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浏览 AIQB 已保存的 9752 stories AI intelligenceArticles，覆盖Models、Products、Industry、Research、教程与观点方法六大分类。

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TutorialsOrdinary2026-10-18 13:34

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

TutorialsOrdinary2026-10-18 13:24

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

TutorialsOrdinary2026-10-18 13:19

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

TutorialsOrdinary2026-10-18 13:10

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

TutorialsOrdinary2026-10-18 13:03

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

TutorialsOrdinary2026-10-18 12:54

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

TutorialsOrdinary2026-10-18 12:51

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

TutorialsOrdinary2026-10-18 12:47

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

TutorialsOrdinary2026-10-18 12:46

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

TutorialsOrdinary2026-10-18 12:28

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

TutorialsOrdinary2026-10-18 12:17

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

TutorialsOrdinary2026-10-18 12:06

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

TutorialsOrdinary2026-10-18 11:54

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

TutorialsOrdinary2026-10-18 11:54

"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

TutorialsOrdinary2026-10-18 11:52

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

TutorialsOrdinary2026-10-18 11:45

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

TutorialsOrdinary2026-10-18 11:00

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

TutorialsOrdinary2026-10-18 10:43

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

TutorialsOrdinary2026-10-18 10:18

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

TutorialsOrdinary2026-10-18 10:17

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

TutorialsOrdinary2026-10-18 10:01

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

TutorialsOrdinary2026-10-18 09:54

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

TutorialsOrdinary2026-10-18 09:36

Project Gleipnir

Gleipnir: confining AI coding agents on a home Linux workstation A home-lab writeup by...

Source: DEV Community

TutorialsOrdinary2026-10-18 09:15

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

TutorialsOrdinary2026-10-18 09:05

'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

TutorialsOrdinary2026-10-18 09:01

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

TutorialsOrdinary2026-10-18 08:40

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

TutorialsOrdinary2026-10-18 08:40

AI + Humans: The Three-Speed Problem

By about seven o’clock most nights now, I’m theoretically finished working. This would have sounded...

Source: DEV Community

TutorialsOrdinary2026-10-18 08:38

I Think My AI Company Needs HR

A few weeks ago, I wrote that I had somehow become CEO of a synthetic company. At the time, I meant...

Source: DEV Community

TutorialsOrdinary2026-10-18 08:23

Local AI on four Macs: MLX capacity, speed and trust boundaries

Local AI capacity and speed depend on different constraints. Apple's four-Mac MLX results show what fits, what accelerates and what needs your own test.

Source: DEV Community

TutorialsOrdinary2026-10-18 08:18

My Synthetic Company Is Not a Metaphor

The cockpit. Henry (architect) and Margo (red team critic) on the left, five MiniClaude workers up...

Source: DEV Community

TutorialsOrdinary2026-10-18 08:10

Your AI agent's approval gate checks the verb, not the object

Most human-in-the-loop setups for AI agents ask one question before a risky action: is this tool...

Source: DEV Community

TutorialsOrdinary2026-10-18 08:06

No-Show Desk: TabPFN spots the motel guests likely to cancel, and Gemma asks them first

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...

Source: DEV Community

TutorialsOrdinary2026-10-18 07:56

Build a Reviewable Gemini Form Assistant in React

A person filling out a travel request often already has the information in a message: Prepare a...

Source: DEV Community · Gemini

TutorialsOrdinary2026-10-18 07:40

VaultExam AI: Mock Tests from Your Notes, Without Uploading Them Anywhere

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...

Source: DEV Community

TutorialsOrdinary2026-10-18 07:38

SDLC != ADLC != ASDLC

I recently came across this definition: The Agentic Development Lifecycle (ADLC)—also known as the...

Source: DEV Community

TutorialsOrdinary2026-10-18 07:28

I Built an Open-Weight Tarot Reader — Then Found My Backup Model Was Doing the Work

A side-hustle experiment with Gemma 4, Cloudflare Workers AI, ElevenLabs, accessibility improvements, honest user feedback, and a fallback that hid the real bug.

Source: DEV Community

TutorialsOrdinary2026-10-18 07:22

Text to 3D, 100% in the browser: TRELLIS.2 on WebGPU from C#

A 4-billion-parameter image-to-3D model running entirely on your own GPU in a browser tab. No server, no upload.

Source: DEV Community

TutorialsOrdinary2026-10-18 07:07

ClawbackMD: local Gemma drafts for AI-assisted insurance denials

This is a submission for the Hacktoberfest Open-Source AI Challenge: Week 2 — Side Hustle ...

Source: DEV Community

TutorialsOrdinary2026-10-18 06:55

My own gate failed (8 of 20), so I rescoped a scam-ad checker around quotes code can find word for word

A job offer lands in a family WhatsApp group (a composite scene, built from patterns in published...

Source: DEV Community