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OSS

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  1. Connecting OSS files to multimodal AI with StarRocks Object Table

    An Alibaba Cloud technical article explains how EMR Serverless StarRocks Object Table maps OSS file inventories into queryable tables and links file descriptors to AI Functions. Developers can use SQL to filter files, parse documents, compare images, generate multimodal embeddings, persist results, and join them with business data while original files remain in OSS. The article also covers explicit refreshes, batch processing, retrieval pipelines, and operational limitations.

    掘金 · 人工智能 · 🔥 0
  2. MaxAgent first-use tutorial covers setup, permissions and Credits

    A first-use tutorial for MaxAgent, the AI assistant for Alibaba Cloud’s MaxCompute platform, walks through activating the standard edition, checking account and project permissions, asking a product-knowledge question and verifying a key answer against official documentation. It explains that Credits are shared across a tenant and subject to tenant and individual limits. The lesson also distinguishes MaxAgent usage from MaxCompute engine charges for SQL queries. Its example requires no business data and does not create tables, execute SQL or change configuration.

    掘金 · 人工智能 · 🔥 0
  3. Taobao Tmall uses Milvus for store AI shopping assistants

    A Juejin report describes Taobao Tmall’s unified product knowledge base, which uses Milvus for semantic retrieval across product wikis, FAQs, manuals, and other merchant content. Store AI shopping assistants have been deployed in beauty and consumer electronics, with seller, item, and SKU filters constraining retrieval before a large language model generates an answer. Alibaba Cloud Milvus capabilities cited in the report come from vendor claims and were not independently benchmarked.

    掘金 · 人工智能 · 🔥 0

Experience and discussion from the community

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App-Store-Connect-CLI: A scriptable CLI for the App Store Connect API.

What problem it solves App Store Connect workflows cover builds, TestFlight, submissions, signing, analytics, screenshots, subscriptions, and other API operations. This project provides a scriptable CLI for automating those workflows across iOS, macOS, tvOS, and visionOS from a terminal, IDE, or CI/CD pipeline. Key features Release workflow automation — Automate builds, TestFlight distribution, su…

github.comhttps://github.com/rorkai/App-Store-Connect-CLI

grafana: The open-source platform for monitoring and observability.

What problem it solves Teams need to query, visualize, alert on, and understand metrics wherever they are stored. They also need to explore related metrics and logs, build reusable dashboards, and work across multiple data sources. Key features Flexible visualizations — Create client-side graphs for metrics and logs with multiple visualization options, including panel plugins. Source: README Dynam…

github.comhttps://github.com/grafana/grafana

run-ai: An open-source AI workload and GPU orchestration platform for managing shared AI infrastructure on Kubernetes.

What problem it solves Organizations sharing GPU infrastructure need a consistent way to run development, training, and inference workloads across Kubernetes environments. They also need centralized scheduling, resource governance, workload orchestration, and visibility across teams and clusters. Key features AI-aware GPU scheduling — Schedules GPU workloads with fair-share, preemption, bin-packin…

github.comhttps://github.com/dsx-ai-factory/run-ai

academic-research-skills: A comprehensive suite of Claude Code skills for academic research, covering the full pipeline from research to publication.

What problem it solves Academic research requires researchers to move through literature work, writing, review, revision, and finalization while preserving the accuracy and integrity of claims. The project addresses this by providing structured skills and an orchestrated pipeline that support research tasks without removing the researcher from important decisions. Key features Deep research — Prov…

github.comhttps://github.com/Imbad0202/academic-research-skills

stitch-skills: A collection of agent skills and plugins for Google Stitch, following the Agent Skills open standard.

What problem it solves Coding agents need a structured way to create, manage, and build from Google Stitch designs while integrating with the Stitch MCP server. The project organizes design, code generation, and supporting workflows into skills that can be installed with supported coding agents. Key features Design workflows — The design plugin covers converting frontend code into Stitch designs, …

github.comhttps://github.com/google-labs-code/stitch-skills

k0s: An open source, all-inclusive Kubernetes distribution packaged as a single binary.

What problem it solves Installing and operating Kubernetes can involve host OS dependencies, infrastructure restrictions, high system requirements, and cumbersome lifecycle management. k0s addresses these concerns with a self-contained distribution, flexible deployment options, and automated cluster lifecycle tooling. Key features Self-contained distribution — The distribution packages the compone…

github.comhttps://github.com/k0sproject/k0s

llmfit: A terminal tool that right-sizes open-source language models to the hardware and runtimes available on your system.

What problem it solves Selecting an open-source language model requires accounting for available memory, processor capabilities, GPU configuration, model size, quantization, and context requirements. The project addresses the difficulty of determining which models can run comfortably on a particular machine and comparing fit, speed, quality, and context before deployment. Key features Hardware aut…

github.comhttps://github.com/AlexsJones/llmfit

pocketpal-ai: A private AI assistant that runs entirely on your phone.

What problem it solves Many AI applications send messages to remote servers, where they may be logged and analyzed outside the user's view. This project addresses that concern by running language models, conversations, voices, and tools on the device without requiring an account or internet connection. Key features On-device language model chat — Run GGUF language models fully offline, including G…

github.comhttps://github.com/a-ghorbani/pocketpal-ai

upscayl: A free and open source application for enlarging and enhancing low-resolution images with AI models.

What problem it solves Low-resolution and pixelated images can appear too small or lack usable detail when enlarged. Upscayl addresses this by applying AI models that enhance images while estimating missing details, though blurred or out-of-focus images remain outside its intended use. Key features AI image enhancement — The application uses AI models to enlarge images and estimate details that we…

github.comhttps://github.com/upscayl/upscayl

ladybird: A truly independent web browser using a novel engine based on web standards.

What problem it solves The project aims to provide a complete, usable browser for the modern web while using an independent engine built around web standards. It also separates site rendering and sensitive workloads into sandboxed processes to improve robustness against malicious content. Key features Standards-based engine — The browser uses a novel engine based on web standards and includes libr…

github.comhttps://github.com/LadybirdBrowser/ladybird

ALVR: Stream VR games from your PC to your headset over Wi-Fi.

What problem it solves Users need a way to play VR games running on a PC through a supported standalone VR headset over a local network. The project addresses headset compatibility, PC requirements, installation guidance, troubleshooting, and configuration information for this setup. Key features Broad headset and PC compatibility — ALVR lists support for multiple standalone VR headsets and docume…

github.comhttps://github.com/alvr-org/ALVR

github-mcp-server: Connects AI tools directly to GitHub's platform through natural language interactions.

What problem it solves AI agents, assistants, and chatbots need access to repository context and GitHub capabilities to complete development and collaboration workflows. Without a direct connection, these tools cannot conveniently read repositories and code files, manage issues and pull requests, analyze code, or automate workflows through natural language. Key features Repository and code access …

github.comhttps://github.com/github/github-mcp-server

ohmygame: An open-source, local-first studio for creating and publishing games with AI.

What problem it solves Making a game requires design documents, art, 3D models, video, code, testing, and publishing, often across several separate tools. OhMyGame brings these activities into one app where an agent can design a game, create its assets, build it, playtest it, and publish it. Key features Agent-driven game creation — The built-in agent drafts design documents, generates assets, wri…

github.comhttps://github.com/WhiteTowerAI/ohmygame

500-AI-Agents-Projects: A curated collection of AI agent projects, use cases, and working implementations across frameworks and industries.

What problem it solves Developers, researchers, teams, and students need practical examples to understand and evaluate AI agent architectures. The collection organizes production examples, tutorials, and working code by framework and industry to support implementation and learning. Key features Runnable agent examples — Each project under agents/ is presented as a self-contained implementation wit…

github.comhttps://github.com/ashishpatel26/500-AI-Agents-Projects

topcoat: A modular, batteries-included Rust framework for building full-stack apps.

What problem it solves Building full-stack web applications in Rust often requires coordinating server rendering, client reactivity, routing, assets, and reusable UI components. Topcoat aims to simplify and streamline that work by combining these capabilities in a unified framework. Key features Server rendering with client reactivity — Components render asynchronously on the server and can access…

github.comhttps://github.com/tokio-rs/topcoat

sure: A personal finance app for everyone.

What problem it solves People need a personal finance application they can host themselves and access across the interfaces they already use. Sure is a community-maintained project that keeps the application’s codebase active while supporting browser, desktop, mobile, API, and LLM agent access. Key features Self-hosted deployment — The application can be self-hosted with Docker and includes setup …

github.comhttps://github.com/we-promise/sure

agent-skills: Production-grade engineering skills for AI coding agents.

What problem it solves AI coding agents often take the shortest path, skipping specifications, tests, security reviews, and other practices needed for reliable software. This project packages structured workflows, verification gates, and engineering practices so agents apply the same discipline consistently throughout development. Key features Lifecycle commands — Nine slash commands map the devel…

github.comhttps://github.com/addyosmani/agent-skills

memorilla: A memory system that gathers information from an entire document collection into query-dependent memory tokens for a frozen LLM.

What problem it solves A frozen LLM can only use information that fits in its context window, making it difficult to answer questions from large document collections or long interaction histories. Memorilla addresses this by reading a collection and supplying the LLM with a fixed number of query-dependent memory tokens. Key features Query-dependent memory compression — The system reads a complete …

github.comhttps://github.com/snap-stanford/memorilla

Serein: A lightweight, native Discord desktop client written in Rust, powered by egui and wgpu.

What problem it solves Serein provides a desktop Discord client built without Electron, Node.js, or a web runtime, connecting directly to Discord's public gateway and REST endpoints. It also addresses authentication, local data handling, voice communication, media, and server administration within a native Rust application. Key features Native Discord client — The interface is implemented in Rust …

github.comhttps://github.com/ViceVerse-cz/Serein

zeroclaw: An agent runtime delivered as a single Rust binary you configure and run.

What problem it solves Personal AI agents need to connect language model providers, communication channels, and tools while remaining under the user's control. They also need configurable autonomy, security boundaries, and operational features such as background services, approvals, and persistent workflows. Key features Multiple channels and providers — The agent can receive messages through conf…

github.comhttps://github.com/zeroclaw-labs/zeroclaw