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教程 / 实战普通2026-10-19 20:21

MIT 课程 MAS.S62「How To AI an AI」以四层演化框架系统讲解自演化 AI

作者介绍 MIT Media Lab 2026 年秋季研究生课程 MAS.S62「How To AI an AI」，主题为自演化 AI，由 Paul Liang 开设，Kimi AI 提供 API 赞助。

信息来源：X：邵猛 (@shao__meng) · Kimi

教程 / 实战普通2026-10-19 20:03

I built an AWS agent that scores any GitHub repo before you clone it

7,600 fake repos shipped in 2026, 800 posing as AI skills and MCP servers. RepoPilot scores any repo 0 to 100 on AWS Lambda and Bedrock, before you run it.

信息来源：DEV Community

教程 / 实战普通2026-10-19 20:00

IBM 新课程讲解 AI 模型如何在 GPU、TPU、Cerebras、Groq、Spyre 等加速器上运行

IBM Research 研究员 Kaoutar El Maghraoui 在 Coursera 推出六门课专项课程《Dataflow Architectures for AI: From Principles to Practice》。

信息来源：IBM Research：AI

教程 / 实战普通2026-10-19 19:54

vLLM vs. Ollama vs. llama.cpp: The Definitive LLM Inference Engine Guide

ENTERPRISE AI ARCHITECTURE & INFERENCE SYSTEMS ENGINEERING Technical Audit: PagedAttention KV...

信息来源：DEV Community · Llama / Ollama

教程 / 实战普通2026-10-19 19:32

Dash: An Open-Source Home Assistant Built on the Gemini 3.8 Live API

Dash is my open-source Nest Hub style wall display with a Hey Dash voice assistant on Gemini 3.8 Live: ephemeral tokens, WebSocket audio, tool calls and cost.

信息来源：DEV Community · Gemini

教程 / 实战普通2026-10-19 19:30

AI Security

AI Security A deep-dive walkthrough of securing AI applications built on .NET — covering...

信息来源：DEV Community

教程 / 实战普通2026-10-19 18:05

20 Free APIs You Didn't Know Existed (Bookmark This)

Most of the backend code I've deleted this year wasn't deleted because it was bad. It was deleted...

信息来源：DEV Community

教程 / 实战普通2026-10-19 18:01

小红书世界杯音画质保障实战：4K 直播与回放的画质增强、转码与多端适配

小红书技术团队分享世界杯赛事音画质保障实践，直播链路采用轻量实时分支、回放采用离线模型，联合优化使直播码率降低约 15%、4K 增强档回放码率降低 13.3%。超高清档位增强转码速度提升 57 倍以上，可见性档转码速度提升约 79.4%。回放通过自研 Upmix 上变换以杜比全景声输出，并按终端渲染能力选择音轨。

信息来源：公众号：小红书技术（dots.llm）

教程 / 实战普通2026-10-19 17:57

You Don't Need Python to Ship AI: Adding an LLM Feature to a Spring Boot API

AI owns DEV's front page this week: AI features running in the browser on one side, AI fatigue on the...

信息来源：DEV Community

教程 / 实战普通2026-10-19 17:40

Anthropic is about to be worth $2 trillion while earning 4.6x less revenue than 35 SaaS companies combined. I ran the numbers.

A chart went around r/SaaS this week and it stopped me cold. Two bars. On the left, market cap: 35 of...

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-19 17:36

Blender forbids Python threads. So my AI add-on talks to itself through two JSON files

The pivot I spent the last months building a local multi-agent CLI code generator - planner → coder →...

信息来源：DEV Community

教程 / 实战普通2026-10-19 17:25

3 Ways to Save Money on Tokens for Your AI Agents

Three levers that cut agent token spend without cutting quality: cheaper retrieval handoffs, lifecycle-aware model placement, and content-based proxy routing.

信息来源：DEV Community

教程 / 实战普通2026-10-19 17:05

Build without limits - SDLC Briefing, #2

Hi! I am Ricardo Sueiras, leading SDLC transformation at Indicium AI. That means I get to work with...

信息来源：DEV Community

教程 / 实战普通2026-10-19 16:57

LLM API Spending Limits: Why 20 Agents Under Budget Still Blow the Cap (with Python Fix)

Budget alerts report the overrun after the money is gone. Here's a pre-flight, atomic budget cap for OpenAI and Anthropic clients that you can copy and paste.

信息来源：DEV Community · OpenAI / Claude

教程 / 实战普通2026-10-19 16:57

LLM Budget Caps That Hold Under Concurrency: Why 20 Agents "Under Budget" Still Blow the Bill

Each of your 20 agents checked the budget and passed, and together they still overspent. Here's a thread-safe pre-flight cap in Python, plus what alerts miss.

信息来源：DEV Community

教程 / 实战普通2026-10-19 16:52

A Refusal Contract for Free Coding Agents

A free coding agent fails in a predictable direction: it says yes. Ask for a one-line fix and the...

信息来源：DEV Community

教程 / 实战普通2026-10-19 16:07

I put a logging proxy in front of an LLM client: here's what it emitted

A viral rant says run your own LLM proxy; the HN thread asks how. Here is the runnable answer — one file, no API key — and the verbatim capture: the machine inventory your client volunteers, the retry your app never mentions, and the conve…

信息来源：DEV Community

教程 / 实战普通2026-10-19 16:02

One Command per Kind of Task: Model and Effort Presets for Claude Code and Codex

chore, feature, deep: three model and effort presets for Claude Code and Codex, plus the two settings that quietly override them.

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-19 15:28

I gave AI agents a harm budget instead of trust and ran 19 experiments

I run Xonta, a small marketplace where developers list AI agents with a description and a price....

信息来源：DEV Community

教程 / 实战普通2026-10-19 15:07

Free AI for my Chrome extension's users, with no API key and no surprise bill

My tab extension now names tab groups with AI for everyone: Chrome's built-in model when there is one, otherwise a tiny shared Cloudflare Worker on a free tier that stops instead of billing me.

信息来源：DEV Community

教程 / 实战普通2026-10-19 14:59

PriceCraft AI: The 20-Minute eBay Listing, Cut Down to One Click

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

信息来源：DEV Community

教程 / 实战普通2026-10-19 14:57

Last week in Agent Security Update 2: Zam-mad Max

This week I've been struggling with some kind of illness. My throat was dry and I couldn't breathe on...

信息来源：DEV Community

教程 / 实战普通2026-10-19 14:43

Your Hindi support bot said "done". Did it cancel the right order?

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

信息来源：DEV Community

教程 / 实战普通2026-10-19 14:43

SlipsLedger: Transforming Rental Payment Slips into Dispute-Proof Records with Gemma 4

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

信息来源：DEV Community

教程 / 实战普通2026-10-19 14:42

Your agent's retry bug isn't an AI problem. It's a distributed-systems problem with an LLM on top.

Most agent demos have a happy path: the model picks a tool, the tool returns 200, the agent moves on....

信息来源：DEV Community

教程 / 实战普通2026-10-19 14:39

LeaseCheck: a lease reader that runs on your laptop, with rule updates you can verify

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

信息来源：DEV Community

教程 / 实战普通2026-10-19 14:32

MarginPulse AI: An Open-Weight CFO That Prices Side-Hustle Gigs with TabPFN-3.5 & Gemma 4

MarginPulse AI is an open-weight autonomous CFO and calibrated quantile deal pricer powered by Prior Labs TabPFN-3.5 and Google Gemma.

信息来源：DEV Community

教程 / 实战普通2026-10-19 14:14

AI Code Review: How to Test AI-Generated Code Before Production

AI can generate code in seconds. But can your team prove that code is safe to deploy? That's...

信息来源：DEV Community

教程 / 实战普通2026-10-19 14:12

Voice Order Taker

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

信息来源：DEV Community

教程 / 实战普通2026-10-19 13:56

HisabMate: A Local-First, AI-Assisted Digital Bahi-Khata for Indian Microbusinesses

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

信息来源：DEV Community

教程 / 实战普通2026-10-19 13:48

226 Scenarios, 43 Detectors, 1 Clean Run: Building a Test Harness That Can't Lie

The detectors I didn't trust were the ones that stayed quiet. A rule that fires is easy to...

信息来源：DEV Community

教程 / 实战普通2026-10-19 13:24

Gnosk — Know what your code knows

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

信息来源：DEV Community

教程 / 实战普通2026-10-19 13:23

What If You Could Boost or Ban Specific Tokens in an LLM?

Hello, I'm Rijul, and I'm building LiveReview — a blast-radius aware AI code review built for your...

信息来源：DEV Community

教程 / 实战普通2026-10-19 13:21

Ledger Lift: turning a shop's handwritten sales ledger into a CSV, fully offline

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

信息来源：DEV Community

教程 / 实战普通2026-10-19 13:14

Do Not prompt the Arch Intelligent ! ! !

Recently, I came across an interesting Oxford lecture by Professor Yuval Noah Harari, in which he...

信息来源：DEV Community

教程 / 实战普通2026-10-19 13:09

HappyGF: I Built an AI Assistant to Make Sure Contractors Get Paid on Friday

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

信息来源：DEV Community

教程 / 实战普通2026-10-19 13:01

Pricor: local AI reads the supplier spreadsheet, an exact engine does the math

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

信息来源：DEV Community

教程 / 实战普通2026-10-19 12:43

I fine-tuned Qwen3.6 on Tinker to read my neighbours’ khata: 98% credit/payment accuracy for $0.38

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

信息来源：DEV Community · Qwen

教程 / 实战普通2026-10-19 12:23

A biodata is the most private page a family prints. Parichay makes it on the phone, with Gemma

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

信息来源：DEV Community

教程 / 实战普通2026-10-19 12:21

PartsPaddock: a WhatsApp parts desk agent for RC clubs - P2P / B2C market connecting hobbyists

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

信息来源：DEV Community