The old way: 10-person content team, $500K/year, 20 articles/month. The new way: one AI factory, handles it all. ContentScale is live. Build your affiliate media business at scale. amcontentscale.polsia.app

Day 4. No revenue yet. But the factory is running. One operator vs. an entire content team. ContentScale is live: amcontentscale.polsia.app

Why most creators never break $1k/month (it’s not what you think) It’s not content quality. It’s not posting frequency. It’s the lack of a clear monetization structure. Most people focus on more attention… but don’t have a system to convert it. #creatorgrowth #contentscale

今日GitHub Trending 的项目质量都很高，感觉这几个repo都有用武之地，推荐～ ps：新迭代了下news-aggregator-skill，让AI都够针对场景给出更多启发，更多新功能预计下周发布 🔝 Top Projects 1. remotion-dev/remotion Heat: 🔥 29,118 stars | Lang: TypeScript Summary: 🎥 Make videos programmatically with React. 用 React 代码来生成视频。 Deep Dive:Core Value (核心价值): 将视频制作 "代码化" (Video as Code)。利用 Web 技术栈 (React/CSS) 渲染视频，使得视频可以像网页一样进行版本控制、参数化生成和自动化构建。 Inspiration (启发思考): 内容生产的工业化。想象一下为 1000 个用户生成 1000 个个性化的年度报告视频，传统剪辑无法做到，但 Remotion 可以轻松 Loop 出来。 Scenarios (场景): #VideoAutomation #React #ContentScale 2. VectifyAI/PageIndex Heat: 🔥 7,920 stars | Lang: Python Summary: 📑 Document Index for Vectorless, Reasoning-based RAG. 无需向量数据库的推理型 RAG 索引。 Deep Dive:Core Value (核心价值): 挑战 RAG 的 "向量霸权"。通过构建适合 LLM 推理的结构化索引（而非简单的 Embedding 相似度），试图解决复杂文档问答中的精度问题。 Inspiration (启发思考): RAG 正在进入 "结构化理解" 阶段。单纯的语义相似度检索(Vector)容易丢失逻辑上下文，基于图或层级结构的索引可能是下一代方向。 Scenarios (场景): #RAG #Vectorless #LLMReasoning 3. OpenBMB/UltraRAG Heat: 🔥 3,307 stars | Lang: Python Summary: UltraRAG v3: A Low-Code MCP Framework for Building RAG Pipelines. 基于 MCP 协议的低代码 RAG 框架。 Deep Dive:Core Value (核心价值): 也不约而同地指向了 MCP (Model Context Protocol)。它提供了一套标准化的接口来构建复杂的 RAG 流水线，降低了连接不同数据源和模型的门槛。 Inspiration (启发思考): MCP 正在成为 AI 应用层的 "USB 接口"。标准化越普及，Agent 之间的协作成本越低。 Scenarios (场景): #MCP #LowCode #RAGPipeline 4. browser-use/browser-use Heat: 🔥 76,608 stars | Lang: Python Summary: 🌐 Make websites accessible for AI agents. 让 AI Agent 能像人一样操控浏览器。 Deep Dive:Core Value (核心价值): 极其火爆的 Agent 工具库。它打破了 API 的限制，让 LLM 可以直接通过浏览器完成订票、抓取、填表等任务。是实现 "通用计算机操作 Agent" 的关键一环。 Inspiration (启发思考): 浏览器即 OS。对于 Agent 来说，不需要专门开发 API，只要能看懂网页（Vision/DOM），就能拥有无限的能力。 Scenarios (场景): #Agent #WebAutomation #HeadlessBrowser 5. block/goose Heat: 🔥 27,892 stars | Lang: Rust/Python Summary: An open source AI agent that goes beyond code suggestions. 一个能安装、执行、编辑、测试代码的 AI 开发者 Agent。 Deep Dive:Core Value (核心价值): 从 Copilot (副驾驶) 到 Autopilot (自动驾驶)。Goose 不仅仅是补全代码，它拥有终端执行权限，可以跑测试、修 Bug，是一个真正的 "AI 结对编程伙伴"。 Inspiration (启发思考): 所有的 IDE 终将被重构。未来的编程环境将不再是编辑器，而是一个人机协作的 "任务控制台"。 Scenarios (场景): #AIEngineer #Automation #DevTools 6. Blaizzy/mlx-audio Heat: 🔥 3,417 stars | Lang: Python Summary: TTS/STT library built on Apple's MLX framework. 专为苹果 M 系列芯片优化的音频 AI 库。 Deep Dive:Core Value (核心价值): 榨干 Apple Silicon 的本地算力。在 Mac 本地流畅运行 Whisper 等语音模型，且能耗极低。 Inspiration (启发思考): Local AI (端侧 AI) 正在崛起。随着隐私需求和硬件能力的提升，越来越多的推理任务将从云端回流到本地设备。 Scenarios (场景): #AppleSilicon #OnDeviceAI #AudioProcessing 7. simstudioai/sim Heat: 🔥 26,095 stars | Lang: TypeScript Summary: Open-source platform to build and deploy AI agent workflows. 类似 LangFlow 的 Agent 工作流编排平台。 Deep Dive:Core Value (核心价值): 可视化 Agent 编排。让非技术人员也能通过拖拽节点来组装复杂的 Agent 逻辑。 Inspiration (启发思考): AgentOps 的兴起。随着 Agent 逻辑越来越复杂，单纯靠写代码管理已经很难维护，可视化的 "Blueprints" (蓝图) 模式将成为主流。 Scenarios (场景): #AgentOps #Workflow #NoCode 8. microsoft/VibeVoice Heat: 🔥 21,494 stars | Lang: Python Summary: Open-Source Frontier Voice AI. 微软开源的前沿语音 AI 模型。 Deep Dive:Core Value (核心价值): 大厂开源 SOTA 级别的语音模型。通常意味着在情感表达、多语种切换或低延迟方面有突破。 Inspiration (启发思考): 多模态交互的最后一块拼图。完美的 AI 助理不仅要懂文字，还要有 "充满磁性且像真人" 的嗓音。 Scenarios (场景): #TTS #VoiceAI #Microsoft 9. putyy/res-downloader Heat: 🔥 14,284 stars | Lang: Go Summary: 视频号、抖音、快手等全网资源下载器。 Deep Dive:Core Value (核心价值): 简单粗暴的实用工具。打破各大平台的 "围墙"，帮用户把内容保存到本地。 Inspiration (启发思考): "数据甚至不属于创作者自己"。在平台纷纷封闭的今天，本地归档工具的生命力异常顽强。 Scenarios (场景): #Tool #Crawler #MediaArchiving 10. AI4Finance-Foundation/FinRobot Heat: 🔥 5,091 stars | Lang: Python Summary: An Open-Source AI Agent Platform for Financial Analysis. 专门用于金融分析的 AI Agent 平台。 Deep Dive:Core Value (核心价值): 垂直领域的 Agent 落地。通用 LLM 不懂财报陷阱，专精的 FinRobot 结合了金融知识库和工具链，旨在做专业的 "AI 分析师"。 Inspiration (启发思考): Vertical Agents > General Agents。在医疗、法律、金融等高门槛领域，通用模型只能打 60 分，垂直 Agent 才能打 90 分。 Scenarios (场景): #FinTech #Agent #Quant Created by News-Aggregator Skill (Source: GitHub Trending)

Understanding Xeet's Content Scale – Know Your Creator Profile! Ever wonder how @xeetdotai measures and categorizes creators? Meet the Content Scale—13 dimensions that define your creator archetype and unlock personalized rewards! Here's what each metric means: Copy-Pasta ↔ Creative – Original thinker or template user? Shitposter ↔ Curator – Thoughtful insights or low-effort spam? Casual ↔ Hardcore – Sporadic or consistently grinding? Degen ↔ Angel – Aggressive risk-taker or conservative supporter? Lurker ↔ Amplifier – Silent observer or active spreader? Hype ↔ Substance – Emotion-driven or data-backed content? Solo ↔ Community-Builder – Going alone or bringing people together? Trend-Chaser ↔ Pioneer – Following trends or leading innovation? Speculator ↔ Builder – Quick profits or long-term vision? Anonymous ↔ Transparent – Private or fully open identity? Educator ↔ Entertainer – Teaching or entertaining? Short-Term ↔ Long-Term – Quick gains or patient investing? Web2 ↔ Web3 – Centralized mindset or decentralized believer? Why It Matters: Your position on these scales determines: ✅ Which campaigns fit you best ✅ Your reward multipliers ✅ Community recognition ✅ Algorithm recommendations The Real Talk: Understanding your Content Scale helps you optimize your strategy. Are you leaning too heavy on hype? Time to add substance. Too solo? Start building community. Xeet rewards authenticity and strategic positioning. DON'T JUST READ—TAKE ACTION! Stop reading theory and jump into real tournaments on Xeet like @ThrustDotCom, @ChimpersHQ, @IOPn_io to truly understand how Content Scale works. When you grind, participate, and engage with the community, your profile evolves over time and you'll see exactly how each metric operates in real-time. Where do YOU fall on the Content Scale? Drop your archetype and let's discuss! #Xeet #ContentScale

🚀 STOP guessing what campaigns work. GoBeaver.ai instantly spies on your competitors, gives you their exact playbook, and launches high-converting campaigns in minutes. Competitive intelligence and AI content generation in one tool. Time to scale. Read the AOWork2Live review ⬇️ go.aowork2live.com/see-beave… #AITool #AffiliateHacks #MarketingSecrets #ContentScale #DigitalMarketing #CompetitorAnalysis #CampaignStrategy #AIContent #MarketingAutomation #BusinessGrowth #HighConversion #MarketingTools #EntrepreneurLife #TechInnovation

I’ve often been confused by how contentScale affects image resizing in Compose. Realized the best way to understand it is to see it. That’s why being able to preview it live in the UI builder has been incredibly helpful.

Nav 3で2ページ目を半透明にしつつ1ページ目を表示するのはかなり難しかった。 Nav 3を使わずページ内でやったほうが良いかも知れない。 ContentScaleを設定している画像をShared Elementsで動かすのもちょっと工夫が必要だった。 github.com/mori-atsushi/nav3…

Can’t scale content? Limits choke your growth. The Generals Media Group scales it up. Stay, #Awake5Aware ☆ The Gmg Group | Elevating Visions | Branded & Marketed By InfiniteDigitalNetwork.com | это любовь 💚 Rαs ☆ 303 #ContentScale #BusinessExpansion ™

「修飾子は、Image コンポーザブルだけでなく任意のコンポーザブルにも使用できます。一方、contentScale と colorFilter は、Image コンポーザブルの明示的なパラメータです。」比較的シンプルな説明文でもこの調子なので まじで「テフをオフチョベットしたものをマブガッドしてリットを作る」状態。

画像を縦横比を保ったまま表示する際の方式について。どのエンジニアにも伝わるような統一的な呼び名はないものか。 CSSの場合）background-size: ​​ contain | cover iOSの場合）Aspect Fit | Aspect Fill Androidの場合）ContentScale. Fit | ContentScale.Crop

Support ContentScale for shared elements and shared bounds android-review.googlesource.…

Here is a representation of how Jetpack Compose ContentScale types are looking.

Check its test result on ContentScale:

5/ Check its test result on ContentScale:

New codelab alert 🚨 Instructor @B__Kinya will explore crossfade animation by #Coil in #JetpackCompose, create custom animations, learn about #AsyncImage parameters like #contentScale & how to use them to customise images in your #app. Shop the course:academy.droidcon.com/course/…

Most of hizo AI detectors are so much defective. But you can try Contentscale na zeroGPT.

gptzero contentscale copyleaks 🫶🏼

5 Herramientas Que Pueden Detectar Contenido Escrito por IA: 1. ContentScale — contentatscale.ai/ai-content… 2. Writer — writer.com/ai-content-detect… 3. Sampling — sapling.ai/utilities/ai-cont… 4. CopyLeaks — copyleaks.com/ai-content-det… 5. Smodin — smodin.io/ai-content-detecto…

ContentScale in compose. developer.android.com/refere… Great visual representation 👍 #JetpackCompose #kotlin #AndroidDev