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Code Review & Debugging

Senior engineers who review model-written code, find bugs and explain what is wrong, so models learn from precise feedback.

Industry

Code Review

Timeline

Pilot batch first

Platform

Multi-language

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Experts Assessed

Percent of experts assessed before joining a project.

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Point of Contact

Point of contact for sourcing, quality and delivery.

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Review Layers

Layers of review on every batch.

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Task Types

Core task types: code review, bug fixing, prompt writing and rubric grading.

Teams ramp quickly and scale up or down as your training needs change.

The Ompliify quality standard

How we engage

Good code review is a skill: spotting the real bug, explaining why it matters and suggesting a fix. Models learn far more from precise, expert feedback than from a thumbs up or down.

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We place senior engineers with broad experience across languages and codebases, and assess them on review tasks before they join a project.

Typical work includes reviewing generated code, locating and explaining bugs, proposing fixes, ranking alternatives and writing feedback that follows your guidelines.

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Reviewers are tested on real review tasks.

A second reviewer checks the feedback itself.

Guidelines are calibrated on a pilot before scaling.

Capacity flexes with your schedule.

We measure agreement between reviewers and use it to keep feedback consistent and useful.

Tell us the languages and review style you need and we will scope a pilot batch and the team.

Orange discs and stones balanced with clear glass
Close-up of a curved glass edge with colorful light reflections.

We provide vetted developers and domain experts for AI training data, evaluation and RLHF โ€” powered by expertise, driven by quality.

Follow Us:

We provide vetted developers and domain experts for AI training data, evaluation and RLHF โ€” powered by expertise, driven by quality.

Follow Us:

We provide vetted developers and domain experts for AI training data, evaluation and RLHF โ€” powered by expertise, driven by quality.

Follow Us: