You will get one broken OpenAI or Claude API call fixed in your Python backend
Project details
Please message me before ordering so I can confirm your error, codebase, and package fit.
WHAT YOU GET
I will trace and fix one failing OpenAI or Claude API call in your Python backend, then leave a small, reviewable patch. You get a reproducible call path, a focused code fix, regression tests appropriate to the tier, and a plain-English root-cause note. Work is limited to one codebase, one environment, and one provider.
DONE WHEN
The agreed call path reproduces the original failure or its supplied evidence, the patch resolves the agreed issue, and the included tests pass in the agreed local or Docker workflow. I will document how to run the proof and any remaining assumptions.
NOT INCLUDED
New product features, UI work, multi-service incident response, production deployment, account/billing changes, provider-side outages, or security audits. Do not send production API keys, passwords, or secrets in plain chat; use redacted configuration and your approved secure-access method if access is needed.
WHAT YOU GET
I will trace and fix one failing OpenAI or Claude API call in your Python backend, then leave a small, reviewable patch. You get a reproducible call path, a focused code fix, regression tests appropriate to the tier, and a plain-English root-cause note. Work is limited to one codebase, one environment, and one provider.
DONE WHEN
The agreed call path reproduces the original failure or its supplied evidence, the patch resolves the agreed issue, and the included tests pass in the agreed local or Docker workflow. I will document how to run the proof and any remaining assumptions.
NOT INCLUDED
New product features, UI work, multi-service incident response, production deployment, account/billing changes, provider-side outages, or security audits. Do not send production API keys, passwords, or secrets in plain chat; use redacted configuration and your approved secure-access method if access is needed.
AI Algorithms
Large Language Model, Transformer ModelAI Applications
Natural Language Generation, Natural Language UnderstandingAI Development Language
PythonAI Models
ChatGPT, GPT-4What's included
| Service Tiers |
Starter
$79
|
Standard
$179
|
Advanced
$349
|
|---|---|---|---|
| Delivery Time | 2 days | 4 days | 6 days |
Number of Revisions | 1 | 1 | 2 |
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 |
Optional add-ons
You can add these on the next page.
Related call
(+ 2 Days)
+$100
Docker package
(+ 2 Days)
+$120Frequently asked questions
About Chris
Production AI Engineer | RAG, AI Agents & Integration
Seoul, South Korea - 7:43 am local time
For founders and product teams, I build and repair RAG, AI-agent, and OpenAI/Claude systems with measured quality, cost controls, observability, and human approval for sensitive actions.
GOOD FIT IF YOU NEED
• A RAG flow with source citations, safe fallback, and an evaluation set
• A LangGraph/PydanticAI agent with tool calling and approval gates
• An OpenAI or Claude API issue fixed in Python/FastAPI
• One AI feature integrated into an existing Next.js product
PROOF
• 7+ years shipping applied AI; former founding CTO of a Seoul AI startup
• 60+ paid AI projects delivered through major Korean freelance marketplaces
• Cut a review-and-outreach workflow from ~60 minutes to ~5
• Improved multimodal retrieval speed by 98.4% and reduced GPU/database cost by 80%
• Shipped review-analysis models inside CJ OnStyle
• 6 registered patents and a peer-reviewed ML paper
HOW I WORK
We agree on the failure mode, scope, and proof of completion before I build. You receive reviewable increments, tests, clear tradeoffs, concise status updates, and handoff documentation.
Before hiring or ordering a Project Catalog package, send me an Upwork message with your current stack, what is failing or missing, and the outcome you need. I’ll confirm fit and recommend the smallest practical next step.
Steps for completing your project
After purchasing the project, send requirements so Chris can start the project.
Delivery time starts when Chris receives requirements from you.
Chris works on your project following the steps below.
Revisions may occur after the delivery date.
Confirm the failure and scope
I review the evidence and confirm the affected call path, provider, environment, and package boundary.
Reproduce the issue
I reproduce the failure or validate it from sanitized evidence and isolate the root cause.