AI Engineer · Multi-Agent · Local LLMs

Amman
Faisal

I build AI systems end to end — multi-agent orchestration, RAG pipelines, and computer vision systems. From prototype to production-ready code.

GenAIMulti-AgentRAGLangGraphOllamaComputer Vision

Resume ↗

AI & ML Projects

Open Source Repos

Technologies

Internships

Core Expertise

Multi-Agent Orchestration88%

Production RAG Pipelines90%

Ollama / Local LLMs90%

Computer Vision82%

Python / FastAPI95%

Scroll to explore

01 · Profile

About Me

Amman Faisal

AI / ML Engineer

EducationFAST NUCES ‘26

LocationIslamabad, PK

I'm an AI/ML engineer and a Data Science graduate of FAST NUCES, Islamabad.

I build AI systems end to end — from multi-agent orchestration and RAG pipelines to production computer vision. I've shipped real systems at the KDD Lab at FAST NUCES (LLM fine-tuning research). Not side projects — production-grade builds.

I'm a strong advocate for local-first AI — running systems on Ollama and OpenRouter to keep data private and costs near zero.

amman.config

const amman = {
location: "Islamabad, PK", status: "Open to work — FAST NUCES graduate",
openTo: ["work", "freelance", "collaborations"]
}

02 · Timeline

Where I've Built

AI Engineer

Cyberlytics Lab

2025 – 2026Active

Served as lead architecture designer for CODE-AI, a vulnerability detection pipeline combining semantic CVE search with a dual Ollama model validation architecture.

Owned the system end to end — from vector search design and model orchestration to the self-healing repair loop that auto-generates and patches vulnerable code.

GenAI Intern

KDD Lab, FAST NUCES

Jun 2024 – Aug 2024Cleared

Fine-tuned Mistral-7B using QLoRA to automate deterministic script generation from natural language queries.

Designed custom data verification and prompt engineering pipelines, driving a 15% structural accuracy improvement.

Education

BS Data Science

FAST National University, Islamabad

Graduated June 2026Cleared

03 · Builds

Projects I've Built

View All

01Security AI

CODE-AI — Vulnerability Detection Pipeline

Active

Context-aware security orchestration

PythonChromaDBDeepSeek-R1LLaMA 3.1OllamaNext.jsTypeScript

Code Live

02Multi-Agent Systems

JAN — Joint Autonomous Neural Agent

In Dev

Fully offline AI assistant — under construction

PythonOllamaChromaDBWhisper STTEdge TTSPyAutoGUILangGraph

Code

03Agentic AI

LaunchMind — Autonomous Startup Launcher

Active

5-agent idea-to-launch pipeline

PythonOllamaGitHub APISlack APISendGridMulti-Agent Orchestration

Code

04Client Product

Flour Mill Management System

In Dev

Client system for Al Rehman Flour Mill

Next.jsReactTypeScriptTailwind CSS

Code

05Agentic AI

Cody Local — Local AI Coding Assistant

Active

Fully offline chat, planning & agent modes for coding

PythonFastAPILangGraphOllamaNext.jsTailwind CSSMonaco Editor

Code

06RAG / Data

TEXT PANDAS — Tabular RAG Engine

Active

Document intelligence & data extraction

PythonHuggingFacePandasFastAPIRAGPrompt Engineering

HuggingFace

07Research / Privacy ML

Federated Unlearning in Neural Networks

Research

Privacy-preserving machine unlearning

PythonPyTorchFederated LearningNeural NetworksPrivacy ML

08NLP

Text Humanizer

In Dev

Rewrites AI-generated text to read naturally

PythonLLMNLP

Building...

09Computer Vision

Video Upscaler

In Dev

AI-powered video resolution enhancement

PythonPyTorchComputer VisionSuper-Resolution

Building...

04 · Arsenal

Tools & Stack

LangChain

90%

LangGraph

85%

OpenAI API

92%

Anthropic API

88%

HuggingFace

85%

Ollama (Local LLMs)

90%

OpenRouter

82%

PyTorch

80%

QLoRA Fine-tuning

78%

RAG Pipelines

90%

Vector DBs (ChromaDB)

88%

Prompt Engineering

92%

Also experienced with

Mistral-7BQLoRAPEFTStreamlitChromaDBn8nDeepSeek-R1LLaMA 3.1WhisperEdge TTSGitFastAPIPandasHugging FaceJupyterNext.jsTypeScriptOllamaPyTorchLangGraphOpenRouterCrewAILlamaIndexRAGAutogen

05 · Connect

Let's Build

Open to work — full-time roles, freelance projects, and research collaborations. Building something with LLMs, agents, or computer vision? Let's talk.

khawajaamman@gmail.com

GitHub

github.com/Stradok

amman-faisal

Islamabad, PK · Open to Remote Worldwide