AI/ML Engineer Needed – Debug and Complete Existing AI Agent System (Python, Qwen, OpenClaw, Proxmox
python, machine-learning, artificial-intelligence, proxmox-ve
Preferred qualifications
- Talent type: Independent
- Experience: Expert
- English: Fluent
- Job Success: 90%+
- Rising Talent preferred
I am looking for an experienced AI/ML engineer to help troubleshoot, validate, and improve an existing AI-powered autonomous task prioritisation and scheduling system.
The system is already partially implemented and deployed. I need technical assistance identifying inconsistencies, fixing integration issues, and ensuring the deployed components operate correctly together.
Existing Technology Stack
Python, scikit-learn and FastAPI/Uvicorn
Qwen2.5 language models and GGUF quantisation
Unsloth fine-tuning using LoRA/QLoRA
llama.cpp inference servers
OpenClaw agent orchestration
Proxmox LXC containers (Debian)
Gitea repository integration
Scope of Work
Review the existing Gitea repository and deployed architecture.
Investigate inconsistencies between the fine-tuning notebooks, model metadata and deployed GGUF files.
Troubleshoot the unavailable base-model inference backend.
Verify correct model loading, routing and API responses.
Validate the machine-learning prediction service and its API contract.
Test the OpenClaw agent's integration with the prediction service and Gitea.
Verify error handling, safety controls and human-approval requirements.
Run reproducible evaluations comparing the base and fine-tuned models.
Ensure the implementation, configuration files and technical documentation accurately reflect the working system.
Expected Deliverables
A working, independently tested AI/ML subsystem.
Correctly configured model inference endpoints.
Reproducible test results and evaluation evidence.
Updated repository configuration and relevant technical documentation.
A clear explanation of all changes made.
A walkthrough of the system so I can independently operate, troubleshoot and demonstrate it.
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