DeepScaleR vs. OpenAI o3 Comparison


DeepScaleR Agentica Project	OpenAI o3 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 o3 is an advanced AI model designed to enhance reasoning capabilities by breaking down complex instructions into smaller, more manageable steps. It offers significant improvements over previous AI iterations, excelling in coding tasks, competitive programming, and achieving high scores in mathematics and science benchmarks. Available for widespread use, OpenAI o3 supports advanced AI-driven problem-solving and decision-making processes. The model incorporates deliberative alignment techniques to ensure its responses align with established safety and ethical guidelines, making it a powerful tool for developers, researchers, and enterprises seeking sophisticated AI solutions.
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 and developers interested in an AI model with powerful reasoning capabilities
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 No images available
Pricing Free Free Version Supported Free Trial Not Supported	Pricing $2 per 1 million tokens Input: $2 / 1M tokens Output: $8 / 1M tokens 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 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

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 Amazon Nova Premier Amazon
Phi-4-reasoning-plus Microsoft	Claude Sonnet 3.7 Anthropic
Phi-4-mini-reasoning Microsoft	Claude Sonnet 4 Anthropic
Phi-4-reasoning Microsoft	OpenAI o3-mini-high OpenAI
Athene-V2 Nexusflow View All	OpenAI o1 OpenAI View All
Categories AI Models Supported Large Language Models Supported	Categories AI Code Refactoring Supported 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 Brokk Not Supported C Not Supported CSS Not Supported Clojure Not Supported Editee Not Supported Elixir Not Supported F# Not Supported Go Not Supported HTML Not Supported Java Not Supported JavaScript Not Supported Julia Not Supported JustSimpleChat Not Supported PHP Not Supported Python Not Supported R Not Supported Rust Not Supported Snowflake Not Supported iMini Not Supported Show More Integrations	Integrations Aider Supported Brokk Supported C Supported CSS Supported Clojure Supported Editee Supported Elixir Supported F# Supported Go Supported HTML Supported Java Supported JavaScript Supported Julia Supported JustSimpleChat Supported PHP Supported Python Supported R Supported Rust Supported Snowflake Supported iMini Supported Show More Integrations View All 36 Integrations
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