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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Hear from top labs
micro1 has demonstrated exceptional expertise in talent vetting and human data operations, pivotal to our project's success. micro1 consistently exceeded industry standards, significantly improving vetting efficiency, onboarding processes, and the achievement of critical quality and productivity metrics. Furthermore, the dedicated team exhibited remarkable passion and collaboration, making the partnership impactful and highly rewarding.
micro1 is like a Swiss Army knife, they can find niche PhD talent very quickly and with extreme precision.
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