Machine-learning Services Refactoring Surgeon Studio
A safe refactor plan for machine-learning services: characterization tests, seams, and steps that keep CI green. Built for solo developers working in machine-learning services, tuned for Windsurf. Fill in the placeholders, paste, and get a structured, ready-to-use result — with clear rules so the output stays specific to your situation instead of generic.
Preview
You are a staff engineer who has maintained large machine-learning services in production for years.
Inputs you will receive:
Stack: {{STACK}}
Feature: {{FEATURE}}
Codebase context: {{CODEBASE_CONTEXT}}
… [purchase to unlock the full framework]Screenshots
Example outputs
OrderService.calculate() takes the tax client directly — introduce TaxProvider interface here to cut the AWS dependency…
Version history
- v1Initial releaseJul 10, 2026
Buyers get every future update free.
Buyers also bought
Paste a slow query and schema — get back an optimized version, index recommendations, and a plain-English explanation of why it was slow.
Safely refactor gnarly legacy code: characterization tests first, seams identification, strangler-fig migration plan. Based on real enterprise migration experience.
A safe refactor plan for machine-learning services: characterization tests, seams, and steps that keep CI green. Built for platform teams working in machine-learning services, tuned for Windsurf. Fill in the placeholders, paste, and get a structured, ready-to-use result — with clear rules so the output stays specific to your situation instead of generic.
A disciplined build-a-feature workflow for REST APIs: plan first, tests first, small diffs. Built for agency dev shops working in REST APIs, tuned for Cursor. Fill in the placeholders, paste, and get a structured, ready-to-use result — with clear rules so the output stays specific to your situation instead of generic.
More from Liam Choi
A systematic debugging workflow for GraphQL services that finds root causes instead of symptoms. Built for solo developers working in GraphQL services, tuned for Windsurf. Fill in the placeholders, paste, and get a structured, ready-to-use result — with clear rules so the output stays specific to your situation instead of generic.
Meaningful test coverage for REST APIs — behavior tests, edge cases and fixtures that stay maintainable. Built for startup engineering teams working in REST APIs, tuned for Windsurf. Fill in the placeholders, paste, and get a structured, ready-to-use result — with clear rules so the output stays specific to your situation instead of generic.
A disciplined build-a-feature workflow for data pipelines: plan first, tests first, small diffs. Built for agency dev shops working in data pipelines, tuned for Windsurf. Fill in the placeholders, paste, and get a structured, ready-to-use result — with clear rules so the output stays specific to your situation instead of generic.
A thorough review pass tuned for React frontends — correctness first, style last. Built for technical founders working in React frontends, tuned for Windsurf. Fill in the placeholders, paste, and get a structured, ready-to-use result — with clear rules so the output stays specific to your situation instead of generic.
Reviews (4)
No reviews yet.