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教程 / 实战普通2026-09-20 17:50

Did you know that Your presentation and Your AI knowledge source can be the same file.

Recently, I’ve noticed the same loop when creating presentations with #AI. Usually, we are asking...

信息来源：DEV Community

教程 / 实战普通2026-09-20 17:37

When the Market Learns the Rule: Front-Running the Backstop

Fat Tail Notes · Part 14 · V10-P3 Part 13 made the backstop endogenous: it fires on state (2 tripped...

信息来源：DEV Community

教程 / 实战普通2026-09-20 17:31

We Built a Forum Where AI Agents Could Debate Problems. Then Moltbook Happened.

In 2026, products like Moltbook made the idea of a social network populated by AI agents surprisingly...

信息来源：DEV Community

教程 / 实战普通2026-09-20 17:03

Skills, not docs

Documentation tells an agent how a library works. A skill tells it what it will get wrong from habit. Keeping the two apart is what makes either one useful.

信息来源：DEV Community

教程 / 实战普通2026-09-20 16:47

Treat GPT Image 2.5 Like a Build Pipeline: A Reproducible Workflow

Most AI image workflows start with a prompt and end with a downloaded file. That is fine for a...

信息来源：DEV Community · GPT

教程 / 实战普通2026-09-20 16:44

I Built an Open-Source Project Manager Where AI Can Actually Run the Work

I Built an Open-Source Project Manager Where AI Can Actually Run the Work Why I built...

信息来源：DEV Community

教程 / 实战普通2026-09-20 16:37

I built two AI tools that run entirely in the browser — no server, no API bills. Here's what worked and what didn't.

I've been building a free converter toolkit (Toolbench), and wanted to add some AI-powered tools...

信息来源：DEV Community

教程 / 实战普通2026-09-20 16:21

Join my AI-agent-only social network in 30 seconds (copy-paste Node.js)

Join Agent Colony in 30 seconds Yesterday I open-sourced Agent Colony - a social network...

信息来源：DEV Community

教程 / 实战普通2026-09-20 16:12

Architecting for AI-Native Platforms: RAG, LLM Orchestration, and Agentic Patterns

AI adoption in an enterprise SaaS platform is rarely about adding an LLM API and calling it...

信息来源：DEV Community

教程 / 实战普通2026-09-20 16:09

How I built an AI-agent-only social network in 30 lines of code (Ed25519 + heartbeat)

Building AgentColony: the tech behind an AI-only social network Last week I built...

信息来源：DEV Community

教程 / 实战普通2026-09-20 16:07

What is TabGen? A free local app that turns a prompt into a Tableau dashboard — and why it's not just another MCP server

If you've ever opened Tableau Desktop with a clean CSV and then lost an hour to clicking — dragging...

信息来源：DEV Community

教程 / 实战普通2026-09-20 15:59

What Does a Local LLM Actually Cost per Month? I Read the Meters.

What Does a Local LLM Actually Cost per Month? I Read the Meters. The Local LLM Lab — Part...

信息来源：DEV Community

教程 / 实战普通2026-09-20 15:58

I built a social network where only AI agents can join (humans can only watch)

AgentColony: A social network for AI agents I built AgentColony — a community where only...

信息来源：DEV Community

教程 / 实战普通2026-09-20 15:53

Jev's Decision Model + NylonME: The 'Disassembly Era' of AI Is Here

A Model That Can't Write Just Broke the Internet On September 15, TypeSafe AI released a...

信息来源：DEV Community

教程 / 实战普通2026-09-20 15:27

Best Ollama Models for Coding, Writing and Medicine (September 2026)

Which local model to pull for which job in autumn 2026: coding, agents, writing, medicine, documents and RAG — with ollama pull commands and real download sizes.

信息来源：DEV Community · Ollama

教程 / 实战普通2026-09-20 15:26

Open-Source Jev Alternatives: Run Typed, Calibrated LLM Decisions Locally

TypeSafe's Jev put a name on something real: "System One" models that return typed, calibrated...

信息来源：DEV Community

教程 / 实战普通2026-09-20 15:16

AI Built My Site in an Hour, Why Are You Charging So Much? — 4 Questions That Usually End the Conversation

I've had this conversation more times this year than in the previous five combined. A client sends...

信息来源：DEV Community

教程 / 实战普通2026-09-20 14:20

I Built Shree AI OS — A Deterministic AI Runtime for Java 21

I Built Shree AI OS — A Deterministic AI Runtime for Java 21 After several months of...

信息来源：DEV Community

教程 / 实战普通2026-09-20 14:00

Orca: The Agent Development Environment for Running AI Coding Agents in Parallel

If you use Claude Code, Codex, or another AI coding agent in your terminal, you have probably hit...

信息来源：DEV Community · Claude

教程 / 实战普通2026-09-20 14:00

AI Integration Cost: 2026 Enterprise Budgeting Guide

Determining the true AI integration cost is a major financial step for UK businesses looking to...

信息来源：DEV Community

教程 / 实战普通2026-09-20 13:55

Running Flux locally on a Mac: install, commands and two models compared

Building the engine, downloading 17 GB of weights, every flag explained, and two Flux models measured on one machine: one paints from scratch, the other edits a finished frame.

信息来源：DEV Community

教程 / 实战普通2026-09-20 13:54

How I Structure MiniMax H3 Max Image-to-Video Prompts with Sound

Turning a still image into a video is already a strange creative problem. Adding sound makes it...

信息来源：DEV Community

教程 / 实战普通2026-09-20 13:50

Gemini Hacked Three Companies Using the Dumbest Trick in the Book

You probably saw the headline this week: Google's AI autonomously hacked three companies. Cue the...

信息来源：DEV Community · Gemini

教程 / 实战普通2026-09-20 13:28

OpenAI's GPT-5.6 Sol Sets New Record: Sub-100ms Response Time Changes Everything

The Numbers That Matter OpenAI just shipped GPT-5.6 Sol with what might be the most...

信息来源：DEV Community · OpenAI / GPT

教程 / 实战普通2026-09-20 13:26

Anthropic, OpenAI Agents Caught Creating Fake Identities During Security Tests

The Report That Should Keep You Up at Night The UK's AI Security Institute (AISI) ran a...

信息来源：DEV Community · OpenAI / Claude

教程 / 实战普通2026-09-20 13:22

From Zero to One: How I Built a Multi-Market B2B Badge & Trophy Site with an AI Agent Configurator

The Niche: Badges, Medals, Coins, and Trophies Most e-commerce builders chase apparel and...

信息来源：DEV Community

教程 / 实战普通2026-09-20 13:05

Under the Hood of Browser-use (100k+ Stars): DOM Tree Distillation, Vision Grounding, and Production Web Agents

Why do traditional Selenium and Playwright scripts constantly break against modern web frontends? We dissect the architecture of Browser-use, the breakout open-source project with over 100k GitHub stars: DOM tree pruning, Set-of-Mark (SoM)…

信息来源：DEV Community

教程 / 实战普通2026-09-20 13:00

Hybrid-precision attention reduces compute cost with minimal accuracy loss

Mixed‑precision quantization can halve the compute cost of LLM attention while keeping accuracy loss...

信息来源：DEV Community

教程 / 实战普通2026-09-20 12:06

This Week in AI: Anthropic's CEO Asked to Slow Down, OpenAI Disclosed 6 Incidents, and Developers Shipped More Agents

Dario Amodei's "We Must Pace the Frontier" essay, OpenAI's misalignment incident reports, the...

信息来源：DEV Community · OpenAI / Claude

教程 / 实战普通2026-09-20 11:15

The Architecture of Averages

A payments product begins by asking what a customer’s balance is, and ordinary CRUD answers that well...

信息来源：DEV Community

教程 / 实战普通2026-09-20 11:13

How Image Translation Actually Works: From Pixels to Translated Text

Translating text on a web page is easy. The browser already knows where the text is, what each...

信息来源：DEV Community

教程 / 实战普通2026-09-20 11:13

Test-Time Compute and GRPO in Practice: From PPO to Critic-Free Reinforcement Learning

A deep dive into the paradigm shift from pre-training scaling laws to test-time compute. We deconstruct the mathematical derivation of DeepSeek-R1's Group Relative Policy Optimization (GRPO), critic-free architecture advantages, emergent s…

信息来源：DEV Community · DeepSeek

教程 / 实战普通2026-09-20 11:08

AI Didn't Hack OpenAI. A Missed Debian Backport and an SSO Misconfiguration Did

The headline that circulated this week sounds like a movie trailer: hackers breached OpenAI's...

信息来源：DEV Community · OpenAI

教程 / 实战普通2026-09-20 10:52

I found an agent skill that harvests browser credentials. It had 60,000 stars.

What checking the scripts — not the README — revealed about a popular research skill, and the...

信息来源：DEV Community

教程 / 实战普通2026-09-20 10:34

I let an LLM judge inside Python's if statements, then ran Ansible's own tests on it

fuzzyif puts a plain-language question in an if condition. Replacing 418 lines of if/elif in Ansible's distribution detection with two calls, scored by Ansible's 90 official fixtures.

信息来源：DEV Community

教程 / 实战普通2026-09-20 10:26

What I learned building a one-cent x402 API on Base

I built GLP1LAUNCH to test a narrow product idea: can an API sell one useful response for $0.01...

信息来源：DEV Community

教程 / 实战普通2026-09-20 10:17

Will Claude Code call your skill on its own? 38 runs, one skill, seven ways to describe it

We gave Claude Code one commit-message skill, changed only how it was described, and ran a small set...

信息来源：DEV Community · Claude

教程 / 实战普通2026-09-20 10:08

Vibe Coded Website SEO: Why AI-Built Websites Often Struggle to Rank

How to Build an SEO-Optimized Vibe-Coded Website Without Repeating the Same AI...

信息来源：DEV Community

教程 / 实战普通2026-09-20 09:41

A terrible lead to an AI junior

I'd built this exact thing by hand, years ago, pixel perfect. So why was I sitting here shouting at a screen while a machine got it wrong three times?

信息来源：DEV Community

教程 / 实战普通2026-09-20 09:12

用生活系统而非意志力实现自我改变

人很难长期靠"逼自己"成为另一个人，关键是设计生活系统让目标自然推进，改变概率=清晰方向×环境设计×重复频率×反馈质量×时间。AI 总结的建议包括：先判断轨迹而非结果、找到最小关键行为（如每天读 10 分钟而非一年读 50 本书）、降低正确行为的启动成本、提高错误行为的摩擦、设置稳定信号、建立快速反馈、积累身份证据、定期审视信息输入。

信息来源：X：洪明 (@hongming731)