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Ayesha NusratAN
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Ayesha Nusrat

@ayeshanusrat

Software Engineer at Tkxel building LLM reliability and security systems; created PipelineGuard, recovery middleware for tool-calling pipelines.

Pakistan
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At Tkxel, I led development of high-traffic modules for the ASAP Semiconductor commerce platform and built an AI-assisted accounts-payable platform with a seven-person team. I also designed a content-delivery strategy that reduced origin server load by 30%.

At the University of Engineering and Technology, Lahore, I independently designed, implemented, and evaluated PipelineGuard, an open-source research platform for failure and recovery in LLM tool-calling pipelines. Its composed recovery middleware, fault-injection experiments, and retrieval-poisoning detector make system behavior measurable and reproducible.

Earlier, at Cinnova Technologies, I developed enterprise applications including a CRM and a gas distribution management system. At Information Technology University, I built industrial monitoring and automation systems with real-time telemetry, equipment views, and fault notifications.

Experience

Work history, roles, and key accomplishments

TK
Current

Senior Software Engineer

Tkxel

Dec 2025 - Present (10 months)

Led development of high-traffic modules of the ASAP Semiconductor commerce platform, architected to serve millions of SKUs with real-time quotation. Designed and implemented a global content-delivery strategy for static assets, reducing origin server load by 30% and improving international page-load times.

CT

Software Engineer

Cinnova Technologies

Jul 2022 - Nov 2025 (3 years 4 months)

Developed and maintained business applications for enterprise clients, principally a CRM system supporting customer relationship management, sales processes and internal workflow automation. Designed a gas distribution management system covering cylinder inventory, order handling, delivery tracking and billing.

IU

Software Engineer

Information Technology University

Sep 2020 - Jun 2022 (1 year 9 months)

Built web-based industrial monitoring and automation systems for the Water and Sanitation Agency, covering tubewell operation and water filtration plants. Implemented real-time telemetry dashboards, three-dimensional human-machine interface views and alarm modules with automated fault-detection notification.

Education

Degrees, certifications, and relevant coursework

University of Engineering and Technology, Lahore logoUL

University of Engineering and Technology, Lahore

MSc, Artificial Intelligence

2025 -

Grade: 3.57/4.00

Activities and societies: Thesis in progress: Failure Modes and Recovery in LLM Tool-Calling Pipelines.

Pursuing an MSc in Artificial Intelligence with a thesis on failure modes and recovery in LLM tool-calling pipelines. CGPA 3.57/4.00.

Punjab University College of Information Technology logoPT

Punjab University College of Information Technology

BS, Software Engineering

2016 - 2020

Grade: 2.72/4.00

Activities and societies: Final Year Project: Intelligent Home Automation System; selected for startup incubation at Nspire.

Completed a BS in Software Engineering with a final year project on an intelligent home automation system. CGPA 2.72/4.00.

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