AI Agent Migration
AI Agent Failure Modes Specific to Code Migration
AI agents fail at code migration in ways that passing tests alone cannot detect.
By Priya Subramaniam
Friday, November 6, 2026A blog and newsletter on Migration Ledger.
AI Agent Migration
Context Window Management for Multi-File Migration Tasks
Decompose codebases into focused fragments rather than relying on larger context windows alone.
AI Agent Migration
LLM Code Transformation Accuracy Benchmarks
Scope and contamination together determine what code transformation benchmarks actually measure.
AI Agent Migration
Prompt Engineering Patterns for Code Refactoring Agents
Explicit prompts on intent, scope, and verification make refactoring agents far more reliable.
AI Agent Migration
Human-in-the-Loop Review Gates in AI Migration Agents
Gates only work when positioned upstream of irreversible actions, not routine process steps.
AI Agent Migration
Context Window Management for Multi-File Migration Tasks
Decompose codebases into focused fragments rather than relying on larger context windows alone.
LLM Code Transformation Accuracy Benchmarks
Scope and contamination together determine what code transformation benchmarks actually measure.
Prompt Engineering Patterns for Code Refactoring Agents
Explicit prompts on intent, scope, and verification make refactoring agents far more reliable.
Human-in-the-Loop Review Gates in AI Migration Agents
Gates only work when positioned upstream of irreversible actions, not routine process steps.