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教程 / 实战普通2026-10-26 05:48

I struggled to understand Hacktoberfest winners projects, so I built ReadYou to summarize them—and let me talk to the projects 🎧

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and...

信息来源：DEV Community

教程 / 实战普通2026-10-26 05:35

My HVAC Voice Agent Was Listening for the Word Invisalign

Last week I wrote about a bug I found by diffing two exports of the same Retell voice agent: Airheads...

信息来源：DEV Community

教程 / 实战普通2026-10-26 05:35

One Bad Row Killed the Whole Batch: Partial-Failure Handling for n8n Loops

One Bad Row Killed the Whole Batch: Partial-Failure Handling for n8n Loops This is part of...

信息来源：DEV Community

产品发布 / 更新普通2026-10-26 05:31

Grok 发布 AI 生成版《奥德赛》系列首集七分钟，TechCrunch 评测观感平平

Grok 发布了其 AI 生成《奥德赛》系列的第一集，时长七分钟，由 Wonder Studios 与导演 Dev Walker 合作制作，距 Elon Musk 宣称要制作全片约三个月。TechCrunch 作者观看后评价个别镜头可乱真，但整体缺乏艺术性和人物魅力，与 Nolan 实拍版《奥德赛》的票房成功形成对比。

信息来源：TechCrunch：AI（RSS） · Grok

教程 / 实战普通2026-10-26 05:26

The 10-Line AI Working Agreement Your Team Never Wrote

The 10-Line AI Working Agreement Your Team Never Wrote Most organizations have an AI usage...

信息来源：DEV Community

模型发布 / 更新普通2026-10-26 05:15

Nanbeige 发布 33B 开源智能体编程模型 Nanbeige4.3-33B

Nanbeige LLM Lab（BOSS 直聘旗下）在 Hugging Face 以 Apache 2.0 协议发布 33B 稠密模型 Nanbeige4.3-33B，主打智能体编程与办公协作任务，支持 524,288-token 上下文，同时开放 Base 版供自定义后训练。

信息来源：MarkTechPost（RSS） · Hugging Face

教程 / 实战普通2026-10-26 05:08

A lazy day is just packet loss. So my step goal backs off like TCP.

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady. Before...

信息来源：DEV Community

模型发布 / 更新普通2026-10-26 05:02

Grok Bot 周日反馈征集

周日 @bot 反馈帖。 Grok Bot 现在最让人烦的是什么？实话实说，越狠越好。

信息来源：X：Larsen Cundric（自述加入 SpaceXSI，Grok Bot） (@larsencc) · Grok

教程 / 实战普通2026-10-26 04:56

Google DevFest Central Valley: Community First, Buildathon Second.

TL;DR: My second DevFest Central Valley in Modesto was about who AI is for, from the mayor's opening...

信息来源：DEV Community

行业动态普通2026-10-26 04:54

Gartner 预测超 80% neocloud 厂商到 2030 年将无法独立运营

Rohan Paul 转述 Gartner 预测：成本压力将迫使超过 80% 的 neocloud 厂商到 2030 年停止独立运营。Gartner 测算 AI 数据中心到 2030 年需累计 8.5T 美元收入才能覆盖资本开支、融资成本和 12% 回报，而归属 AI 收入预计不超过 3.6T 美元，超 4T 美元资产到 2032 年面临减记风险。

信息来源：X：Rohan Paul (@rohanpaul_ai)

教程 / 实战普通2026-10-26 04:41

Recalling dreams every morning felt like holding water in my hands; so I built Nightloom.

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...

信息来源：DEV Community

教程 / 实战普通2026-10-26 04:19

The Best Prompt Rule Is the One You Delete: Moving AI Guardrails Out of Markdown and Into Git Locks, Linux insmod, and 15ms Compiler Auto-Fixes

Every rule that stays in a prompt eventually bloats, blurs, or gets gamed by the model. When systems engineers and an autonomous AI red-teamed my workflow, the cure wasn't more Markdown—it was pushing enforcement down into Git Merkle locks…

信息来源：DEV Community

行业动态普通2026-10-26 04:14

Kimi 就 K3.1 Pro 订阅限流与配额消耗致歉并补偿

Kimi 为 K3.1 Pro 订阅计划的限流和不必要配额消耗致歉，称这是自身问题并应更早修复。所有套餐订阅用户获一次性用量重置，恢复月度配额的 25%（用量低于 25% 则清零），相当于一周用量，用量条将在 PST 当日结束前更新。Kimi 还调整了该计划参数，减少不必要的 subagent 调用和输出长度，让配额更耐用。

信息来源：X：Kimi.ai (@Kimi_Moonshot) · Kimi

教程 / 实战普通2026-10-26 03:56

One unit over 200 can cost a Pakistani home Rs 32,000. By day 14 my forecaster had warned 31 of the 38 homes that crossed

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady TL;DR....

信息来源：DEV Community

教程 / 实战普通2026-10-26 03:55

Text Dataset Cleaner: fix messy Tamil & English datasets offline with a 1B Gemma (Hacktoberfest Week 3)

Submission for the Hacktoberfest Open-Source AI Challenge: Week 3 — Slow and Steady. Built during the...

信息来源：DEV Community

教程 / 实战普通2026-10-26 03:55

I Got Tired of Blindly Clicking 'I Agree', So I Built a System to Watch the Fine Print for Me

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...

信息来源：DEV Community

观点 / 方法普通2026-10-26 03:45

Odyssey 分享其中一视角

其中一个视角。

信息来源：X：Odyssey (@odysseyml)

模型发布 / 更新普通2026-10-26 03:34

你的 Grok 机器人现在在做什么

你的 @bot 里的 grok 现在在做什么？

信息来源：X：Eric Zakariasson (@ericzakariasson) · Grok

观点 / 方法普通2026-10-26 03:19

认知重商主义：作者借资本主义史类比解读 AI 恐慌

作者提出 AI 恐慌本质上是一种认知重商主义，借 Joyce Appleby 的《资本主义史》将早期重商主义的四条信念逐一映射到当下 AI 话语：把智能当作稀缺资源囤积、认为大众不可信任、只重供给侧、默认多数人智力用途有限。

信息来源：Hacker News：AI 热帖

教程 / 实战普通2026-10-26 03:18

How to Integrate Investment Research into Your AI Agent

Day 25 of 30 Days of Search TL;DR To integrate investment research into your AI agent,...

信息来源：DEV Community

教程 / 实战普通2026-10-26 03:14

Spend Log: my family's credit card spending, sorted while I do nothing 🦥

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...

信息来源：DEV Community

教程 / 实战普通2026-10-26 03:13

I OOM'd on 100 Rows Because One File Was 590 MB

My validator got SIGKILL'd on 100 rows. Not 100 million — a hundred. And I'd already done the...

信息来源：DEV Community

教程 / 实战普通2026-10-26 03:01

Said It: Gemma finds the 6 promises I forgot, offline, in 17 seconds

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...

信息来源：DEV Community

教程 / 实战普通2026-10-26 02:46

MeetMind: Sloth-Mode Meeting Memory & Interview Coach Powered by Open-Weight AI 🦥

MeetMind: The Sloth-Mode Meeting Memory & Interview Coach Powered by Open-Weight AI. A submission for Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady.

信息来源：DEV Community

教程 / 实战普通2026-10-26 02:29

Bedrock: The Human-in-the-Loop Control Room for Coding Agents

What if you could run multiple coding agents, keep their terminals alive, catch risky actions, and...

信息来源：DEV Community

教程 / 实战普通2026-10-26 02:28

PDFme, the offline PDF toolkit I built after my college fest nearly broke me

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...

信息来源：DEV Community

教程 / 实战普通2026-10-26 02:15

sloth-tidy: I let a local Gemma clean my Downloads folder so I never have to

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...

信息来源：DEV Community

教程 / 实战普通2026-10-26 02:00

🦥 Fridge-to-Feast: Pure Veg Recipe Visualizer (Dual-Input Edition)

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...

信息来源：DEV Community

观点 / 方法普通2026-10-26 01:40

让模型自建技能再删除以验证权重知识

另一种做法——让模型为某个任务制作一份详细的技能，只需极轻的引导。基本上就是你平时用来激活该技能的那条自然语言消息。阅读所创建技能的内容（主要来自权重，以及轻量框架可能提供的上下文，比如关于你的代码库的信息）。如果技能内容看起来正确，就删掉这个技能。它已经在权重里了。

信息来源：X：Dex Horthy（HumanLayer）(@dexhorthy)

观点 / 方法普通2026-10-26 01:27

Dex Horthy 谈多 Skill 同会话是否污染上下文及取舍方法

HumanLayer 的 Dex Horthy 回应提问，认为同会话串联约 5 个 Skill 没问题，但 Skill 需要叠加生效或数量极多（如 200 个）时，应改用子智能体、新会话或把多个 Skill 内容预合并到一条用户消息。他建议按内容类型取舍：流程步骤宜拆开，纯信息可合并，重要行为规则需重复注入或用 hooks 等确定性手段保证遵循，并提醒不要把权重里已有的知识写进 Skill。

信息来源：X：Dex Horthy（HumanLayer）(@dexhorthy)

教程 / 实战普通2026-10-26 01:26

Pose Coach 📸 — What If Your Camera Could Teach You How to Pose?

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady Have you...

信息来源：DEV Community

教程 / 实战普通2026-10-26 01:26

I Built the Study Buddy I Wish I Had the Night Before Exams- Meet Study Sloth: An AI Study Buddy That Takes Care of the Busywork 🦥📚

This is my submission for Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady. PRESENTING...

信息来源：DEV Community

模型发布 / 更新普通2026-10-26 01:19

SpaceXSI 作者确认引用中为自己所造机器人

等等，那是我的机器人

信息来源：X：shaoruu（SpaceXSI，Grok Bot 初版作者之一） (@shaoruu) · Grok

教程 / 实战普通2026-10-26 01:13

Syapa: The Sloth's Secret Weapon Against Freelance Scope Creep (Powered by Gemma & Local AI)

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...

信息来源：DEV Community

观点 / 方法普通2026-10-26 01:10

Opus 5.5 重做著作网站

用 Opus 5.5 重做了我这本书的网站。最初版本（用 Opus 4.8 做的）需要大量工作才能做出一个有辨识度的静态网站。现在 Opus 基本独自完成了这些。短短时间内，我们已经从千篇一律的 ClaudeDesign 走了很远。https://co-existence.ai/

信息来源：X：Ethan Mollick (@emollick)

教程 / 实战普通2026-10-26 01:09

🦥 My Screenshots Folder Was a To-Do List That Never Reminded Me. So I Hired a Sloth.

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady Open...

信息来源：DEV Community

模型发布 / 更新普通2026-10-26 01:06

南北阁发布 Nanbeige4.3-33B 开源模型

Nanbeige 发布 Nanbeige4.3-33B，这是约 30B 参数级别中新的 SOTA 开源模型。 > "Nanbeige4.3-33B 在大多数基准测试上领先，在智能体编程和协作任务中均表现出强劲性能。" > 该模型在大多数基准测试上优于 Qwen3.8-27B、Muse-Glimmer-30B 和 Gemma4-31B。 > 更小的模型 Nanbeige4.3-3B 也计划在未来推出。

信息来源：X：Testing Catalog (@testingcatalog) · Qwen

行业动态普通2026-10-26 01:04

Yuchen Jin：多数 neolab 会失败，看好反共识者

Yuchen Jin 回应“是否在嘲讽 neolab”时表示，多数 neolab 会失败属正常，但他相信还会有更多 AI 突破。他质疑照搬 OpenAI 和 Anthropic 打法的公司，认为融资 10 亿美元、把 50% 花在 GPU 上并不能让公司值 100 亿美元。

信息来源：X：Yuchen Jin (@Yuchenj_UW) · OpenAI / Claude

教程 / 实战普通2026-10-26 00:58

The Model Proposes, Rust Verifies: Triaging Job Postings with a Local Gemma

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady A job...

信息来源：DEV Community

行业动态普通2026-10-26 00:57

Apollo 经济学家称 AI 对科技行业外的多数公司财务回报为零

Apollo Global Management 首席经济学家 Torsten Slok 发文称，除科技巨头外 AI 尚未改善任何大公司的利润。他聚焦剔除 Alphabet、Amazon、Apple、Meta、Microsoft、Nvidia 和 Tesla 后的 S&P 493，发现利润率和人均营收持平，没有证据表明 AI 提升了生产率。

信息来源：TechCrunch：AI（RSS） · NVIDIA