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Dev weekly 2026-Jul-27

Published: at 02:02 AM

AI

Kimi K3: Open Frontier Intelligence

How we built our knowledge base - Cerebras

4小时、118个回答,梁文锋内部交流回应一切

NVIDIA Nemotron 3 Embed Ranks #1 Overall on RTEB, Advancing Agentic Retrieval

「时序×」第9期 · 统计:被遗忘但仍然好用的经典武器库——当一层线性网络打赢了 Transformer

Kimi K3, and what we can still learn from the pelican benchmark

用”古典”机器学习检测 LLM 生成的网文 (AIGC 文本检测) scikit-learn SVM

Built Technologies builds an AI-powered document intelligence solution on AWS to power agents across real estate finance

Hyra: 简单有效的科学发现智能体 腾讯混元

Ontology-Playground - microsoft

voxcpm 声音模型,30国语言8大方言,48k高保真,一键推理部署

Ternary Bonsai 27B — GGUF Full 27B-class reasoning in ternary transformer weights, for llama.cpp (CUDA, Metal, CPU)

Rainman Translate Book 使用并行 subagent 将整本书(PDF/DOCX/EPUB)翻译成任意语言。使用Calibre ebook-convert先转换。

强烈推荐:2026 年 AI 工程书单

Agent Package Manager - microsoft A dependency manager for AI agents — like npm for agent context.

Using Classical ML to Empower AI Agents

朱松纯两万字演讲:AI热潮的回望与反思、思想自主、未来展望

GEO Citation Lab 用可复查的数据,研究 AI 搜索如何选择信源、吸收内容与呈现实体。

也谈Agent的Engineering命名通胀:Graph Engineering兜兜转转又回到workflow?

What Is an AI Investment Agent? The Complete 2026 Guide

如何用 AI 重构投研流程 Brett Caughran https://www.youtube.com/watch?v=607MgTPKho8

OpenWorker AI that gets your everyday tasks done. OpenWorker is an open-source AI coworker that lives on your desktop and delivers finished work, not just chat: a polished document, a Slack reply with the numbers, an updated calendar, a triaged inbox.

How I Cut an AI Agent’s Token Use by 94% 我将该技能“编译”成了一个专用工具。这个新技能几乎算不上是一个技能了——它变成了一个调用 Python 程序的精简引导程序。该程序负责获取已知来源、构建清单、检查近期帖子、应用过滤器并管理工作流。它仅在选择和生成内容时才调用大语言模型。 https://tokenshrinker.com/

Programming

把“今日头条”式排序能力,放回你自己的 RSS 信源里 https://github.com/Pls-1q43/Dibao

省 Token 技巧:很多时候你根本不需要 LLM

Scikit-Learn Meets Large Language Models Scikit-LLM

从一条运行轨迹开始,一步步实现 Pi。

What I learned building an opinionated and minimal coding agent PI { Mario Zechner }

Agent swarms and the new model economics - cursor

Replit 如何規模化評測和持續改進 Vibe coding

ResearchStudio - microsoft is a collection of skills covering the entire research lifecycle — from an under-specified research direction to a published paper. The skills run on Claude Code and Codex.

微软开源 AI 科研神器:ResearchStudio-Idea 筛选可靠创新点

7千字看本体自动生成与执行实现:原型开源项目OntologyAutoGen_HW细节 https://github.com/whyseu/OntologyAutoGen_HW

5 Trends That Defined AI Engineering at World’s Fair 2026

12-Factor Agents - Principles for building reliable LLM applications

Loop Engineering with Adaptive PDF Parsing: Start Cheap, Pay for a Heavier Parser Only When the Page Needs It

Compare Tavily, Perplexity API, Google Search Grounding, Exa with LLM-as-Judge in LangSmith

Automated Data Analyst (ADA) — Open-source AI for CSV & Excel

I Built an AI Data analyst that tells you when it hallucinates

Best AI Skills for Research: 6 Skills to Run the Full Academic Workflow (2026)

Kill AI Slop Vibe-coded products are ugly in the same specific way: indigo gradients, glowing cards, emoji everywhere, a mascot in every corner, ALL-CAPS stat-cards. It’s what a machine reaches for when it has no taste but wants to look impressive, and it’s so common you’ve stopped seeing it.

kumo - Cloudflare’s component library for building modern web applications. Kumo provides accessible, design-system-compliant UI components built on Base UI.

Nimbus - Cloudflare Docs sites you own, where humans and agents are both first-class.

Others

体感 - 槽边往事

Garmin 对抗 AI 教练风潮? 收购背后的商业逻辑

ASD-STE100 - Simplified Technical English Standard for Technical Documentation European Union Trade Mark No. 017966390. ASD-STE100 Simplified Technical English (STE for short) is a controlled natural language and an international standard to write technical documentation. It is fully owned by ASD, Aerospace, Security and Defence Industries Association of Europe, Brussels, Belgium.

市场是检验AI应用的唯一标准之一 “他们的应用之所以那么糟糕,一个原因就是他们没有场景,没有knowhow,也没有一些基本的商业意识。”

Hallmark A design skill for Claude Code, Cursor, and Codex that refuses to look AI-generated.

oh-story-claudecode 网文写作 skill 包,覆盖长篇与短篇网络小说的扫榜、拆文、写作、去AI味、封面图全流程。

向幸福投降

GC Minimal Zine Poster Codex skill for turning a theme, sentence, object, mood, article idea, photo, or content brief into a quiet minimal zine-style editorial poster prompt and a generated raster image.

The Naturalist’s Library A complete digital edition of William Jardine’s 40-volume series on natural history published 1833–1843, including more than 1,300 restored hand-drawn illustrations of birds, mammals, insects, and fish.