SleepWellSystem
● CurrentAI Software Engineer L2 · Contract
Building multi-agent reasoning systems with a Google research lead. Scalable LLM integrations for real-world workflows.
AI engineer · researcher · Karachi, PK
I build AI systems that move from research paper to production — in weeks, not quarters.
Fresh BS in Artificial Intelligence from FAST NUCES with 2+ years shipping real models. Currently an L2 AI Software Engineer collaborating with a Google research lead on multi-agent architectures. Published at IEEE INMIC 2.0, 2nd at TeknoFest 2024.
— Now
What I'm working on this season.
Three threads, one question: how far can a small team push AI agents that actually reason?
Sept 2025 — now
Multi-agent architectures under NDA
SleepWellSystem · AI Engineer L2 (contract)
Partnering with a research lead at Google on reasoning and workflow automation for autonomous agents. Designing LLM integrations that hold up outside benchmark conditions.
agents
reasoning
LLM orchestration
Jan 2024 — now
Climate.io — final year project going to production
FAST NUCES · 2nd at TeknoFest 2024
Water-quality assessment pipeline: VLM extracts context from water imagery, an LLM writes the environmental report. Shipped end-to-end on Hugging Face + FastAPI.
VLM
LLM
FastAPI
climate
Feb 2024 — now
Fine-tuning LLaMA & image-to-text on Intel datasets
Intel Corporation · Student Brand Ambassador
Optimizing model performance and scalability across large Intel-provided datasets. Quietly one of the more educational things I do.
LLaMA
fine-tuning
i2t
— Experience
Seven teams. Five time zones. One discipline.
From annotation work at Scale AI to research labs to contract agent engineering — I've seen AI from every angle of the stack.
Ahoy
CompletedAI Researcher
CV-based football analysis system with real-time object detection & tracking. Also: an NLP calling bot with speech recognition and dialogue.
Intel Corporation
● ActiveStudent Brand Ambassador
Fine-tuning LLaMA and image-to-text models on Intel datasets, optimizing for scalability and downstream deployment.
Axillio
● ActiveJunior AI/ML Engineer
Lifted model accuracy 60% → 93% with YOLO, ResNet, Inception. Cut video generation from 2 days to 10 minutes. Built the Node/Express API around it.
FAST NUCES — Karachi
● ActiveJunior AI Researcher
UAV modeling with LSTM, brain-therapy CNN analysis, satellite image dehazing, GAN-based recommenders. Two research codebases on GitHub.
Scale AI
CompletedSenior Data Annotator
Where the discipline for clean training data came from. Senior-tier review and annotation for ML pipelines.
DreamSleepApp
CompletedSoftware Engineer Intern
Automated video + audio editing workflows with MovieLip and pydub. First taste of end-to-end media pipelines.
+ Open to your team
Remote AI roles
Agent systems, VLM/LLM product work, applied research. Pakistan-based, fully remote, full-time.
— Projects
Selected work, with the parts that hurt left in.
Four featured projects. Each one shipped, each one taught me something I still use.
★ 2nd place · TeknoFest 2024
Climate.io
Final year project · 2024 — ongoing · IEEE INMIC 2.0 paper
A water-quality assessment pipeline that turns a photo of contaminated water into a readable environmental report. A vision-language model extracts visual evidence, a large language model writes the analysis, and both get packaged into an end-to-end system deployed on Hugging Face and FastAPI.
Also won Ideathon UBIT. Published the comparative analysis between VLMs and LLMs for climate monitoring at IEEE INMIC 2.0.
VLMLLMFastAPIHuggingFaceclimate
> query: "explain GAN collapse" > reformulated: "Describe mode collapse in generative adversarial networks, with 2 mitigation strategies." > retrieved: 6 docs > latency: 340ms
ResearchEase
AI research tool · 2024
An auto-prompting layer that rewrites lazy user queries into prompts that actually work. Built on Hugging Face + LangChain + LangSmith + ChromaDB, with a Flask backend and a web UI. Removed the prompt-engineering step for researchers reading across dozens of papers.
LangChainChromaDBLangSmithFlask
COLLA-GAN / ACAE
user × item × context
Recommendation System on GANs
Research project · MovieLens · 2023
Four models compared on implicit feedback — BPR, APR, CollaGAN, ACAE — benchmarked across Precision, Recall, HR, NDCG, MAP, and F1. Full adversarial training loop, evaluation plots auto-exported to PDF. My introduction to reading a recsys paper and rebuilding it from scratch.
CollaGANACAEBPRAPRMovieLens
WhatsApp bot
Email
Files
Video
Certificates
—80% manual work
Automation Suite
Productivity tools · 2023
Five small programs that each killed a recurring task: WhatsApp bot, email automation, file organizer, video editing, certificate generator. Together they cut repetitive work by up to 80% for the teams using them.
Pythonautomationtooling
Private · under NDA or client work
Happy to walk through these in a call
🔒 Nexus
Multi-agent reasoning system for workflow automation.
agents · LLM
🔒 getspire
Productized AI tooling — internal codebase.
product · AI
🔒 ResearchEase
Auto-prompting layer for literature Q&A (LangChain + ChromaDB + LangSmith).
RAG · research
🔒 Concierge
Conversational assistant with long-context memory.
agents · NLP
🔒 algolark
Algorithmic systems sandbox — applied ML infra.
infra
🔒 DocGen
Document generation pipeline with LLM-assisted layout.
LLM · docs
🔒 Multi_Speaker_Transcript
Speaker diarization + transcription with Whisper pipelines.
speech · Whisper
🔒 RAG-model
Retrieval-augmented generation harness with evaluation.
RAG
🔒 vector-embedding
Embedding service & benchmarks across models.
embeddings
🔒 CV-Matching
Resume-to-JD semantic matcher for hiring pipelines.
NLP · hiring
🔒 Brain-Therapy
CNN analysis for brain-therapy research (FAST lab).
CNN · medical
🔒 PlasticGAN
GAN implementation for plastic-waste imagery.
GAN · climate
🔒 invention
Early-stage prototype — details on request.
exploratory
🔒 Image_Classification
Client image-classification pipeline (Axillio).
CV · production
🔒 Erase-and-Replace
Inpainting pipeline for video editing workflows.
CV · video
🔒 Internship_Work
Consolidated internship deliverables (private).
archive
🔒 Remote_jobs_Ai
Job-market analysis & scraping for AI roles.
data · scraping
🔒 IR
Information-retrieval coursework & experiments.
IR
Public · from github.com/AyeshaIrshad1337 · 100+ repos
Woven
Collaborative-filtering book recommender on Streamlit
Python · Streamlit
SmartPick
Genetic-algorithm book recommender that learns from feedback
GA · ML
EQ-Insight
Flask app for emotional-intelligence inference
Flask · Python 3.10
image-dehazing
DehazeNet for satellite imagery — environmental monitoring
CV · satellite
MoodFlow
Next.js mood-tracking app
Next.js · TS
PhishGuard
Phishing-URL detection classifier
security · ML
Expert Trade Analyzer
Trading signal & analysis toolkit
finance · Python
Simple-Text-QnA
Text-to-question-answer generation
NLP
ImageCompression
Sparse autoencoder compression in TensorFlow
TF · autoencoder
Mail_Scraper
LinkedIn email scraper for hiring pipelines
scraping
WhatsApp_Automation
Scheduled & trigger-based messaging bot
automation
KRR_Project
Knowledge representation & reasoning coursework
symbolic AI
— Publication
Published research.
IEEE
A Comparative Analysis Between Visual Language and Large Language Models to Monitor Contaminated Water in the Face of Climate Change
Awaiting Xplore DOI
— Toolkit
What I reach for.
Filled dots are the ones I use weekly. The rest I'm fluent in but don't write love letters about.
Languages
- Python
- JavaScript
- C / C++
- Java
- AssemblyScript
- PowerShell
AI / ML
- PyTorch
- TensorFlow
- LangChain
- Hugging Face
- scikit-learn · Keras
- OpenCV · mlflow
Backend
- FastAPI
- Flask
- Django
- Node · Express
- JWT · REST
Data & Infra
- MongoDB
- MySQL · SQLite · Oracle
- Docker
- Git · GitHub
- Linux · Vercel
- Pandas · NumPy · Plotly
Education
FAST National University
BS Artificial Intelligence · GPA 3.0 · CV, NLP, ANNs, Parallel Computing
Certifications
Data Science · ML Specialization · Mathematics for ML
Leadership
Tech Director, Procom24 · ACM · IEEE
— Say hello
Let's build something that ships.
Looking for a remote AI engineer who has read the papers and also shipped the thing? I'd love to hear what you're working on.
+92 305 2023022 · Karachi, Pakistan · UTC+5