> Markdown version of [/jobs/ext/4395682-software-firmware-engineering-experts-ai-code-evaluation](https://www.wearedevelopers.com/jobs/ext/4395682-software-firmware-engineering-experts-ai-code-evaluation). Every page supports `.md` or `Accept: text/markdown`. Links point to the HTML versions so they work for humans too. Agent guide: [/agents.md](https://www.wearedevelopers.com/agents.md). --- # Software & Firmware Engineering Experts - AI Code Evaluation - **Company:** AuraOne Human Data - **Location:** United States (Remote available) - **Salary:** $208,000.0 - $249,600.0 - **Contract:** Permanent contract - **Skills:** JavaScript (Programming Language), Test Suite, Artificial Intelligence, Unit Testing, Code Review, Software Debugging, Firmware, Junit, Open Web Application Security, Software Engineering, Rspec, Software Security, Pytest, Production Code, Free and Open-Source Software - **Published:** October 9, 2026 - **Apply:** https://www.indeed.com/viewjob?jk=57e6299c33ad35bf ## About the Role * Strong day-job engineering experience - you can read, run, and debug unfamiliar code for Software & Firmware Engineering Experts - AI Code Evaluation work. * Comfort writing concise unit tests that capture a single failure mode. * Familiarity with a testing framework. pytest, Jest, or JUnit. Go test, RSpec, or whatever you use. * Clear written reasoning - your review note has to convince another senior engineer. * Reliable async availability for at least 10 hours per week. * Prior code-review or technical-interview-grading experience is a plus., * Open-source contributions or a public portfolio that demonstrates production-quality code. * Experience with the target language's standard tooling, linters, and idiomatic style guides. * Familiarity with security-review checklists (OWASP, CWE) and AppSec patterns., * Code review * Debugging * Unit testing * Software engineering judgment * Embedded systems Work model Remote - US-eligible. Remote ยท Independent specialist contractor. Employment type: CONTRACTOR. Applicants must be authorized to work from US. ## Description * Run and reproduce candidate code outputs in a sandboxed environment for Software & Firmware Engineering Experts - AI Code Evaluation assignments. * Grade embedded systems solutions for correctness, style, and edge-case handling. * Write minimal failing tests that demonstrate the bug a model output missed. * Compare paired solutions and rank them with a written rationale tied to the rubric. * Tag failure modes (compile error, runtime crash, off-by-one, security issue) with severity scores. * Document recurring code-generation failures so the modeling team can target them. * Calibrate against gold-standard reviews to keep inter-rater agreement above target., * Reproduce a generated engineering solution to a coding task, run the test suite, and grade it. * Write the smallest failing test that demonstrates a model's edge-case bug. * Compare two paired solutions and rank them with a written rationale tied to the rubric. * Triage a security issue surfaced by a model and document the patch the model should have produced.