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I will build ai agents and automation workflows with langgraph and python
ML Engineer for Self Hosted LLM and RAG Systems
I build LLM and retrieval systems for organisations with strict privacy constraints and compliance perimeters. I specialize in shipping production NLP pipelines that run entirely on-premises with zero...
About this Gig
Hi, I am Ridwan. I build AI agents and automation systems in Python, and I hold an MSc in Data Science from NUST MISIS. Most recently I shipped a production NLP pipeline inside a bank: a local LLM paired with a rule engine, 96-99% agreement with hand-labelled data, no external API calls.
I help businesses eliminate repetitive work and build systems that run on their own, so your team can focus on what actually matters.
This is not a copy paste Zapier workflow. Every automation is built around how your business actually operates.
Tools I work with include n8n, Make, Zapier, LangChain, OpenAI, Claude, Voiceflow and Relevance AI.
What you can request:
- Custom AI agent for sales, support or operations
- Lead generation and outreach automation
- CRM, email and calendar workflow automation
- AI chatbot trained on your business data
- Multi-step automations connecting your existing tools
My process:
- Goal and workflow definition
- Tool and integration mapping
- Build and connect
- Testing and refinement
- Handover with full documentation
Send me a message, tell me what you want automated and I will tell you exactly how I would build it.
Thanks and talk soon.
Expertise:
Classification
•
Software development
•
App development
Frameworks:
Scikit-learn
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PyTorch
Data type:
Code
Programming language:
Python
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R
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SQL
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NoSQL
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MLflow
Tools:
Jupyter Notebook
•
MLflow
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Colab
APIs:
OpenAI
FAQ
How do I get started?
Send me a message describing the task or process you want automated. I will review it and tell you exactly what is possible.
Can you improve an automation I already have?
Absolutely. Share what you have built and I will audit, fix or expand it based on your current needs.
Do you sign NDAs for sensitive business workflows?
Yes, happy to sign an NDA before we discuss any sensitive processes or internal data.
What if the automation breaks after delivery?
I test thoroughly before handover. Minor fixes post-delivery are covered and I am always reachable if something comes up.
Can you build a chatbot trained on my own business data?
Yes. I build AI assistants trained on your documents, FAQs, products or internal knowledge base.
How long does a typical automation project take?
Simple workflows take 2 to 4 days. Complex multi-step systems or AI agents typically take 1 to 2 weeks.
Which tools and platforms do you work with?
n8n, Make, Zapier, LangChain, OpenAI, Claude, Voiceflow, Relevance AI and most major business tools via API.
Do I need technical knowledge to use the automation after delivery?
Not at all. Everything is handed over with clear documentation and a walkthrough so you can manage it easily.
What kind of tasks can you automate?
Anything repetitive lead follow-ups, data entry, email sequences, report generation, CRM updates and more.
