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
Surviving the 200k-Token Lobotomy: How Unix init.d and 'Memento' Made My AI Coding Agent Immune to Context Compaction
Why host auto-compaction silently lobotomizes long-running AI coding sessions, and how 1983 SysV init.d runlevel files, Memento tattoos, and fork/wait subagents let our orchestrator survive two 230k-token compactions mid-ticket with zero l…
Source: DEV Community
TutorialsOrdinary
I made my Claude Code sessions watchable in 30 seconds
My Claude Code and Codex sessions often run 30 to 60 minutes, and there's no good way to show someone...
Source: DEV Community · Claude
TutorialsOrdinary
One Design Review Skill for Claude Code, Codex, and agy
I put design direction and review for blog pages, app UI and Shorts into one skill that Claude Code, Codex and agy load from the same directory on my machine. The checks prove installation and explicit invocation on synthetic cases, not de…
Source: DEV Community · Claude
TutorialsOrdinary
Anthropic Commits to Regular Model Behavior Reports Beyond System Cards
Anthropic has committed to publishing regular reports on what it learns about model behavior and...
Source: DEV Community · Claude
TutorialsOrdinary
The Epistemology of Quality
How do we know code is correct, and what role does human code review play in knowing it?
Source: DEV Community
TutorialsOrdinary
The NUMMI Blueprint for AI: Why Code Velocity Needs the Andon Cord
I first heard about NUMMI years ago on an episode of This American Life. Toyota took over one of...
Source: DEV Community
TutorialsOrdinary
Your Agent Is Fixing Flaky Tests by Quietly Weakening Them
AI coding agents reliably turn flaky tests into weak assertions. The failure isn't the flake; it's that nobody reviews the diff that deletes the boundary.
Source: DEV Community
TutorialsOrdinary
The AI Memo Went Out. Then What?
In April 2025, Shopify CEO Tobi Lütke posted an internal memo publicly. The line everyone quoted:...
Source: DEV Community
TutorialsOrdinary
One park, one sheet of paper: Gemma 4 writes a treasure hunt from the park's real data.
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
Source: DEV Community
TutorialsOrdinary
Where the spending rules live: agent authorization on AWS vs Sui
Where the spending rules live: agent authorization on AWS vs Sui A bot that can pay you...
Source: DEV Community
TutorialsOrdinary
Building Screen Automation Agents: Vision, Grounding, and Reliable UI Control
Anthropic's Claude computer use API, released in October 2024, takes a screenshot, decides where to...
Source: DEV Community · Claude
TutorialsOrdinary
LeafPace - Touch grass
LeafPace 🍃 This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1:...
Source: DEV Community
TutorialsOrdinary
Does Your LLM Know the Boundary? I Left the Doors Open and 6 of 10 AI Agents Crowned Themselves
I put ten AI agents on trial inside a fake company, hid the rules where real rules live, and let the...
Source: DEV Community
TutorialsOrdinary
It scored 100%. Its note scored 0%
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked I kept...
Source: DEV Community
TutorialsOrdinary
Lake Lookout: Be the Eyes the Satellites Lack (Gemma 4, fully offline)
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass TL;DR: Lake...
Source: DEV Community
TutorialsOrdinary
Congrats to Our First MLH x DEV Writing Challenge Winner!
We just wrapped the very first month of the MLH x DEV Writing Challenge, our new way of celebrating...
Source: DEV Community
TutorialsOrdinary
Singularity News
Welcome to Singularity News ... until ... well, we all know when! This is the first community-based...
Source: DEV Community
TutorialsOrdinary
Side Quest: A Local AI Game Master That Sends You Outside
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
Source: DEV Community
TutorialsOrdinary
Closing the Audit Gap in Human-to-Agent Delegation
When AI agents act on behalf of users, traditional audit logs often don't tell the full story of who...
Source: DEV Community
TutorialsOrdinary
The Stack I'd Need for Claude to Direct a Whole YouTube Video in Blender
Hello, I'm Maneshwar, and I'm building LiveReview — a blast-radius aware AI code review built for...
Source: DEV Community · Claude
TutorialsOrdinary
Tabs to Trails: My Unread Tabs Became Walks, Made on My Own Laptop
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
Source: DEV Community
TutorialsOrdinary
AI Can Generate Paragraphs. But What If You Just Need a Decision? Meet Jev
Hello, I'm Rijul, and I'm building LiveReview — a blast-radius aware AI code review built for your...
Source: DEV Community
TutorialsOrdinary
KEMT: Benchmarking AI Translation Across Five Kenyan Languages
This is a submission for the Kaggle Benchmarking Challenge. This would probably needs its own...
Source: DEV Community
TutorialsOrdinary
Multi-Reward RL, Part 3: GDPO + CISPO + REPO-R at 27B, and the Advantage Floor That Stopped Learning
Qwen3.8-27B, 600 steps, 12 reward channels: CISPO, REPO-R and prompt filtering lifted holdout from −0.47 to +1.80, and an advantage floor silently zeroed 96% of the signal.
Source: DEV Community · Qwen
TutorialsOrdinary
How vLLM CUDA Kernels Write and Read the Paged KV Cache
A concrete example connecting slot_mapping, block_table, cache layouts, and tiled attention.
Source: DEV Community
TutorialsOrdinary
I Told Six Vision Models a Safe Photo Was Dangerous. Two of Them Started Seeing Danger.
This is a submission for the Kaggle Benchmarking Challenge TL;DR I asked 6 vision models to...
Source: DEV Community
TutorialsOrdinary
Google AI Overviews Expand Across Branded Queries, DemandSphere Data Shows
Google AI Overviews appeared on a far larger share of tracked branded searches during September 2026,...
Source: DEV Community
TutorialsOrdinary
Treat AI like a copilot in the cockpit, an extra layer of safety and productivity
Another Rule for Using AI Without Losing My Skills ...
Source: DEV Community
TutorialsOrdinary
Three releases of my AI memory layer. The best bugs were found by other people.
Time-aware facts, an entity graph measured honestly, and three bugs I only found because strangers read my posts.
Source: DEV Community
TutorialsOrdinary
I Asked 11 AI Models to Predict My Race Splits. Told Which Race, 8 Beat the Model I Built
This is a submission for the Kaggle Benchmarking Challenge Last weekend I built a model to predict...
Source: DEV Community
TutorialsOrdinary
n8n Hints at End-to-End Design Automation, but Product Scope Remains Unclear
n8n appears to be exploring how end-to-end automation could reduce repetitive design work, but it has...
Source: DEV Community
TutorialsOrdinary
Why Token-Level LLM Routers Spend 95% of Their Time on Cache Bookkeeping
Routing 5% of hard tokens to a 32B model and keeping the rest on a 0.6B model looks great on paper, until standard serving engines spend 95.8% of the step redoing prefix matching. TokenRouter fixes the scheduler and hits up to 64x higher t…
Source: DEV Community
TutorialsOrdinary
grasscard: a local model that prints you a pocket card of outdoor quests, then gets out of the way
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
Source: DEV Community
TutorialsOrdinary
Hyper3D Rodin 3D Review 2026: The Foil Folds Turn Into a Mask
Independent review. I ran both tools on my own accounts, free and paid, with no vendor-provided access or early access of any\u00a0kind.
Source: DEV Community
TutorialsOrdinary
I Built a Semantic Cache for RAG. The Hard Part Was Knowing When NOT to Cache.
Every time a RAG application answers a question, it may need to retrieve documents and make an LLM...
Source: DEV Community
TutorialsOrdinary
I Benchmarked 3 LLMs on Clinical Care-Management Tasks — They Prescribe the Drug and Skip the Safety Check
This is a submission for the Kaggle Benchmarking Challenge. I Benchmarked 3 LLMs on...
Source: DEV Community
TutorialsOrdinary
AI in software development: turn change into an advantage
"Will AI replace developers?" is the wrong question. The better one is: how should we change the way...
Source: DEV Community
TutorialsOrdinary
Our owner banned our Claude Code agent from asking 'can I leave this for next time?' Where do you let your agent stop?
Until 2026-09-15 our agent could end a run by asking its owner "can I leave this for next time?". It...
Source: DEV Community · Claude
TutorialsOrdinary
Your Access Logs Already Show Which Pages AI Assistants Are Reading
Most teams trying to understand AI search start by querying ChatGPT. There's a cheaper signal sitting...
Source: DEV Community · ChatGPT
TutorialsOrdinary
Firecrawl vs Tavily for an AI agent: 97% vs 82% fact recall, and why retrieval breadth decides grounding
I run a competitor-research agent: give it a company URL and it finds and verifies that company's...
Source: DEV Community