KITRUM, a software engineering company based in Miami, FL, announced on August 06, 2026, that its AI Code Handoff & Stabilization offering is part of its broader Live-Product Engineering model, which focuses on taking ownership of a system's stability over time rather than delivering a fixed-scope fix. The engagement targets companies whose production codebases were built or extended using AI coding tools and now need a clear technical owner. KITRUM states that issues often surface when a codebase reaches meaningful production traffic and revenue, and the original development context is no longer available. The process begins with a fixed-fee, two-to-three-week diagnostic that reviews architecture, dependencies, and security posture, producing a report on condition, risk, and remediation path. KITRUM then classifies system parts by ownership clarity, blast radius, and business criticality, using incremental rewrites and added test coverage to keep the system running in production. The review flags compliance issues such as exposed credentials, unpatched dependencies, and gaps relevant to SOC 2 and ISO 27001. Vlad Kytainyk, CEO at KITRUM, said the harder question is who is accountable for the system six months later. The offering is an entry point into services including legacy modernization, architecture stabilization, and a Live-Product Engineering retainer. KITRUM works primarily with fintech, regtech, and data-intensive product companies at Series B and beyond.