Showing 97 open source projects for "reliability"

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  • 1
    InfiniteYou

    InfiniteYou

    Flexible Photo Recrafting While Preserving Your Identity

    InfiniteYou is an open-source image-generation and “identity-preserving image editing / generation” framework from ByteDance, designed to generate high-fidelity images that preserve a subject’s identity while allowing flexible editing or re-creation according to textual prompts. Using an architecture built around diffusion transformers (DiTs), InfiniteYou introduces a component called InfuseNet that injects identity features derived from reference images into the generation process — via...
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  • 2
    web-eval-agent MCP Server

    web-eval-agent MCP Server

    An MCP server that autonomously evaluates web applications

    ...Marketing and README material emphasize supercharging local debugging loops by combining live browser execution with LLM-driven hypotheses and fixes. Activity on the repo shows steady iteration, with issues and PRs centered on reliability and developer experience. In short, it wraps autonomous, in-editor web testing and diagnosis behind a predictable MCP interface.
    Downloads: 0 This Week
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  • 3
    WebMCP

    WebMCP

    Enabling web apps to get accessed by AI agents

    ...WebMCP reduces developer burden by reusing existing frontend logic instead of requiring separate server-side integrations. Designed to complement protocols like MCP rather than replace them, WebMCP strengthens accessibility, interoperability, and agent reliability across the modern web.
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  • 4
    Robyn

    Robyn

    Experimental, AI/ML-powered and open sourced Marketing Mix Modeling

    Robyn is an open-source, AI/ML-powered Marketing Mix Modeling (MMM) toolkit developed by Meta Marketing Science under the “facebookexperimental” GitHub umbrella. Its goal is to democratize rigorous MMM: what traditionally required expert statisticians and expensive consulting becomes accessible to any company with data. Robyn takes in historical data (spends on different marketing channels, conversions, or revenue, and optional context or organic-media variables) and uses a combination of...
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    AI-powered service management for IT and enterprise teams

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  • 5
    DeepSeekMath-V2

    DeepSeekMath-V2

    Towards self-verifiable mathematical reasoning

    DeepSeekMath-V2 is a large-scale open-source AI model designed specifically for advanced mathematical reasoning, theorem proving, and rigorous proof verification. It’s built by DeepSeek as a successor to their earlier math-specialist models. Unlike general-purpose LLMs that might generate plausible-looking math but sometimes hallucinate or mishandle rigorous logic, Math-V2 is engineered to not only generate solutions but also self-verify them, meaning it examines the derivations, checks...
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  • 6
    Micro Agent

    Micro Agent

    AI CLI agent that writes code by iterating until tests pass

    ...Instead of producing one-shot code outputs, it creates or uses test cases and repeatedly iterates on the generated code until those tests pass successfully. This workflow emphasizes reliability by using structured feedback from failing tests to guide improvements, reducing the need for manual debugging and iteration. Micro Agent intentionally limits its scope to a focused task, avoiding complex multi-file operations or full project automation in order to minimize compounding errors. It supports multiple model providers, allowing users to configure different backends depending on their needs and environment. ...
    Downloads: 5 This Week
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  • 7
    Artificial Intelligence Controller

    Artificial Intelligence Controller

    AICI: Prompts as (Wasm) Programs

    AICI is a framework that allows developers to build controllers that constrain and direct the output of Large Language Models (LLMs). By treating prompts as WebAssembly (Wasm) programs, AICI enables more precise and controlled interactions with LLMs, enhancing their utility in various applications. This approach allows for the creation of more reliable and predictable AI-driven systems.
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  • 8
    AXEM-SX

    AXEM-SX

    AXEM-SX is a modular, performance-driven operating system

    AXEM-SX is a modular operating system engineered on a stable openSUSE Leap foundation, designed for performance, resilience, and clarity. Developed over several months of focused work, it reflects a philosophy of simplicity, control, and efficiency without unnecessary overhead. The system is distributed in two editions, both on Wayland: • AXEM-SX Light — a minimal, fast, lightweight LXQt accessible environment designed for essential computing and lower-resource systems. • AXEM-SX Pro —...
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    Downloads: 49 This Week
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  • 9
    opc-methodology

    opc-methodology

    The second edition of "One-person Enterprise Methodology"

    opc-methodology is a structured framework for designing, organizing, and executing AI-driven workflows using prompt-based systems. It focuses on breaking down complex AI tasks into clear stages that improve reliability, reproducibility, and clarity when working with language models. The methodology emphasizes defining objectives, processes, and constraints explicitly, ensuring that AI outputs are guided by structured reasoning rather than vague prompts. It is particularly useful for building consistent workflows in areas such as content generation, automation, and decision support. ...
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  • 10
    VectorDB

    VectorDB

    A Python vector database you just need, no more, no less

    ...It's a testament to effective Pythonic design without over-engineering, making it a lean yet powerful solution for all your needs. vectordb capitalizes on the powerful retrieval prowess of DocArray and the scalability, reliability, and serving capabilities of Jina. Here's the magic: DocArray serves as the engine driving vector search logic, while Jina guarantees efficient and scalable index serving. This synergy culminates in a robust, yet user-friendly vector database experience, that's vectordb for you.
    Downloads: 2 This Week
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  • 11
    ModelFusion

    ModelFusion

    The TypeScript library for building AI applications

    ...The library supports a wide range of model types, including text generation models, vision models, text-to-speech engines, speech-to-text systems, and embedding models. It also includes built-in production features such as observability hooks, logging, automatic retries, and error handling mechanisms that improve reliability when deploying AI systems in real-world environments.
    Downloads: 0 This Week
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  • 12
    Featureform

    Featureform

    Turn your existing data infrastructure into a feature store

    Featureform allows data scientists to define, manage, and serve machine learning features across your organization. The days of untitled_128.ipynb are over. Transformations, features, and training sets can be pushed from notebooks to a centralized feature repository with metadata like name, variant, lineage, and owner. Featureform's Virtual Feature Store architecture orchestrates your data infrastructure to build and maintain your training sets and production features. It offers a framework...
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  • 13
    ZeroStep

    ZeroStep

    Supercharge your Playwright tests with AI

    ZeroStep is a tool that enhances Playwright tests with AI capabilities, aiming to improve the efficiency and effectiveness of end-to-end testing.
    Downloads: 0 This Week
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  • 14
    LLM Applications

    LLM Applications

    A comprehensive guide to building RAG-based LLM applications

    ...The project focuses particularly on Retrieval-Augmented Generation architectures, which combine language models with external knowledge sources to improve accuracy and reliability. It provides step-by-step guidance for constructing systems that ingest documents, split them into chunks, generate embeddings, index them in vector databases, and retrieve relevant context during inference. The repository also shows how these components can be scaled and deployed using distributed computing frameworks such as Ray. ...
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  • 15
    DevOpsGPT

    DevOpsGPT

    Multi agent system for AI-driven software development

    ...By accurately understanding user requirements, DevOpsGPT minimizes the risk of communication errors and misunderstandings, enhancing collaboration efficiency between development and business teams. DevOpsGPT generates code and performs validation, ensuring the quality and reliability of the delivered software.
    Downloads: 0 This Week
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  • 16
    DSC Keybus Interface

    DSC Keybus Interface

    An Arduino/esp8266/esp32 library to directly interface with DSC

    This library directly interfaces Arduino, esp8266, esp32, and esp32-s2 microcontrollers to DSC PowerSeries and Classic series security systems for integration with home automation, remote control as a virtual keypad, notifications on alarm events, unlocking installer codes, and emulating DSC panels to use DSC keypads as general purpose input devices. This enables existing DSC security system installations to retain the features and reliability of a hardwired system while integrating with modern devices and software for under $5USD in components.
    Downloads: 0 This Week
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  • 17
    TensorFlow Object Counting API

    TensorFlow Object Counting API

    The TensorFlow Object Counting API is an open source framework

    The TensorFlow Object Counting API is an open source framework built on top of TensorFlow and Keras that makes it easy to develop object counting systems. Please contact if you need professional object detection & tracking & counting project with super high accuracy and reliability! You can train TensorFlow models with your own training data to built your own custom object counter system! If you want to learn how to do it, please check one of the sample projects, which cover some of the theory of transfer learning and show how to apply it in useful projects. The development is on progress! The API will be updated soon, the more talented and light-weight API will be available in this repo! ...
    Downloads: 0 This Week
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  • 18
    OpenCyc is the open source version of the Cyc(r) technology, the world's largest and most complete general knowledge base and reasoning engine. A new release with even more content, better performance, and improved reliability will be up shortly.
    Downloads: 0 This Week
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  • 19
    ...It is intended mainly as a tool for studying computer vision algorithms, but I might expand it to cover other topics in robotics of interest (sensorymotor cognition, reliability, etc).
    Downloads: 0 This Week
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  • 20
    Hunyuan-MT-7B

    Hunyuan-MT-7B

    Tencent’s 36-language state-of-the-art translation model

    ...Trained with a comprehensive framework spanning pretraining, cross-lingual pretraining, supervised fine-tuning, enhancement, and ensemble refinement, the model achieves competitive results against systems of similar or larger scale. At WMT25, Hunyuan-MT secured first place in 30 of the 31 translation categories it entered, highlighting its reliability in real-world multilingual use. The model offers flexible deployment options with variants such as FP8 quantization and ensemble configurations. It supports natural prompts for both Chinese translations, making it easy to integrate into translation workflows.
    Downloads: 0 This Week
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  • 21
    DeepSeek-V3.1-Terminus

    DeepSeek-V3.1-Terminus

    685B model with improved agents and consistency

    DeepSeek-V3.1-Terminus is an updated release in the DeepSeek-V3.1 series, maintaining the original model’s large-scale reasoning and generative capabilities while addressing several key user-reported issues. It improves language consistency, reducing mixed Chinese-English outputs and eliminating abnormal characters, enhancing reliability in multilingual scenarios. The update also refines agentic capabilities, especially for the Code Agent and Search Agent, leading to better tool integration and query handling. Benchmarks show small but notable gains, such as raising MMLU-Pro from 84.8 to 85.0, GPQA-Diamond from 80.1 to 80.7, and SWE Verified from 66.0 to 68.4, along with significant improvements in agent benchmarks like BrowseComp (30.0 → 38.5) and Terminal-bench (31.3 → 36.7). ...
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  • 22
    Mistral Large 3 675B Base 2512

    Mistral Large 3 675B Base 2512

    Frontier-scale 675B multimodal base model for custom AI training

    ...As the base version, it is not fine-tuned for instruction following or reasoning, making it ideal for teams planning their own domain-specific finetuning or custom training pipelines. The model is engineered for reliability, long-context comprehension, and stable performance across many enterprise, scientific, and knowledge-intensive workloads. Its architecture includes a powerful language MoE and a 2.5B-parameter vision encoder, enabling multimodal understanding out of the box. Mistral Large 3 Base supports deployment on-premises using FP8 or NVFP4 formats, enabling high-performance workflows on B200, H200, H100, or A100 hardware.
    Downloads: 0 This Week
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