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Solutions for coding agents

Turn your model into an expert coder with custom data created or annotated by in-house experts. We provide the depth of senior engineering knowledge within a secure environment.

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How we can help

Repository Generation

Creating complete repositories from natural language descriptions, ensuring architectural integrity and proper file structure.

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Issue Resolution

Generating commits, code reviews, and preparing pull requests (PRs) based on real-world issues (SWE-bench style) to train agents on maintenance.

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Coding Copilots

Premium SFT and RLHF data for code writing, debugging, and code review, specifically tailored for IDE integration.

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Code Analysis

Correctness analysis, vulnerability detection, and security auditing to train models to spot bugs and logic flaws.

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Code Understanding

Detailed explanation, commenting, and documentation written by senior engineers to improve model reasoning.

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Unit Test Generation

Professional debugging, fixing, and creation of unit tests to verify code integrity and functional correctness.

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How it Works

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Environment Design

We build a simulated environment with Git repositories, CI/CD pipelines, and Jira boards to replicate
real-world constraints.

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Task Definition

We define complex tasks,
such as "Fix the bug reported
in issue #402 without breaking the build", or any other tasks built to your specs.

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Execution

Our in-house developers (Python/C++/Rust) write their own code or annotate the
code of your agents, along
with commits, and PRs in a secure environment.

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4-stage QA

Senior engineers review the code to ensure it is efficient, secure, and high-quality.

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Delivery

You receive all the data, comparisons, and reasoning logs, scrubbed of any PII or unintended information.

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Experts who help build your agents

Backend Engineers

Specialists in Python, Java, Go, and Rust for server-side logic and API integrations.

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Frontend Engineers

React, Vue, and Angular experts for UI/UX code generation and multimodal design.

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DevOps Specialists

Experts in Kubernetes, Docker, and CI/CD pipelines for infrastructure-as-code tasks.

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Mobile Developers

Swift and Kotlin pros for iOS and Android app development data.

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Software Architects

Senior leads who evaluate architectural decisions and system design patterns.

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QA Testers

Engineers dedicated to writing test cases and validating bug fixes.

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Reviews
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"Delivering Quality and Excellence"

The upside of working with Keymakr is their strategy to annotations. You are given a sample of work to correct before they begin on the big batches. This saves all parties time and...

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"Great service, fair price"

Ability to accommodate different and not consistent workflows.
Ability to scale up as well as scale down.
All the data was in the custom format that...

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"Awesome Labeling for ML"

I have worked with Keymakr for about 2 years on several segmentation tasks.
They always provide excellent edge alignment, consistency, and speed...

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Frequently asked questions

What coding languages do you support?

We support a vast array of languages including Python, C++, C#, Go, Rust, JavaScript, TypeScript, Java, SQL, Solidity, and legacy languages like COBOL upon request.

Are you able to work with our proprietary codebase?

Yes. We’re ISO-certified and can work with sensitive internal code in air-gapped environments where mobile phones and internet access are restricted, ensuring zero IP leakage or other vulnerabilities.

Why use studio teams instead of freelancers for coding agents?

Freelancers often lack the context or security protocols for enterprise code. Our managed teams work in a secure, collaborative environment, ensuring consistent quality and the ability to handle complex, multi-file dependencies that isolated workers cannot.

Do you verify that the code actually runs?

Yes. We perform human verification, running the code in instrumented containers to ensure it compiles and passes unit tests before it is added to the dataset.