You will get your RAG system or AI agent debugged and fixed
Rising Talent
Project details
Is your RAG pipeline returning the wrong context, your AI agent getting stuck in loops, or tool calls failing unpredictably? I will diagnose the root cause and implement targeted fixes in your existing system.
I can investigate issues involving RAG retrieval, embeddings and chunking, prompt logic, structured outputs, tool/function calling, API integrations, agent state and loops, retries, error handling, evaluation, and logging.
This service is for existing AI systems that already have a specific problem or reliability issue. Depending on the package, I will reproduce the failure, trace the cause, modify the relevant code, test the fix, and document what changed.
Standard is designed for one complete AI workflow or connected issue. Advanced adds broader reliability hardening, evaluation, logging, failure handling, and production-readiness recommendations.
I work with LLM-based systems, RAG pipelines, AI agents, APIs, and engineering workflows. The goal is not a generic audit: it is to turn a failing or unreliable AI workflow into a system you can understand, test, and improve.
I can investigate issues involving RAG retrieval, embeddings and chunking, prompt logic, structured outputs, tool/function calling, API integrations, agent state and loops, retries, error handling, evaluation, and logging.
This service is for existing AI systems that already have a specific problem or reliability issue. Depending on the package, I will reproduce the failure, trace the cause, modify the relevant code, test the fix, and document what changed.
Standard is designed for one complete AI workflow or connected issue. Advanced adds broader reliability hardening, evaluation, logging, failure handling, and production-readiness recommendations.
I work with LLM-based systems, RAG pipelines, AI agents, APIs, and engineering workflows. The goal is not a generic audit: it is to turn a failing or unreliable AI workflow into a system you can understand, test, and improve.
AI Algorithms
Large Language Model, Multimodal Large Language Model, Transformer ModelAI Applications
AI Chatbot, Conversational AI, Natural Language Generation, Natural Language UnderstandingAI Tools
Azure OpenAI, GitHub Copilot, Hugging Face, Microsoft 365 CopilotAI Models
ChatGPT, GPT-4, LLaMAWhat's included
| Service Tiers |
Starter
$249
|
Standard
$690
|
Advanced
$1,290
|
|---|---|---|---|
| Delivery Time | 2 days | 4 days | 7 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 |
Frequently asked questions
About Tobias
Industrial AI Engineer | AI Agents, RAG & Engineering Automation
Bochum, Germany - 7:30 pm local time
My experience includes:
• AI agents for CAD and engineering automation using tools such as Autodesk Inventor, OpenSCAD and FreeCAD
• RAG and document-intelligence systems using OCR, PDF parsing, embeddings, semantic search and technical knowledge retrieval
• Technical selection and configuration systems that translate product and engineering logic into software-driven workflows
• Enterprise data and workflow automation, including structured data processes and AI/ML integration into existing workflows
I can help you with:
• AI agents and tool-using workflows
• RAG, semantic search and document intelligence
• AI integration into existing applications, APIs and technical workflows
• Engineering and CAD automation
• AI/ML system architecture, implementation and technical evaluation
I hold an M.Sc. in Computer Science from RWTH Aachen with a focus on Machine Learning and have hands-on experience building AI-driven software for industrial and engineering applications.
I work end-to-end—from problem definition and architecture through implementation, integration and evaluation. I am particularly strong where AI needs to interact with existing software, engineering tools, technical documents, structured data or complex business logic.
Steps for completing your project
After purchasing the project, send requirements so Tobias can start the project.
Delivery time starts when Tobias receives requirements from you.
Tobias works on your project following the steps below.
Revisions may occur after the delivery date.
Reproduce & Trace the Issue
I reproduce the reported behavior and trace the affected RAG, agent, API, prompt, or application flow.
Root-Cause Analysis
I identify the underlying cause and determine the smallest reliable fix without unnecessary changes to unrelated parts of the system.