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Senior Software Engineer, AI Evals

Codecov

San Francisco, CAFull-time$240–280K/yrPosted 7mo agoVerified open 2 days ago

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At a glance

Compensation
$240–280K/yr
Location
San Francisco, CA
Schedule
Full-time
Work Authorization
Not specified

Requirements

Credentials this posting asks for.

Bachelor's degree

Job overview

Codecov is hiring a Senior Software Engineer, AI Evals. As a Senior Software Engineer on Sentry’s AI/ML team, you will build evaluation infrastructure to measure the accuracy, reliability, and real-world performance of AI systems. This role is critical for ensuring debugging agents and AI-powered features behave correctly, safely, and predictably at scale. You will design datasets, benchmarks, and test harnesses to translate ambiguous AI behavior into measurable signals, helping the team ship AI with confidence.

Key focus areas include Design and build robust evaluation frameworks to measure accuracy, reliability, regressions, and edge cases in AI systems, Create and curate high-quality datasets, golden test cases, and benchmarks grounded in real production data, and Build automated test harnesses and metrics pipelines to continuously evaluate models, prompts, and agentic workflows.

Successful candidates bring Bachelor's In Computer Science Or Related Field. Important skills include Python, TypeScript, Building Evaluation Frameworks, Creating Datasets, Curating Datasets, and Building Automated Test Harnesses. Preferred (not required): Correctness In AI Systems, Rigor In AI Systems, Measurement In AI Systems, and Turning Fuzzy Goals Into Concrete Tests.

Skills & qualifications

RequiredNice to have

Skills

PythonTypeScriptBuilding Evaluation FrameworksCreating DatasetsCurating DatasetsBuilding Automated Test HarnessesBuilding Metrics PipelinesDefining Measurable CriteriaOwning Evaluation LifecycleProduction-Quality CodeWorking With Structured DatasetsWorking With Unstructured DatasetsLabeling WorkflowsData Quality PipelinesModern ML SystemsOffline MetricsOnline EvaluationRegression Testing for ModelsRegression Testing for PromptsCorrectness in AI SystemsRigor in AI SystemsMeasurement in AI SystemsTurning Fuzzy Goals Into Concrete TestsBuilding Foundational InfrastructureCollaborationInfluencing Model Design Through EvaluationBuilding Testing InfrastructureBuilding Evaluation InfrastructureBuilding Data InfrastructureEvaluating LLMsEvaluating Agentic SystemsEvaluating AI-Assisted Developer Tools

Qualifications

5+ Years Professional ExperienceBachelor's in Computer ScienceBachelor's in Machine LearningBachelor's in Related FieldAI/ML Experience

Benefits

Medical Insurance
Paid Time Off

Full job description

About Sentry Software runs the world and the pace is faster than ever. Sentry helps developers fix errors and performance issues before users notice, so teams can spend less time firefighting and more time building.

Trusted by 200,000+ organizations, Sentry is today’s application monitoring standard and our team is building its AI-native future.

About the role As a Senior Software Engineer on Sentry’s AI/ML team, you’ll be responsible for building the evaluation infrastructure that measures the accuracy, reliability, and real-world performance of our AI systems. This role is critical to ensuring that our debugging agents and AI-powered features behave correctly, safely, and predictably as they scale. You’ll design datasets, benchmarks, and test harnesses that turn ambiguous AI behavior into measurable signals, helping the team ship AI with confidence.

In this role you will

  • Design and build robust evaluation frameworks to measure accuracy, reliability, regressions, and edge cases in AI systems

  • Create and curate high-quality datasets, golden test cases, and benchmarks grounded in real production data

  • Build automated test harnesses and metrics pipelines to continuously evaluate models, prompts, and agentic workflows

  • Partner closely with applied AI engineers and product leaders to define what “good” looks like and translate it into measurable criteria

  • Own the evaluation lifecycle for major AI initiatives, from early experimentation through production monitoring

You’ll love this job if you

  • Care deeply about correctness, rigor, and measurement in AI systems

  • Enjoy turning fuzzy product goals and model behavior into concrete tests and metrics

  • Like building foundational infrastructure that unlocks faster iteration and higher confidence for the entire AI team

  • Thrive in cross-functional environments and enjoy influencing model design through better evaluation

Qualifications

  • Minimum 5+ years of professional experience with a Bachelor’s degree in computer science, machine learning, or a related field

  • Experience building testing, evaluation, or data infrastructure for complex systems (AI/ML experience strongly preferred)

  • Comfort writing production-quality code (we use Python and TypeScript)

  • Experience working with structured and unstructured datasets, labeling workflows, or data quality pipelines

  • Familiarity with modern ML systems and evaluation techniques (e.g., offline metrics, online evaluation, regression testing for models or prompts)

  • Bonus: experience evaluating LLMs, agentic systems, or AI-assisted developer tools

The base salary range (or hourly wage range, if applicable) that Sentry reasonably expects to pay for this position is $155,000 to $400,000 USD . A successful candidate’s actual base salary (or hourly wage) amount will be determined by a variety of relevant factors including, without limitation, the candidate’s work location, education, work and other relevant experience, skills, and job-related knowledge. A successful candidate will be eligible to participate in Sentry’s employee benefit plans/programs applicable to the candidate’s position (including incentive compensation, equity grants, paid time off, and group health insurance coverage). See Sentry Benefits for more details about the Company’s benefit plans/programs.

Equal Opportunity at Sentry Sentry is committed to providing equal employment opportunities to its employees and candidates for employment regardless of race, color, ancestry, religion, sex, national origin, sexual orientation, age, citizenship, marital status, disability, gender identity, veteran status, or other legally-protected characteristic. This commitment includes the provision of reasonable accommodations to employees and candidates for employment with physical or mental disabilities who require such accommodations in order to (a) perform the essential functions of their jobs, or (b) seek employment with Sentry. We strive to build a diverse team, with an inclusive culture where every teammate can thrive. Sentry is an open-source company because we believe that everyone, everywhere, should have the ability and tools to make great software. Software should be accessible. That starts with making our industry accessible.

If you need assistance or an accommodation due to a disability, you may contact us at [email protected] .

Want to learn more about how Sentry handles applicant data? Get the details in our Applicant Privacy Policy .

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