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BXR7/README.md
Bashar Al-Muntaser — LLM Engineer at a glowing AI workstation

LLM ENGINEER · Generative AI · RAG · AI Agents · Multimodal AI

LLM Engineering  RAG  AI Agents  Multimodal AI  Evaluation  AI Infrastructure

◉ About Me

I’m an LLM Engineer focused on designing reliable generative-AI systems, multi-model orchestration, retrieval-augmented generation, agentic systems, evaluation, observability, and production deployment. I enjoy building AI systems that solve real problems, with a strong interest in Arabic NLP, multimodal AI, structured generation, and AI infrastructure.

Problem Solver · Build & Ship · Open to Opportunities · Continuous Learner · Real Impact

◈ Snapshot

🎓 B.Sc. Artificial Intelligence
Emirates International University
2022 – 2026


💼 AI Engineer Intern — Sofa
Aug 2026 – Present

Multi-model routing · evaluation
AI security · memory architectures
production integration

⚙️ Tech Stack

Python Pytorch Transformers Fastapi Docker PostgreSQL Qdrant Redis Langchain Git

End-to-end multimodal video moment retrieval across vision, speech, OCR, space, and time.

Whisper · Qwen2.5-VL · BGE-M3 · Qdrant · FastAPI

View repository →

Multi-model AI discovery and visibility monitoring with citations and share of voice.

OpenAI · Claude · Gemini · LangChain · PostgreSQL · Redis

View repository →

SAPA Smart Amazon Product Analyzer

ML-powered product intelligence combining forecasting, NLP, competitive analysis, and finance.

SAPA · Private project · Repository not public

Private repository

Semantic risk classification and policy-based routing for AI requests.

Python · FastAPI · AI Security

View repository →

Speech-only audio deepfake detection with an AASIST-inspired architecture.

AASIST · PyTorch · Audio ML · FastAPI

View repository →

RoBERTa-based fake-review detection with domain-adversarial training and linguistic features.

Transformers · RoBERTa · NLP · FastAPI

View repository →

▣ Experience

AI Engineer Intern — Sofa

Aug 2026 – Present
  • Intelligent request classification and dynamic LLM selection
  • Multi-model routing with LiteLLM
  • Model evaluation across quality, latency, reliability, and cost
  • AI gateway security and benchmarking
  • Memory architecture evaluation
  • Production-oriented integration with Python, REST APIs, and Docker

✦ Certifications

Anthropic Claude 101
Anthropic · Jun 2026

Anthropic Introduction to Agent Skills
Anthropic · Jul 2026

Google Introduction to Generative AI
Google · Jun 2026

➤ Let’s Connect

I’m interested in opportunities involving LLM systems, RAG, AI agents, multimodal applications, evaluation, and production AI infrastructure.

LinkedIn  Email  GitHub

“Building AI systems that are not only intelligent — but observable, testable, and reliable.”

Pinned Loading

  1. spatio-temporal-video-rag spatio-temporal-video-rag Public

    Production-oriented multimodal Video RAG for precise moment retrieval across vision, speech, OCR, spatial grounding, and temporal reasoning.

    Jupyter Notebook 1

  2. AI-Discovery-Monitor-GEO-Platform AI-Discovery-Monitor-GEO-Platform Public

    AI visibility monitoring SaaS that tracks how brands appear across AI-generated answers using multi-model sampling, citations, sentiment, and share-of-voice metrics.

    TypeScript

  3. ai-risk-assessment-gateway ai-risk-assessment-gateway Public

    Production-oriented AI security gateway for multi-layer risk assessment, policy-based routing, and isolated fail-closed LLM execution.

    Python 1

  4. SawtShield SawtShield Public

    Speech-only audio deepfake detector for identifying AI-generated and voice-converted speech using AASIST, PyTorch, and FastAPI.

    Jupyter Notebook

  5. Financial-Fraud-Detection Financial-Fraud-Detection Public

    Real-time financial fraud detection pipeline using PySpark, Apache Kafka, MongoDB, feature engineering, and machine learning.

    Jupyter Notebook 1

  6. Fake-Review-Detection Fake-Review-Detection Public

    Deep learning system for fake review detection using RoBERTa, domain-adversarial training, linguistic features, and FastAPI.

    Jupyter Notebook 2