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Girisha Malni NGN
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Girisha Malni N

@girishamalnin

AI developer at DitchCarbon who built ESG document pipelines and graph-based RAG for climate intelligence.

India
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What I'm looking for

I’m interested in bridging theoretical AI principles with robust, scalable software architectures and production-grade pipelines, especially across RAG, agentic AI, and classical machine learning.

At DitchCarbon, I built end-to-end PDF parsing pipelines that turn unstructured ESG metrics into structured schemas. I also used discourse graphs and hyperRAG structures to model claim-evidence relationships in corporate reports.

At Carleton University, I developed a graph-based RAG system for ESG climate intelligence. I also co-developed FRV-RAG, which raised Recall@10 to 0.7275 compared with 0.6001 for vanilla RAG.

For my QFIM-guided quantum classification research, I built a 4-qubit variational quantum classifier in Qiskit for breast cancer diagnosis. I used exact QFIM analysis and benchmarked Quantum Natural Gradient against Adam, SPSA, and COBYLA.

I’m a Computer Science and Engineering undergraduate exploring RAG, agentic AI, and machine learning. I’m interested in connecting AI research with robust software systems and production-grade pipelines.

Experience

Work history, roles, and key accomplishments

Carleton University logoCU

Undergraduate Research Intern

Carleton University

Feb 2025 - Jul 2026 (1 year 5 months)

Developed a graph-based RAG system for ESG climate intelligence on corporate reports for large-scale sustainability analysis. Contributed to QFIM-Guided Variational Quantum Prototype Learning and co-developed FRV-RAG, a memory-aware RAG framework.

DI

AI Developer

DitchCarbon

Dec 2025 - Jan 2026 (1 month)

Built end-to-end PDF parsing pipelines to extract unstructured ESG metrics into structured schemas. Used discourse graphs and hyperRAG structures to model complex claim-evidence relations for high-order reasoning across corporate reports.

AJ

Summer Outreach Participant

ACM India, JUIT

Jun 2025 - Jun 2025 (0 months)

Selected as one of 48 participants across India for cohorts on Quantum Computing Algorithms, Quantum Circuits, and emerging technologies through the ACM Chapter.

CA

Agentic AI Developer

Chakril Apps

Apr 2025 - May 2025 (1 month)

Developed Python scripts and CrewAI agent crews for SEO automation in a digital marketing project.

Education

Degrees, certifications, and relevant coursework

VT

Velammal College of Engineering and Technology

Bachelor of Engineering, Computer Science and Engineering

2023 -

Grade: 8.5/10.0

Pursuing a Bachelor of Engineering in Computer Science and Engineering with a CGPA of 8.5/10.0.

OS

Oxford Matriculation Higher Secondary School

Higher Secondary Education, General Studies

2020 - 2022

Grade: 93%

Completed Higher Secondary Education (12th) with 93% and Secondary Education (10th) with 97.5%.

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