1. Expert Metadata & Role Identification
| Full Name | Jane Ng'endo |
| Proposed RFP Role | AI/ML Specialist (Supporting Specialist) |
| Arybit Role | Senior LLM Engineer |
| Identifier | ARY-LLM08 |
| Location | Nairobi, Kenya |
| Evidence Status | Verified (Natural Language Processing & LLM Engineering Records) |
2. Professional Profile
Jane Ng'endo is a senior machine learning and large language model (LLM) engineer specializing in document intelligence, automated information extraction, text summarization, and Retrieval-Augmented Generation (RAG). At Arybit Technologies, she leads the engineering of natural language pipelines and automated market report summarization.
For GCM-MIS, Jane supports the AI-enabled market intelligence features, enabling automated extraction of mineral price data from unstructured reports, regulatory filings, and global news sources.
3. Core Competencies
- Natural Language Processing (NLP): Named Entity Recognition (NER), relation extraction, text classification.
- LLM Orchestration: LangChain, LlamaIndex, prompt engineering, vector embeddings, fine-tuning.
- Information Extraction: PDF document parsing, table structure extraction, automated sentiment and market signal detection.
4. Employment History & Arybit Contributions
Senior LLM Engineer — Arybit Technologies (2023 – Present)
- Developed the RAG and document intelligence pipelines for the AARAB research agent bot.
- Built automated information extraction pipelines for processing mining sector reports and international commodity news.
