DeepSWE vs. DeepSeek R1 Comparison


DeepSWE Agentica Project	DeepSeek R1 DeepSeek	+	+
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About DeepSWE is a fully open source, state-of-the-art coding agent built on top of the Qwen3-32B foundation model and trained exclusively via reinforcement learning (RL), without supervised finetuning or distillation from proprietary models. It is developed using rLLM, Agentica’s open source RL framework for language agents. DeepSWE operates as an agent; it interacts with a simulated development environment (via the R2E-Gym environment) using a suite of tools (file editor, search, shell-execution, submit/finish), enabling it to navigate codebases, edit multiple files, compile/run tests, and iteratively produce patches or complete engineering tasks. DeepSWE exhibits emergent behaviors beyond simple code generation; when presented with bugs or feature requests, the agent reasons about edge cases, seeks existing tests in the repository, proposes patches, writes extra tests for regressions, and dynamically adjusts its “thinking” effort.	About DeepSeek-R1 is an advanced open-source reasoning model developed by DeepSeek, designed to rival OpenAI's Model o1. Accessible via web, app, and API, it excels in complex tasks such as mathematics and coding, demonstrating superior performance on benchmarks like the American Invitational Mathematics Examination (AIME) and MATH. DeepSeek-R1 employs a mixture of experts (MoE) architecture with 671 billion total parameters, activating 37 billion parameters per token, enabling efficient and accurate reasoning capabilities. This model is part of DeepSeek's commitment to advancing artificial general intelligence (AGI) through open-source innovation.
Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Not Supported On-Premises Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Supported On-Premises Supported iPhone Supported iPad Supported Android Supported Chromebook Supported
Audience Software engineers, researchers, and developers seeking a solution to assist with real-world coding tasks such as bug-fixing, pull-request automation, and multi-file code edits	Audience Researchers, developers, and organizations seeking advanced, open-source reasoning models for complex tasks like mathematics, programming, and AI-driven problem-solving
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Not Supported
API Offers API Not Supported	API Offers API Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing Free Free Version Supported Free Trial Not Supported	Pricing Free Open source Free Version Supported Free Trial Not Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 5.0 / 5 ease 5.0 / 5 features 5.0 / 5 design 5.0 / 5 support 5.0 / 5 Read all reviews
	Pros & Cons from Real Users Pros DeepSeek-R1 is a remarkable AI model that has significantly enhanced my data analysis tasks. Its open-source nature allows for extensive customization, making it adaptable to various project needs. The model's performance is on par with leading AI models, yet it operates at a fraction of the cost, which is a substantial advantage. Additionally, DeepSeek-R1's integration capabilities with web, app, and API platforms provide flexibility in deployment across different environments. Cons Haven't found any cons yet. This model is so capable.
Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Not Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information Agentica Project Founded: 2025 United States agentica-project.com	Company Information DeepSeek Founded: 2023 China www.deepseek.com
Alternatives Devstral 2 Mistral AI	Alternatives Claude Sonnet 3.5 Anthropic
Devstral Small 2 Mistral AI	Claude Sonnet 3.7 Anthropic
DeepCoder Agentica Project	Claude Sonnet 4 Anthropic
Qwen2.5-Max Alibaba	DeepSeek R2 DeepSeek
KAT-Coder-Pro V2 StreamLake View All	Phi-4-reasoning-plus Microsoft View All
Categories AI Coding Models Supported AI Models Supported	Categories Agentic AI Supported AI Agents Supported AI Coding Models Supported AI Models Supported AI Reasoning Models Supported Foundation Models Supported Large Language Models Supported

Integrations Baseten Not Supported Bind AI Not Supported C Not Supported Clojure Not Supported CometAPI Not Supported Decompute Blackbird Not Supported DeepSeek Not Supported HTML Not Supported Julia Not Supported LLMrefs Not Supported Microsoft Foundry Not Supported Microsoft Foundry Models Not Supported Nebius Token Factory Not Supported NinjaTools.ai Not Supported Python Not Supported Ruby Not Supported Runpod Not Supported SecondBrain Not Supported Semantic Kernel Not Supported Snowflake Not Supported Show More Integrations View All 1 Integration	Integrations Baseten Supported Bind AI Supported C Supported Clojure Supported CometAPI Supported Decompute Blackbird Supported DeepSeek Supported HTML Supported Julia Supported LLMrefs Supported Microsoft Foundry Supported Microsoft Foundry Models Supported Nebius Token Factory Supported NinjaTools.ai Supported Python Supported Ruby Supported Runpod Supported SecondBrain Supported Semantic Kernel Supported Snowflake Supported Show More Integrations View All 88 Integrations
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