Releases break unrelated features.
A change in one module routinely surfaces regressions in another. The system has lost its boundaries.
Practice / 03
Rescue what AI breaks.
Rapid remediation for hallucinated logic, architectural drift, and defect surges caused by unguided AI code generation. We restore structural integrity to compromised codebases.
System critical status
Signs of compromise.
Recovery is not a default engagement. It is reserved for systems exhibiting one or more of the following — clearly, repeatedly, and recently.
Test coverage no longer protects anything.
Suites pass; production fails. Tests were generated alongside the code they were supposed to verify.
Engineers are afraid to touch core paths.
Critical files have become read-only by convention. Refactoring is deferred indefinitely.
Incident frequency is climbing, not falling.
Each incident retrospective produces a fix that does not generalize. The system is teaching the team to react, not to learn.
The Defect Surge
AI assistance accelerates velocity, but without architectural guardrails, it often introduces compounding technical debt and critical logical flaws that emerge late in the development cycle.
Compromised State
48%
Average test coverage drop post-surge.
Defect Density
3.2x
Increase in critical bugs per release cycle.
Remediation Protocol
An 8–16 week focused intervention to stabilize, refactor, and fortify compromised architecture.
Triage & Containment
Immediate isolation of critical defects. Mapping the extent of architectural drift and establishing a secure baseline for refactoring operations.
Structural Refactoring
Systematic remediation of hallucinated logic. Decoupling tangled dependencies and reinforcing core architectural patterns according to strict studio guidelines.
Fortification & Handoff
Implementation of robust CI/CD guardrails, comprehensive test coverage restoration, and engineering team re-alignment for sustained code health.
Initiate recovery audit.
Begin with a comprehensive health assessment of your AI-assisted codebase.
Request assessment