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SWE-BENCH VERIFIED

A framework for evaluating software engineering tools.

AGENT SKILLS

Agent Skills is an open specification, originated by Anthropic, for packaging reusable behaviors and instructions that AI agents can install and execute. It defines a Markdown + YAML format (skills.md) that lets developers share domain-specific capabilities across tools such as Claude Code, GitHub Copilot CLI, VS Code, and .NET agents.

AMAZON

Amazon.com, Inc. is a multinational technology company whose Amazon Web Services (AWS) division provides cloud infrastructure and AI platforms such as Bedrock. Across e-commerce, cloud computing, and generative AI, the company supplies tooling and services used by developers and enterprises worldwide.

BEDROCK

Amazon Bedrock is AWS’s managed generative-AI service that gives developers API access to multiple foundation models and tooling for building, deploying, and governing AI agents and applications. It is aimed at enterprises that want scalable model hosting, agent registries, and integrated security and compliance on the AWS cloud.

AWS

Amazon Web Services (AWS) is Amazon’s cloud-computing subsidiary that delivers on-demand infrastructure, platform, and AI services to organizations worldwide. Its offerings include Amazon Bedrock and other generative-AI capabilities, alongside compute, storage, and security tools used by enterprises and partners such as Anthropic.

HUGGING FACE

Hugging Face is an independent AI company that hosts the popular Model Hub for sharing and running machine-learning models, datasets, and apps. It provides open-source libraries such as Transformers and offers cloud services like Hugging Face Jobs for training and evaluation, serving researchers and developers building language, vision, and multimodal systems.

DEEPMIND

DeepMind is Alphabet’s artificial intelligence research laboratory developing advanced AI systems, models, and scientific breakthroughs. It serves researchers, developers, and product teams looking to push state-of-the-art AI capabilities and integrate them into real-world applications.

QWEN

Qwen is Alibaba Cloud’s open-source family of large language models designed for long-context reasoning, coding and agent workflows. Releases such as Qwen 3.6 Plus and Qwen Coder offer up to million-token windows and can be deployed in the cloud or run locally by developers.

ALIBABA

Alibaba Group is a Chinese technology conglomerate best known for its e-commerce platforms and cloud infrastructure, and it also funds the development of the open-source Qwen large-language-model series. The company serves global enterprises and developers with marketplaces, logistics, cloud computing, and AI research outputs.

GOOGLE DEEPMIND

Google DeepMind is Alphabet’s advanced artificial-intelligence research lab responsible for frontier models such as Gemini and Project Astra. It serves researchers, developers, and product teams seeking state-of-the-art AI capabilities and safety methods on the path toward AGI.

CODEX APP

OpenAI Codex is an AI coding assistant that converts natural-language prompts into working code and automates common developer workflows. It is delivered through ChatGPT plan entitlements, a standalone macOS/Windows desktop app, a CLI, and IDE integrations for professional software teams.

SWE-BENCH PRO

A framework for software engineering benchmarking and evaluation.

CLAUDE COWORK

Claude Cowork is Anthropic’s enterprise-oriented AI assistant that collaborates on general knowledge-work tasks, integrating with desktop apps, browsers, and company data. It provides long-running, tool-using agents that can control a Mac, execute workflows, and be remotely triggered from mobile or chat channels.

OPENAI API

The OpenAI API is a cloud service that lets developers programmatically access GPT, Codex, Realtime and other OpenAI foundation models. It is used to embed natural-language, code-generation and agent capabilities into applications while handling scaling, billing and model management.

DEVIN

Devin is an autonomous AI software engineer that can plan, write, test, and ship software from natural-language instructions. It is intended for professional developers and engineering teams who want an end-to-end agent that handles the full coding workflow.

COGNITION LABS

Cognition Labs is an AI research and product company developing autonomous software-engineering agents such as Devin to help developers plan, write, test, and ship code. Its tools target professional engineering teams that want end-to-end coding assistance beyond traditional code completion.

GRPO

GRPO (Generalized ??? Policy Optimization) is a reinforcement-learning policy optimization algorithm positioned as an alternative to PPO for training sequential decision-making agents. Research papers cite its instability on long-horizon, tool-using LLM agents, motivating newer methods such as Sample Policy Optimization.