DeepScaleR vs. OpenAI o1 Comparison


DeepScaleR Agentica Project	OpenAI o1 OpenAI	+	+
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About DeepScaleR is a 1.5-billion-parameter language model fine-tuned from DeepSeek-R1-Distilled-Qwen-1.5B using distributed reinforcement learning and a novel iterative context-lengthening strategy that gradually increases its context window from 8K to 24K tokens during training. It was trained on ~40,000 carefully curated mathematical problems drawn from competition-level datasets like AIME (1984–2023), AMC (pre-2023), Omni-MATH, and STILL. DeepScaleR achieves 43.1% accuracy on AIME 2024, a roughly 14.3 percentage point boost over the base model, and surpasses the performance of the proprietary O1-Preview model despite its much smaller size. It also posts strong results on a suite of math benchmarks (e.g., MATH-500, AMC 2023, Minerva Math, OlympiadBench), demonstrating that small, efficient models tuned with RL can match or exceed larger baselines on reasoning tasks.	About OpenAI o1 represents a new series of AI models designed by OpenAI, focusing on enhanced reasoning capabilities. These models, including o1-preview and o1-mini, are trained using a novel reinforcement learning approach to spend more time "thinking" through problems before providing answers. This approach allows o1 to excel in complex problem-solving tasks in areas like coding, mathematics, and science, outperforming previous models like GPT-4o in certain benchmarks. The o1 series aims to tackle challenges that require deeper thought processes, marking a significant step towards AI systems that can reason more like humans, although it's still in the preview stage with ongoing improvements and evaluations.
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 Not Supported Cloud Supported On-Premises Not Supported iPhone Supported iPad Supported Android Supported Chromebook Not Supported
Audience Researchers, students, and developers interested in an AI model capable of mathematical reasoning and logic tasks without requiring heavy hardware	Audience Users interested in a powerful large language model capable of advanced reasoning
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 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 No information available. Free Version Not 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 I’ve been using OpenAI’s o1 model for a few weeks now, and it’s really remarkable. What I love most is how deliberate it feels—it doesn’t just throw out answers; it actually “thinks” through complex problems. Whether it’s coding, science, or tough math problems, the level of reasoning is impressive. The way it handles structured outputs like JSON is a huge plus for developers, making data organization so much easier. I also appreciate how accessible it is, whether through ChatGPT Plus or the API—it’s super versatile for a range of applications. Cons There are some trade-offs with o1’s depth. It can be slower than previous models because of its more thoughtful reasoning, which takes some getting used to. If you’re new to AI or machine learning, the advanced features might feel a bit overwhelming at first. And you might need to tweak your workflows to account for the slightly longer processing times.
Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation 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 OpenAI Founded: 2015 United States openai.com
Alternatives DeepCoder Agentica Project	Alternatives AlphaCodium Qodo
Phi-4-reasoning-plus Microsoft	Amazon Nova Amazon
Phi-4-mini-reasoning Microsoft	Claude Sonnet 3.5 Anthropic
Phi-4-reasoning Microsoft	OpenAI o3-mini-high OpenAI
Athene-V2 Nexusflow View All	OpenAI o1-mini OpenAI View All
Categories AI Models Supported Large Language Models Supported	Categories AI Coding Models Supported AI Models Supported AI Reasoning Models Supported Foundation Models Supported Large Language Models Supported Multimodal Models Supported

Integrations Aider Not Supported AlphaCodium Not Supported BLACKBOX AI Not Supported BrandRank.AI Not Supported C# Not Supported CSS Not Supported ChatGPT Pro Not Supported Clojure Not Supported F# Not Supported Go Not Supported Kotlin Not Supported Monica Code Not Supported OpenAI o1-mini Not Supported OpenAI o1-pro Not Supported PHP Not Supported Python Not Supported Rust Not Supported SSSModel Not Supported Scala Not Supported Visual Basic Not Supported Show More Integrations	Integrations Aider Supported AlphaCodium Supported BLACKBOX AI Supported BrandRank.AI Supported C# Supported CSS Supported ChatGPT Pro Supported Clojure Supported F# Supported Go Supported Kotlin Supported Monica Code Supported OpenAI o1-mini Supported OpenAI o1-pro Supported PHP Supported Python Supported Rust Supported SSSModel Supported Scala Supported Visual Basic Supported Show More Integrations View All 59 Integrations
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