary
How Claude Code Loads CLAUDE.md and Skills, and How to Use It
In the first article of this series we put four 2026 context-engineering principles on one map. This...
Source: DEV Community · Claude
TutorialsOrdinary
Leaving Claude Code Running Overnight? 8 Settings to Check Before You Walk Away
Eight checks before an unattended Claude Code run: sleep, idle compaction, usage-limit waits, turn caps, permissions, worktrees, a test gate, a ping.
Source: DEV Community · Claude
TutorialsOrdinary
Ghost in the Shell: Can a Log File Hijack an AI?
This week's Hacktoberfest theme is Ghost in the Machine. Unfortunately, I don't have enough time to...
Source: DEV Community
TutorialsOrdinary
Vibe Coding Is a Spike, Not a User Story
The vibe coding argument has been running for over a year and has settled nothing, because it's a...
Source: DEV Community
TutorialsOrdinary
We Automated the Journey. Did We Remember the Human?
Somewhere between faster technology and smarter machines, we must never forget the ordinary people...
Source: DEV Community
TutorialsOrdinary
I Worked on Production AI. Here’s What the Model Didn’t Teach Me: Lessons from Building PredictSphere
What PredictSphere taught me about orchestration, data quality, adaptive learning, and the...
Source: DEV Community
TutorialsOrdinary
I tried five ways to improve my Claude Code plugin. None passed my own bar.
I built Off the Wall, a plugin for Claude Code and Codex. It saves the corrections you give your...
Source: DEV Community · Claude