
Danial Rehman
@danialrehman1
AI/ML Engineer at Tensor Labs who cut FindSocial API p95 latency by 82% and ships LLM systems to production.
What I'm looking for
At Tensor Labs, I rebuilt FindSocial’s MongoDB read path, cutting single-query latency from 20–90 seconds to about one second. In load tests, I also reduced p95 latency at 20 concurrent requests from 17.9 seconds to 1.9 seconds while increasing throughput from 1.3 to 18 requests per second.
I’ve shipped agent and RAG pipelines at Tensor Labs, and built production RAG systems at CortechSols Pvt Ltd with LangChain and vector databases. At CortechSols, I fine-tuned Llama 3 8B with LoRA/QLoRA and 4-bit quantization, reaching 89.5% accuracy on domain-specific support tickets.
Experience
Work history, roles, and key accomplishments
Machine Learning Engineer
Tensor Labs
Jan 2025 - Present (1 year 10 months)
Rebuilt FindSocial's MongoDB read path, cutting single-query latency from 20-90s to ~1s and improving p95 latency 9x under load. Built JARVIS, a real-time voice assistant on async FastAPI with WebSocket audio streaming, and deployed agent and RAG pipelines on AWS/Azure/GCP.
AI Engineer
Codistan Ventures
Aug 2024 - Jan 2025 (5 months)
Built real-time speech chatbot backends in Python, integrating LLMs with dynamic context retrieval. Developed computer-vision data pipelines with OpenCV and PyTorch, and automated creative workflows with Stable Diffusion and ComfyUI.
AI Engineer
CortechSols Pvt Ltd
Aug 2023 - Aug 2024 (1 year)
Shipped 4-5 production RAG systems with LangChain, connecting OpenAI and Hugging Face models to Chroma, Pinecone and Qdrant. Fine-tuned Llama 3 8B with LoRA/QLoRA and 4-bit quantization, reaching 89.5% accuracy on domain-specific support tickets.
Education
Degrees, certifications, and relevant coursework
Sarhad University of Science and Information Technology
Bachelor of Science, Software Engineering
Bachelor of Science in Software Engineering from Sarhad University of Science and Information Technology, completed in 2023.
Tech stack
Software and tools used professionally
Amazon EC2
Amazon S3
GitHub Actions
NumPy
Pandas
PostGIS
PostgreSQL
MongoDB
Django
OpenCV
Redis
Python
Locust
PyTorch
scikit-learn
Django REST framework
FastAPI
asyncio
Linux
Git
Docker
Hugging Face
Qdrant
LangChain
Pinecone
CrewAI
Stable Diffusion
k6
ComfyUI
Model Context Protocol (MCP)
Retrieval-Augmented Generation (RAG)
AWS
REST APIs
Azure
Availability
Location
Authorized to work in
Salary expectations
Social media
Job categories
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