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Bilal TahaBT
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Bilal Taha

@bilaltaha

Full Stack AI Engineer at EdgeFirm building a LangGraph concierge that delivers curated tourism itineraries.

Pakistan
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At EdgeFirm, I’m building the DCT Digital Concierge for Abu Dhabi Dept. of Culture & Tourism with Create, Dubai. Its LangGraph ReAct agent uses GPT-4o and 15+ tools to deliver venue cards and curated itineraries through a streaming chat interface.

I owned the concierge’s retrieval layer, ingesting content from multiple document formats into pgvector for scheduled re-indexing. I also added prompt-injection defenses, content moderation, Azure OpenAI fallback, and LLM tracing with Langfuse and Arize Phoenix.

As an Associate Software Engineer, I developed agentic RAG and ingestion systems, including an engine that cut analyst query resolution time by approximately 70%. For Harbinger, I worked on a FastAPI backend that tracked 35+ companies across 4+ data sources.

I also worked on Medianet’s field operations backend and offline-first Next.js PWA for K-Electric. In my projects, I built a voice synthesis pipeline for Manifexa and a video intelligence platform using RAG, transcription, and timestamp-accurate clip retrieval.

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Institute of Business Administration (IBA) logoII

Institute of Business Administration (IBA)

Bachelor of Science, Computer Science

Bachelor of Science in Computer Science from the Institute of Business Administration, Karachi, completed in June 2025.

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