When you create a new abstraction, you need to share it, since you want the abstraction to be used.
- Analyze codebase using Ranked Recursive Summarization
- Identify weak points and group related code segments (High Cohesion)
- Distribute refactoring tasks among team members with clear interface (Low Coupling)
- Begin by addressing dependencies, data models, and configuration
- Implement code generation to meet regulatory requirements
It is unwise to introduce new technology where there are no problems
- Expose problems explicitly
- Don't negate the previous system
- Ask for opinions and thoughts
Refactoring Tools
Refactoring Notion
Rewrite total things are dangerous
Generally, it's preferred to create a new system instead of trying to copy another one. If you're just trying to replicate, you end up following their lead and lose control over ayour own project.
Software Security
Rewriting large-scale systems in trendy languages (like Rust) is very risky, and changing without clear business benefits is irresponsible. Rewrites are prone to bugs, security flaws, and missing features. Using the Cloudflare outage as an example, it's described as if Rust's
unwrap() causing a panic was the root cause. The rebuttal is that the real issue is not the language, but design, error handling, and architecture. It's not a Rust vs C++ problem, but rather the danger of big-bang rewrites and lack of guardrails and validation. Rust's goal is memory/concurrency safety, not preventing logic errors. unwrap() is an anti-pattern in production.AI code migration
six-step process Anthropic uses to perform code migrations

Seonglae Cho


