Senior human review for AI-generated code
RigorLayer gives teams using AI coding agents the independent senior review needed to catch plausible-but-wrong code, weak tests, and architectural drift before production.
Services / 01
AI coding agents accelerate delivery. They do not replace the senior engineer who checks correctness, failure modes, tests, and design before the code ships.
Senior human review of AI-generated code, critical codebases, and architecture before release.
We look for incorrect assumptions, subtle logic errors, weak tests, architectural drift, unnecessary complexity, and security issues in code that looks plausible but does not behave correctly. Reviews can cover backend and distributed systems, protocol logic, concurrency, APIs, smart contracts, and operational risk.
Separate real vulnerabilities from noise.
We reproduce reports, validate exploitability, assess severity, identify duplicates and false positives, and provide a clear technical assessment for engineering and security teams.
A real, experienced senior engineer leads every engagement, personally owns the review process, and takes responsibility for the final findings delivered to you.
Approach / 02
AI agents expand the investigation across code, specifications, and tests. Senior human judgment determines which findings survive validation and what reaches you.
Share the repository, relevant documentation, and the questions or risks you care about.
Senior-led review traces assumptions, architecture, tests, and failure modes. AI-assisted investigation helps explore the codebase in parallel.
Potential findings are reproduced, challenged, and checked for real impact before they reach you.
You receive concise findings with evidence, severity, confidence, and practical remediation guidance.
Founder / 03
Founder & Principal Engineer
RigorLayer was founded by Andrei Smirnov, a Staff-level protocol and distributed-systems engineer with more than 20 years of software engineering experience.
His background includes engineering roles at Obol Network / DV Labs, Chainlink, Deutsche Bank, Microsoft, Dell/EMC, and Motorola, spanning distributed systems, Ethereum infrastructure, backend engineering, consensus algorithms, smart contracts, observability, cryptography, and technical leadership.
Andrei remains directly involved in the technical work and final review of every engagement.
Testimonials / 04
“Andrei was one of the engineers we could really rely on. He brings strong technical judgment, takes ownership of difficult problems, and has a sharp eye for correctness and quality. He was someone we trusted on complex technical work where getting the details right really mattered.”
“Andrei is a very strong engineer and genuinely easy to work with. He is good at getting deep into complex systems, identifying the important issues, and turning them into practical, well-reasoned solutions. He also communicates his thinking clearly, which makes technical reviews much more effective.”
“Andrei brings strong technical depth and a very practical approach to difficult engineering problems. He has a good instinct for where complexity and risk are hiding, and consistently focuses on solutions that are reliable, scalable, and production-ready.”
Contact / 05
Tell us what you are building, what you want reviewed, and what concerns you most. We will reply with an initial assessment and suggest an appropriate scope. All engagements are covered by NDA; code and findings are never shared or retained beyond the engagement.
