Train world-class coding agents with competitive programming data
Accelerate accurate audio annotations with fully managed sourcing, expert vetting, and end-to-end data operations all handled by micro1.
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Power your AI agents with precision‑labeled competitive coding data to drive sharper reasoning and accuracy
Our core capabilities
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Expert-Authored Problems
We source original, high-difficulty programming problems from vetted engineers, ICPC finalists, and instructors.
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Multi-Language Solutions
Each problem includes reference implementations in multiple languages (Python, C++, Java, etc.) for broader model training.
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Test Case Coverage
Problems are bundled with comprehensive test cases—including edge cases, hidden tests, and performance constraints.
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Rich Metadata & Explanations
We tag problems by difficulty, topic (e.g., DP, graph theory), and include optional editorial explanations.
How it works
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We use our AI recruiter to source and vet top-tier problem setters and competitive programmers
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Define your project requirements and we will curate problems to match
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Experts write problems, author clean solutions, and generate test cases with automated validators.
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Use our dashboard to review problem creation progress, solution accuracy, and contributor reliability across all coding tasks.
Use Cases
Supercharge your models with expert-authored coding challenges—complete with solutions, test cases, and multilingual coverage.
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Code Generation Training
Train LLMs to generate code that solves novel, non-trivial algorithmic problems.
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Multi-Language Evaluation
Benchmark performance across languages and reasoning patterns using identical problem sets.
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Autograder Development
Use test-rich datasets to improve automated grading systems for bootcamps, assessments, or coding platforms.
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Our experts
K.K.
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Software Engineer/Data Scientist
Exp: 15+ years
Lithuania
Vetted skills:
C++ Algorithm Problem-Solving
Data Structures
Debugging and Testing
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K.B.
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Software Engineer
Exp: 5+ years
Canada
Vetted skills:
Algorithm Intuition
System Design Fundamentals
Time/Space Complexity
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I.C.
Software Engineer
Exp: 2+ years
United Kingdom
Vetted skills:
C++ Algorithm Problem-Solving
Data Structures
Debugging and Testing
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