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Muhammad Abdullah Ghani Banner

Typing SVG

Location Education Status Open Source Contributor


⚑ Professional Summary

I am an AI Engineer specializing in Generative AI, LLM fine-tuning, RAG pipelines, prompt engineering, and MLOps. I deliver measurable impact across FinTech, SaaS, and autonomous infrastructure, focusing on low-latency voice agents and self-healing systems.

  • πŸš€ FlyRank AI: Designing and deploying scalable RAG pipelines and autonomous AI agents using LangChain/LangGraph, reducing token usage by 25%.
  • 🧠 Agentic Systems: Built a low-latency WebRTC SRE diagnostic voice agent (LangGraph, LiveKit) and an auto-healing infrastructure supervisor (80% reduction in manual Kubernetes incidents).
  • βš™οΈ MLOps & Orchestration: Proficient in containerized deployments, drift detection, and zero-downtime rollouts on Azure AKS.
  • 🌐 Open Source: Actively contributing to cutting-edge AI infrastructure and multi-modal video retrieval engines like VidXP.

πŸ› οΈ Technical Stack

πŸ€– AI, LLMs & Agents

LangChain LangGraph Gemini
RAG Fine-Tuning Vector DBs

βš™οΈ MLOps & Infrastructure

Docker Kubernetes Azure AKS
Prometheus Grafana CI/CD

πŸ’» Languages & Frameworks

Python PyTorch HuggingFace
Node C++ FastAPI

πŸ’Ύ Databases & Web

Postgres MongoDB React
Flask Tailwind SQL

πŸš€ Featured AI Engineering Projects

πŸŽ™οΈ Voice-Activated SRE (Agentic Infrastructure Supervisor)

Built a low-latency WebRTC audio voice transport agent using LiveKit, Whisper (STT), and OpenAI (TTS) for hands-free diagnostics on active Kubernetes cluster environments.

  • Orchestrated SRE reasoning loop in LangGraph with Silero VAD and memory checkpointer.
  • Developed a real-time Next.js "War Room" dashboard streaming agent transitions via WebSockets.

πŸ›‘οΈ Autonomous Self-Healing Infrastructure

Engineered a LangGraph agentic system for real-time microservice failure detection, correlation, and automated self-healing resolution actions.

  • Cut manual intervention by 80% across active Kubernetes clusters.
  • Integrated Prometheus & Loki for anomaly detection with Postgres audit logs for compliance.

πŸ“ˆ FinTech Adaptive Forecasting System

Designed a microservices platform with continuous retraining on live market streams, automated drift detection, and zero-downtime container updates.

  • Implemented LSTM and Transformer models to forecast market trends.
  • Built robust automated alert triggers for MAE/RMSE score spikes.

πŸ€– Nuvoltero AI (Content Pipeline)

Engineered an automated content repurposing pipeline using OpenAI Whisper for transcription and Gemini API RAG to generate platform-optimized posts.

  • Processed 100% of input audio to transcripts without manual intervention.
  • Reduced content creation time by 70% with customized multi-user workers.


🌐 Open Source Contributions

🎬 VidXP (Video eXPlain) β€” Natural Language Video Indexing Engine

PR #141 Merged Python Fusion Pytest

VidXP is an open-source video indexing engine that connects LLM agents (Claude, Hermes, OpenClaw) to video understanding with low token overhead.

  • Pull Request: #141: fix(fusion): bound moment components to shared overlapping interval (Closes #87)
  • Core Search Fusion Fix: Resolved moment grouping bug in _connected_components / _shared_overlap_components where multi-modal search hits across video modalities produced sprawling intervals. Restructured fusion logic to tightly bound moments to their true shared overlapping window (max start & min end).
  • Reliability & Test Coverage: Added extensive test suites in tests/test_search_fusion.py (+115 lines) covering temporal alignment, moment ordering, and boundary edge cases.

πŸ“Š GitHub Analytics & Insights

GitHub Stats Top Languages


πŸ”— Connect With Me

LinkedIn Portfolio Email

"The best way to predict the future is to build it autonomously."

Pinned Loading

  1. ILMORA-FYP ILMORA-FYP Public

    JavaScript

  2. Fintech_Forecasting_System Fintech_Forecasting_System Public

    Python

  3. Autonomus-MV-Healing Autonomus-MV-Healing Public

    Python

  4. Voice_SRE Voice_SRE Public

    Python

  5. Nuvoletro Nuvoletro Public

    CSS

  6. vidxp vidxp Public

    Forked from grayhatdevelopers/vidxp

    VidXP (Video eXPlain) - Video Indexing Engine. Search in videos in natural language. πŸ‘€ Connect your Hermes / Claude / OpenClaw agents, allow them to understand videos with low token cost.

    Python