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EnggTalha (Talha Ahmed) · GitHub

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EnggTalha/README.md

🚀 About Me

I'm an AI/ML Engineer with 3+ years of experience building and shipping production-grade LLM systems at scale. I specialize in RAG architectures, Voice AI, distributed inference, and real-time conversational agents — turning cutting-edge research into systems that actually work in the real world.

  • 🏗️ Architected distributed LLM inference platforms serving 1M+ daily queries on AWS EKS
  • 🎙️ Built multilingual Voice AI agents using LiveKit, WebRTC, Twilio, OpenAI & Deepgram — automating 50K+ calls/month
  • ⚡ Reduced LLM inference latency 50% (400ms → 200ms p95) and costs 30% via GPTQ quantization & vLLM
  • 📉 Cut hallucinations 40% using hybrid Graph + Vector RAG on enterprise knowledge bases (10M+ docs)
  • 🌍 Published low-resource NLP research for Urdu (70M+ speakers) — targeting ACL/EMNLP 2025

🛠️ Tech Stack

🧠 LLM & AI Frameworks

🎙️ Voice AI & Real-Time

🤖 Models

🗄️ Vector Databases

☁️ Cloud & Infrastructure

⚙️ MLOps & Data

🚀 Featured Projects

Project Stack Highlights
AI Calling Agents LiveKit, WebRTC, Twilio, OpenAI, Deepgram 100K+ users, 95% automation, 50+ business customers
Call Analytics SaaS FastAPI, LLM, Dashboards Real-time sentiment, summaries & conversation analytics
Dental AI Bot RAG, WhatsApp/Instagram/Twitter Domain-specific omnichannel chatbot
Restaurant AI Bot Multimodal RAG, Pinecone, LangGraph Multi-platform reservations, menu image understanding
ICAP AI Bot LLaMA 3.1, RAG, Ubuntu On-Prem On-premises deployment, enhanced data privacy
Sports Commentary AI OpenCV, GPT-4, TTS, Edge Computing Live cricket commentary, sub-second latency
Urdu NLP Research Gemma, PEFT/QLoRA, Custom TTS Fine-tuned for 70M+ Urdu speakers, targeting ACL/EMNLP 2025

📊 GitHub Stats

🔥 2025 Contribution Streak

🎓 Education & Certifications

🎓 BS Software Engineering — University of Karachi (UBIT) · 2020–2024

📜 Certifications:

  • LLMOps · Agentic RAG with LlamaIndex · Pretraining LLMs · Prompt Engineering · Building Systems with ChatGPT — DeepLearning.AI
  • Introduction to Generative AI — Google Cloud
  • Machine Learning · Deep Learning · Notebook Expert — Kaggle
  • n8n Automation — Simplilearn
  • Intermediate Python — DataCamp

🔬 Research (In Progress)

  • 📄 Urdu TTS Architectures — Novel approaches to natural-sounding speech synthesis for low-resource languages
  • 📄 Efficient LLM Adaptation for Low-Resource Languages — PEFT/QLoRA techniques for Urdu and similar languages

Targeting ACL / EMNLP 2025

💡 Open to AI Engineer roles · LLM Systems · Voice AI · Applied Research

"Building the future with AI — one production system at a time."

Pinned Loading

  1. graphrag graphrag Public

    Open-source RAG system combining vector search with knowledge graphs. Use free Ollama locally or your favorite LLM API. 100% free, MIT License.

    Python 1

  2. code-review-agent code-review-agent Public

    An agentic AI-powered code reviewer that clones any repository, analyzes every file using advanced LLM reasoning, and generates structured feedback, refactored code, and optional pull requests — al…

    Python

  3. agentic-productivity-assistant agentic-productivity-assistant Public

    An agentic AI productivity assistant that triages emails, schedules events, extracts tasks, and delivers daily briefs via Slack.

    Python

  4. autonomous-job-agent autonomous-job-agent Public

    Agentic AI that scrapes job boards, scores fit with Claude, and writes tailored cover letters autonomously

    Python 1

  5. Gpt4oImage Gpt4oImage Public

    Forked from OrenGrinker/Gpt4oImage

    This project is a Streamlit web application that leverages OpenAI's GPT-4o to generate descriptions for uploaded images

    Python

  6. RAG-Bot-with-Live-Agent-Support RAG-Bot-with-Live-Agent-Support Public

    An AI-powered Interactive RAG Bot with seamless live agent integration. Leverages Retrieval-Augmented Generation (RAG) for context-aware responses in web development, digital marketing, and more. F…

    Python

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