You will get AI-Driven Industrial Design Agent (Python/React)
Project details
Stop LLM "Physical Hallucinations" with 20 Years of Engineering Expertise.
Most AI models sound smart but fail miserably when calculating heat balance, mass balance, or complex thermodynamics. I provide expert-level RLHF and evaluation services to ensure your STEM-focused LLMs are accurate, reliable, and industrially sound.
🔥 Why Me?
Domain Expert: Senior Chief Engineer with 20 years in Thermal Power & Chemical Engineering.
Logic Specialist: I don't just check grammar; I verify equations, physical laws, and engineering logic.
Practical AI Builder: I've developed AI Agents for industrial CAD generation, so I understand the backend constraints of LLMs.
📦 What You Get:
Critical Audit: Deep dive into model responses to catch subtle physics errors (e.g., negative BPE logic).
Detailed Annotations: Line-by-line expert corrections for SFT (Supervised Fine-Tuning).
Red Teaming: Stress-testing your model with complex, real-world engineering edge cases.
Actionable Report (Standard/Advanced): A professional PDF analysis of where your model’s logic breaks and how to fix the prompts.
Most AI models sound smart but fail miserably when calculating heat balance, mass balance, or complex thermodynamics. I provide expert-level RLHF and evaluation services to ensure your STEM-focused LLMs are accurate, reliable, and industrially sound.
🔥 Why Me?
Domain Expert: Senior Chief Engineer with 20 years in Thermal Power & Chemical Engineering.
Logic Specialist: I don't just check grammar; I verify equations, physical laws, and engineering logic.
Practical AI Builder: I've developed AI Agents for industrial CAD generation, so I understand the backend constraints of LLMs.
📦 What You Get:
Critical Audit: Deep dive into model responses to catch subtle physics errors (e.g., negative BPE logic).
Detailed Annotations: Line-by-line expert corrections for SFT (Supervised Fine-Tuning).
Red Teaming: Stress-testing your model with complex, real-world engineering edge cases.
Actionable Report (Standard/Advanced): A professional PDF analysis of where your model’s logic breaks and how to fix the prompts.
AI Algorithms
Large Language Model, Multimodal Large Language Model, Regression Analysis, Transformer ModelAI Applications
AI-Generated Code, Anomaly Detection, Conversational AI, Natural Language Generation, Natural Language Understanding, Synthetic Data GenerationAI Development Language
PythonAI Tools
Azure OpenAI, Gradio, Hugging Face, PyTorch, StreamlitAI Models
ChatGPT, GPT-3, GPT-4, LLaMA, OpenAI CodexWhat's included
| Service Tiers |
Starter
$50
|
Standard
$200
|
Advanced
$500
|
|---|---|---|---|
| Delivery Time | 2 days | 5 days | 10 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 | - |
Optional add-ons
You can add these on the next page.
Fast Delivery
+$30 - $500
Additional Revision
+$30Frequently asked questions
About Xingzhong
Senior AI Evaluator & RLHF Trainer | 20-Yr STEM/Thermodynamics Expert
Beijing, China - 12:04 pm local time
I am a Senior Chief Engineer with nearly 20 years of hardcore experience in Thermal Power, Chemical Engineering, and Fluid Dynamics. Now, I specialize in AI Training, LLM Evaluation, and RLHF (Reinforcement Learning from Human Feedback) for complex STEM domains.
🔥 How I Can Help Your AI Projects:
STEM LLM Evaluation & RLHF: Auditing, grading, and correcting model outputs in Physics, Chemistry, and Thermodynamics. I intercept "logical hallucinations" that ordinary reviewers miss.
Red Teaming & Prompt Engineering: Stress-testing AI agents with high-complexity industrial edge cases (e.g., negative boiling point elevation logic).
AI Workflow & Agent Development: I independently developed an AI Agent (Python/React) that automates chemical wastewater design, including zero-collision CAD (DXF) generation using strict Prompt grids.
If you need strictly accurate, high-quality STEM data to fine-tune your models, let's connect. I will make sure your AI understands the laws of physics.
Steps for completing your project
After purchasing the project, send requirements so Xingzhong can start the project.
Delivery time starts when Xingzhong receives requirements from you.
Xingzhong works on your project following the steps below.
Revisions may occur after the delivery date.
Requirement Review & Alignment
I will carefully review the AI prompts, generated outputs, and your specific engineering constraints to ensure complete alignment before the audit.
Deep STEM Logic Audit
I will conduct a line-by-line evaluation of the AI's responses, strictly checking for thermodynamic violations, formula errors, and physical hallucinations.