You will get AI-Built Codebase Rescue — From Vibe Code to Production-Ready Architecture
Project details
Built your app with AI but struggling to maintain, debug, or scale it? You're not alone. AI tools like Cursor, Copilot, and Claude can generate working code fast — but without proper architecture, the result is often fragile, untestable, and impossible to extend.
I take AI-generated codebases and transform them into production-grade systems that you and your AI tools can maintain long-term.
What you get:
• Codebase audit with a clear report on issues, risks, and priorities
• Clean Architecture restructuring so changes don't break unrelated features
• Test coverage for core business logic
• AI-ready documentation (CLAUDE.md / cursor rules) so your AI tools understand the codebase
• Handoff package so you or another developer can continue without guesswork
13 years of software development experience focused on system architecture. I think in terms of pipelines, tradeoffs, and failure modes — not just features. I build things so another engineer can pick them up.
I take AI-generated codebases and transform them into production-grade systems that you and your AI tools can maintain long-term.
What you get:
• Codebase audit with a clear report on issues, risks, and priorities
• Clean Architecture restructuring so changes don't break unrelated features
• Test coverage for core business logic
• AI-ready documentation (CLAUDE.md / cursor rules) so your AI tools understand the codebase
• Handoff package so you or another developer can continue without guesswork
13 years of software development experience focused on system architecture. I think in terms of pipelines, tradeoffs, and failure modes — not just features. I build things so another engineer can pick them up.
AI Algorithms
Large Language ModelAI Applications
AI Content Creation, AI Mobile App Development, AI-Generated CodeAI Development Language
PythonAI Tools
GitHub CopilotAI Models
ChatGPT, GPT-4What's included
| Service Tiers |
Starter
$500
|
Standard
$3,000
|
Advanced
$10,000
|
|---|---|---|---|
| Delivery Time | 3 days | 21 days | 56 days |
Number of Revisions | 1 | 2 | 3 |
AI Model Integration | - | - | - |
Batch Normalization | - | - | - |
Database Integration | - | - | - |
Detailed Code Comments | |||
Image Upscaling | - | - | - |
MLOps | - | - | - |
Model Deployment | - | - | - |
Model Documentation | |||
Model Monitoring | - | - | - |
Model Testing & Optimization | - | ||
Model Tuning | - | - | - |
Natural Language Processing | - | - | - |
NLP Tokenization | - | - | - |
Pre-Training | - | - | - |
Prompt Engineering | - | ||
Setup File | - | - | |
Source Code | - |
Frequently asked questions
About Junkyu
AI Mobile Architect | Claude/GPT on iOS | 14 yrs Production Engineer
Goyang-si, South Korea - 7:30 am local time
14 years building production apps across banking (Shinhan Bank), logistics (Daehan Tongwoon), public transit (Singapore SMRT, 4.4★), and consumer products (Insaticon, #3 Entertainment, 100K DAU).
What I bring beyond code:
• AI integration — Claude API, OpenAI/GPT, on-device CoreML, RAG flows for mobile, and AI-assisted development workflows
• Architecture that survives growth — clean layers, testable modules, no rewrites when your team doubles
• App Store navigation — direct experience with reviewer communication and sensitive-category approvals
• Data engineering background — Kafka real-time ETL, BigQuery KPI automation (not typical for an iOS engineer)
I work through written documentation — clear specs, async updates, structured PRs. This keeps projects on track across time zones.
Currently available 30+ hrs/week.
Steps for completing your project
After purchasing the project, send requirements so Junkyu can start the project.
Delivery time starts when Junkyu receives requirements from you.
Junkyu works on your project following the steps below.
Revisions may occur after the delivery date.
Codebase audit
review architecture, identify issues, deliver written report with priorities
Refactoring
restructure code, add tests, create AI-ready documentation