Available for new opportunities

Hi, I'm Abdullah

I build AI products that go from idea to production — powering chatbots, automating workflows, and delivering measurable results with ML, NLP, and full-stack engineering.

Abdullah Irfan
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About Me

Building AI that works in the real world

I'm an AI engineer who thrives at the intersection of machine learning, NLP, and production engineering. I've built agentic AI systems, RAG chatbots, multimodal LLM pipelines, and Kubernetes-based microservices that handle real traffic.

At Analytiverse I led agentic AI development using MCP servers, LangFlow, and GCP/K8s — slashing a 14-hour pipeline to 10 minutes. At Quanticept AI I delivered end-to-end AI and platform engineering as a contractor, shipping autonomous agents and production infrastructure.

I care about shipping things that are not just intelligent, but secure, scalable, and production-grade.

Agentic AI

MCP servers, RLMF evaluation loops, multi-agent orchestration

Full-Stack

React, FastAPI, Next.js — end-to-end product delivery

Platform & DevOps

Kubernetes, Docker, GCP, Terraform, CI/CD pipelines

Impact-Driven

98% pipeline speedup, 80% dev time reduction — real metrics

Experience

Where I've worked

AI & Platform Engineer

Contract

Quanticept AI

Jul 2025 — Jan 2026
  • Built ALI Agent — autonomous system that extracts financial quotes from WhatsApp, Slack, and Telegram messages, ranks them, and negotiates responses using OpenAI and predicted market factors
  • Designed and managed Kubernetes-based microservices architectures for production environments
  • Integrated Kong API Gateway for traffic management, rate limiting, and API authentication
  • Built secure peer-to-peer networking with WireGuard and maintained CI/CD pipeline reliability

Projects

Things I've built

AI products and infrastructure that delivered measurable business impact

Government Incentives Chatbot

Ncentives

Chatbot that helps new business owners discover government incentives — tax credits, grants, and loans — through a natural language chat interface. Owners describe their company and the system surfaces matching programs. Custom scrapers keep the incentive database current; Qdrant powers semantic search over the corpus.

Full-stack conversational incentive discovery
Next.jsPythonOpenAIQdrantRedisRAGWeb Scrapers

RAG System

Know-it-all Chatbot

Chatbot that extracts location-specific documents from large PDF collections and answers queries. Uses Named Entity Recognition to identify locations, stores them in separate ChromaDB collections, and combines semantic search with Neo4j graph traversal for context linking.

80% query time reduction
RAGChromaDBNeo4jNERLangChainPython

Multi-Platform Negotiation System

ALI Agent

Multi-platform quote extraction and negotiation system that monitors WhatsApp, Slack, and Telegram conversations in real time. An extraction agent identifies and parses financial quotes from unstructured messages, ranks them by relevance and competitiveness, then hands off to a negotiation agent that autonomously responds based on collected market intelligence and predicted rates.

End-to-end automated quote negotiation
OpenAIFastAPIPythonWhatsApp APISlack APITelegram APIMulti-agentNLP

Validation Pipeline

Distributed Processing

Dockerized and parallelized a previously serialized validation pipeline on GCP + Kubernetes. Transformed a blocking 14-hour job into a 10-minute parallel run.

98% runtime reduction (14 hrs → 10 min)
DockerKubernetesGCP+2

Receipts Ingestor

Multimodal AI Pipeline

AI pipeline for ingesting PDF and image receipts, extracting transaction details, company info, and metadata using multimodal LLMs (Gemini) deployed on FlutterFlow.

Zero-touch receipt processing
GeminiMultimodal LLMsFlutterFlow+2

Body Language Detection

Video Analysis System

Video analysis system using FlutterFlow, OpenCV, and multimodal LLMs (Gemini) to detect and interpret facial expressions, gestures, and posture cues from pre-recorded video.

Automated behavioral insight generation
OpenCVGeminiFlutterFlow+2

LangFlow Code Generator

Dev Automation Tool

LangFlow-based tool that converts JSON specifications into production-ready Python functions, dramatically reducing the time engineers spent on boilerplate translation.

80% development time reduction
LangFlowLLMPython+2

Skills

Tech stack

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01 / 06

AI / ML

10 technologies
LangChainLangFlowOpenAIGeminiTensorFlowNLPRAGMCP ServersChromaDBNeo4j

Contact

Let's build something together

NS
AVAILABLE FOR NEW PROJECTS

RESPONSE

< 24h

TIMEZONE

GMT+5 (PKT)

OPEN TO

Remote / Hybrid