Available for remote work — worldwide

Ilham
Den Fatah

AI Automation Builder & Decision Systems Engineer

I build the last mile — where data insights become automated actions delivered to decision-makers via Slack, WhatsApp, or Telegram. Using n8n, OpenClaw, LLM APIs (Claude/GPT/Gemini), and Streamlit, I create end-to-end systems that deliver live business signals, not static reports.

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4-Agent LLM Chain Architecture
Multi-LLM Claude · GPT · Gemini · Groq
30%+ Revenue Growth Delivered
3+ Yrs Operations Leadership

I build the systems between insight and action.

Most data analysts stop at dashboards and reports. I build what comes after — the AI intelligence layer that interprets data, the n8n/OpenClaw workflows that automate delivery, and the multi-channel routing that gets the right signal to the right person at the right time.

Before tech, I spent 3+ years as Head of Business Operations managing 8+ business units, driving 30% month-over-month revenue growth through data-driven strategy. I also founded a platform connecting 40+ MSMEs during COVID. That operational experience is why I build systems focused on decisions and delivery — not just models and metrics.

The result: your stakeholders get live business signals on their phones every morning — anomalies flagged, root causes diagnosed, actions recommended — before their first coffee.

AI Automation Pipelines

n8n + OpenClaw orchestrated workflows with LLM intelligence layers — cron-triggered, event-driven, zero manual intervention

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Multi-Agent LLM Systems

Chained AI agents that detect, diagnose, recommend, and report — using Claude, GPT, Gemini, and Groq APIs

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Automated Delivery

Multi-channel signal routing to Slack, Email, WhatsApp, Telegram — stakeholders get intelligence, not dashboards

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Decision Intelligence

Statistical anomaly detection, risk scoring, demand forecasting — translated into actionable business signals

Tools I work with

AI & Automation (Primary)
n8n OpenClaw Claude API GPT API Gemini API Groq / Llama 3.3 LangChain RAG Prompt Engineering Webhook Integrations
Programming & Frameworks
Python SQL Streamlit FastAPI Pandas NumPy Scikit-learn TensorFlow NLP / TF-IDF
Infrastructure & Data Engineering
Docker Apache Airflow PostgreSQL BigQuery Elasticsearch AWS (S3, Lambda, Glue, Athena) Git / GitHub REST APIs
Visualization
Tableau Power BI Looker Studio

Projects & systems I've built

End-to-end AI automation systems — from data pipelines to stakeholder delivery. Every project is deployed, documented, and open source.

02

AI-Powered Retail Inventory Decision Engine

End-to-end system combining a scoring engine with LLM-driven natural language Q&A (Groq/Llama 3.3) and automated stock risk alerts. Stakeholders ask questions like "which products need restocking?" and get instant, data-grounded answers.

Streamlit Groq n8n Pandas
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AI Meeting Summarization & Action Item Extraction

Automated meeting processing pipeline: Gemini AI extracts summaries and action items with owners/deadlines/priorities, orchestrated via n8n webhook triggers. Zero manual intervention from recording to delivery.

Gemini API n8n Webhooks Python
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Professional AI Digital Twin

Conversational AI assistant using RAG architecture that lets recruiters and collaborators explore my professional experience through natural language dialogue. Built with Gemini, Streamlit, and structured knowledge engineering.

RAG Gemini API Streamlit LangChain
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Retail Demand Forecasting & Decision Support

End-to-end forecasting system at the store-department-time level. Forecasts reframed as operational decision signals with priority rankings and actionable recommendations for inventory planning.

Python Scikit-learn Tableau Decision System
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Retail Demand Risk Prioritization System

Decision support system translating fragmented operational signals into interpretable risk scores. Decision-first approach: no black-box models, outputs are auditable and designed for planning conversations.

Python Pandas Risk Scoring Analytics
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More on GitHub

CLV modeling, sentiment analysis, coffee recommendation systems, retail data pipelines, and more — all public and open source.

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Let's build something together.

Available for remote work — freelance & full-time

Looking for an AI automation builder who understands both the engineering and the business impact? I build systems that deliver live intelligence to stakeholders — not just dashboards that nobody checks.