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You will get custom workflow automation with AI and API integration

Edward L.Status: Offline
Edward L.

Let a pro handle the details

Buy Generative AI services from Edward, priced and ready to go.
Edward L.Status: Offline
Edward L.

Let a pro handle the details

Buy Generative AI services from Edward, priced and ready to go.

Project details

I design custom workflow automation systems powered by AI and API integration. My goal is to save you time, reduce errors, and scale your operations by connecting the tools you already use. With a background in AI safety research and full-stack development, I deliver automations that are efficient, secure, and easy to maintain.

What you’ll get:
- End-to-end automation tailored to your business needs.
- AI-driven task handling (chatbots, document parsing, or data analysis).
- Clear documentation so you can manage the system yourself.
- Ongoing support to refine and improve your workflows.

Whether you’re a startup, a researcher, or a business scaling operations, I’ll build a solution that fits your process and grows with you.
AI Algorithms
Large Language Model, Multimodal Large Language Model, Regression Analysis, Transformer Model
AI Applications
AI Chatbot, AI Content Creation, AI Mobile App Development, AI-Generated Code, AIOps, Anomaly Detection, Conversational AI, Sentiment Analysis
AI Development Language
Python
AI Tools
Azure OpenAI, GitHub Copilot, Hugging Face, PyTorch, Streamlit, TensorFlow
AI Models
ChatGPT, GPT-3, GPT-4, LLaMA, Whisper
What's included
Service Tiers Starter
$100
Standard
$300
Advanced
$700
Delivery Time 3 days 7 days 14 days
Number of Revisions
123
AI Model Integration
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Batch Normalization
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Database Integration
Detailed Code Comments
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Image Upscaling
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MLOps
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Model Deployment
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Model Documentation
Model Monitoring
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Model Testing & Optimization
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Model Tuning
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Natural Language Processing
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NLP Tokenization
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Pre-Training
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Prompt Engineering
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Setup File
Source Code

Frequently asked questions

Edward L.Status: Offline

About Edward

Edward L.Status: Offline
AI Systems Architect | Ontology-Driven Data Logic & Safety Guardrails
Fort Collins, United States - 4:38 pm local time
​Stop building AI that adds friction. Most companies are drowning in generic AI tools that create more work. You spend hours fact-checking hallucinations or fixing broken workflows. I build logic-first systems that use structured ontologies to ensure your AI actually understands your business rules, not just keywords.

​I come from a heavy R&D background and focus on systems where "mostly accurate" is a failure. I bridge the gap between academic research and production engineering.

​The Evidence:
​Academic Rigor: Awarded highest honors (CURC 2025) for my work at Colorado State University on AI-integrated research workflows.

​Complex R&D: Currently architecting digital twins for engineering grids and decision systems for cryopreservation research.

​Verifiable Safety: Co-author of the Factor(U,T) safety framework. If an AI system isn't verifiable, it is a liability.

​What I actually do:
​Ontology Engineering: Turning messy data into structured knowledge graphs so RAG actually works.

​Sovereign Agent Frameworks: Building in Python and LangGraph so you own the IP and are not locked into a platform.

​Cost-Optimization: Implementing prompt caching and context pruning to cut your API spend by 30 to 50 percent immediately.

​If you need a system that actually works under pressure and doesn't just vibe its way through a prompt, let's talk.

Steps for completing your project

After purchasing the project, send requirements so Edward can start the project.

Delivery time starts when Edward receives requirements from you.

Edward works on your project following the steps below.

Revisions may occur after the delivery date.

Project Setup

Review client requirements, set up environment, and confirm integration points.

Workflow Design & Implementation

Develop custom automation pipelines using AI tools, APIs, and scripts.

Review the work, release payment, and leave feedback to Edward.