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
I benchmarked Jev's box tool on ScreenSpot-v2 and ScreenSpot-Pro. Here is how well it reads a screen
Can Jev's new box tool find what your agent needs to click? On ScreenSpot it hits 84% on normal screens and 19% in 4K pro apps. Zooming in on its first answer takes Pro to 43%, for $0.32 per 1,000 clicks.
Source: DEV Community
TutorialsOrdinary
Fine-Tuning Qwen3-8B with Tinker: From 50% to 76% Accuracy, and Burning Through My Budget
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle Oktoberfest?...
Source: DEV Community · Qwen
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Agentic Workflows: Branched Environments
Continuing on my agentic workflows exploration, I expand on my previous Supabase implementation of preview environments, and move to Neon for true branching. I get a solid implementation.
Source: DEV Community
TutorialsOrdinary
Open Source Radar · 2026-10-18: The Agent Operations Layer, Not the Model
Open Source Radar · 2026-10-18 · By Renchao Wu Each day I pick five projects that are rising on...
Source: DEV Community
TutorialsOrdinary
Open Source Radar · 2026-10-17: Vendors start shipping agent skills
Open Source Radar · 2026-10-17 · By Renchao Wu Each day I pick five projects that are rising on...
Source: DEV Community
TutorialsOrdinary
ReferralGlass: An AI Referral Desk That Shows Its Work
A local AI referral-packet desk with exact source pages, human confirmations, and a stateless Render planner.
Source: DEV Community
TutorialsOrdinary
We gave an AI agent one ₹1,85,000 UPI payment. It walked the graph and found the mule ring.
Sherlock Pay (repo name: UPI Fraud Ring Detective) is our Graph Hacks project: an AI agent that takes...
Source: DEV Community
TutorialsOrdinary
Reality Compiler: Gemma 3 Turns a Room Photo into Data You Can Check, Including What It Can't See
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
Source: DEV Community
TutorialsOrdinary
Claude Code Parallel Subagent Patterns: Fan-Out, Fan-In, and Synchronization Strategies That Actually Work
Production-tested patterns for dispatching, coordinating, and merging multiple Claude Code subagents without race conditions, context pollution, or merge overhead.
Source: DEV Community · Claude
TutorialsOrdinary
Ideator: an agent that tells you what to build, not just what exists
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle. ...
Source: DEV Community
TutorialsOrdinary
10 git config Settings to Set Before Running Coding Agents in Parallel Worktrees
Ten git settings for coding agents in parallel worktrees: per-worktree config, zdiff3, rerere, autoSetupRemote, prune, and what breaks without each.
Source: DEV Community
TutorialsOrdinary
OpenPilot vs Cursor, Cline and Continue: an honest comparison (from the person who built OpenPilot)
I'm the solo dev behind OpenPilot, an open-source desktop agent that runs on whatever model you give...
Source: DEV Community · Cursor
TutorialsOrdinary
Copilot remembered the bookings. Why couldn't it resume the workflow?
It started with a simple piece of curiosity: when I ask GitHub Copilot to create a dynamic workflow,...
Source: DEV Community
TutorialsOrdinary
ListingForge: a local Gemma tool that drafts shop listings from product photos
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
Source: DEV Community
TutorialsOrdinary
Dare2Solve Studio: fresh math puzzles a tutor can trust, written by a model on their own laptop
This is a submission for the Hacktoberfest Open-Source AI Challenge: Week 2 — Side Hustle ...
Source: DEV Community
TutorialsOrdinary
Three doctors, eight pills, one graph: what my agent found that nobody was looking for
Meet Lakshmi. She is 72, and she doesn't exist. I built her for this project as a synthetic patient,...
Source: DEV Community
TutorialsOrdinary
One Rust Unicode Bug, Three Coding Models: A Reproducible Comparison
Coding-model leaderboards reveal little about how a model handles a real bug. A Rust function can...
Source: DEV Community
TutorialsOrdinary
LLMs on Consumer Hardware — Part 6: The Orchestration Ceiling — Why a Bigger Coordinator Doesn't Fix the Loop
The sixth entry in a build-log series on local LLMs. With the large coordinator finally running, the question was whether a bigger model fixes orchestration. It does not — the ceiling is a property of the agentic loop, not of model size — …
Source: DEV Community
TutorialsOrdinary
Our validator checked files, not frames — the first external user taught us the difference
auto-xhs is an open-source system that lets an AI agent (Muse, Dots, or Grok Bot) run a Xiaohongshu...
Source: DEV Community · Grok
TutorialsOrdinary
An Agent That Remembers: Short-Term and Long-Term Memory on AgentCore
AgentCore Memory tutorial: one memory resource, a preference recalled a session later, two actors kept apart, and an episodic record...
Source: DEV Community
TutorialsOrdinary
Fridge2Fork ~ Before it Goes in the Bin
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
Source: DEV Community
TutorialsOrdinary
Localscout: an open-weight agent that audits a local business's website before it pitches them
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
Source: DEV Community
TutorialsOrdinary
FollowUp Local: a Gemma model on your laptop that tells you why the customer went quiet
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
Source: DEV Community
TutorialsOrdinary
A Company Brain that cites its sources or refuses: DecisionGraph on FalkorDB
Built for Graph Hacks 2026 (WeMakeDevs × FalkorDB), Company Brain track. Repo:...
Source: DEV Community
TutorialsOrdinary
Zero-Backend AI: Running Local Embeddings, BM25, and Hybrid RRF Search 100% in the Browser
Why pay monthly cloud bills for hosted vector databases when modern browsers can run quantized embeddings, an in-memory BM25 index, and reciprocal rank fusion locally? Here is the architecture, code, and trade-offs.
Source: DEV Community
TutorialsOrdinary
Self-Hosting Open-Weight LLMs in the EU: A GDPR Checklist
Run open-weight LLMs on EU servers and remove the hardest GDPR questions. A working Docker + Ollama setup plus a 10-point compliance checklist for developers.
Source: DEV Community · Ollama
TutorialsOrdinary
"VaultLedger: an offline invoice and bank statement auditor built on Ollama"
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
Source: DEV Community · Ollama
TutorialsOrdinary
TrustIntern: I built a scam detective for internship offers in 5.5 hours, and my agents kept receipts
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
Source: DEV Community
TutorialsOrdinary
Buylist Scanner: open models that price a Pokémon collection at the shop counter, without a single photo leaving the store
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...
Source: DEV Community
TutorialsOrdinary
Polling Long-Running AI Jobs on Mobile Web: Retries, Backoff, and the visibilitychange Trick
Most AI features I've shipped have the same shape: the user uploads something, the server kicks off a...
Source: DEV Community
TutorialsOrdinary
Your First Agent as a Service: Deploying a Support Agent on AgentCore
Bedrock AgentCore tutorial: deploy a support agent on AgentCore Runtime in us-east-1, invoke it, read the execute_tool span in X-Ray,...
Source: DEV Community
TutorialsOrdinary
How to Pass the CCAR-F Exam: 13 Wrong-Answer Patterns I Found Building 360 Practice Questions
A practical guide to the Claude Certified Architect – Foundations exam: the format, the five domains,...
Source: DEV Community · Claude
TutorialsOrdinary
One Claude Code session ran 15 subagents under our 10-subagent rule. After a PreToolUse hook, 676 launches peaked at 10
For eight weeks our limit of 10 concurrent Claude Code subagents was a sentence in CLAUDE.md, and...
Source: DEV Community · Claude
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Codex Swapped Its Default Model and Retired GPT-5.5 in 15 Days. Did Your Evals Notice?
Codex made GPT-6.1 Sol its default on Sep 29 and dropped GPT-5.5 for ChatGPT sign-ins on Oct 14. Pin your agent's model and log it with every result.
Source: DEV Community · ChatGPT / GPT
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I built an AI voice chat app with custom characters — here's the stack and everything that broke
I built an AI voice chat app with cloned voices, 24+ languages and three TTS tiers. Here's the whole stack, plus the GPU bug that took me three days.
Source: DEV Community
TutorialsOrdinary
Project Gleipnir
Gleipnir: confining AI coding agents on a home Linux workstation A home-lab writeup by...
Source: DEV Community
TutorialsOrdinary
A Drift Detector That Cries Wolf Is Worse Than No Detector
My drift detector quarantined a healthy agent. The agent hadn't gotten worse — the benchmark had...
Source: DEV Community
TutorialsOrdinary
'Kal' means yesterday and tomorrow. I built home bakers a WhatsApp order sheet that never guesses which.
This is a submission for the Hacktoberfest Open-Source AI Challenge: Week 2 (Side Hustle). In Hindi,...
Source: DEV Community
TutorialsOrdinary
npm ci, pnpm, Symlink or APFS Clone: Time 5 Ways to Fill a Worktree's node_modules
A new git worktree has no node_modules. One script times npm ci, a warm cache, pnpm, a symlink and a copy-on-write clone, and shows what each breaks.
Source: DEV Community
TutorialsOrdinary
225 billion Claude Code tokens in 30 days, and the subagents that never named a model
My busiest 30 days with Claude Code: 225.1 billion tokens, 97.9% of them cache reads, 1,029 merged pull requests, and subagents that defaulted to Opus.
Source: DEV Community · Claude