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NANDHUSHREE REDDY M / PROJECTS

Ideas worth
exploring.

Explore research contributions, generative AI experiments and credited learning references including CloudCostAI, NmapAnalyzer and TuxNest.

Research & personal explorations

3D ULPIN · RESEARCH BLUEPRINT

Mapping beyond the surface.

Listed as an undergraduate team contributor to the 3D ULPIN Mapping System research blueprint at NCET. The proposal explores extending India’s existing ULPIN framework to represent volumetric property. This is a research concept; no production deployment or individual implementation claim is implied.

Read the blueprint ↗

GENAI · LEARNING LAB

A playground for possibility.

An ongoing learning direction from my original portfolio: prompt experiments, model comparisons, and practical generative AI workflows. These are explorations rather than a released product. The next step is to document reproducible examples and share the learning process.

AI COLLABORATION · EXPLORATION

From an idea to a workflow.

A continuing exploration of AI as a collaborator in research, writing, analysis, and iteration. This portfolio documents that direction without claiming unverified model benchmarks or deployed applications.

Open-source learning references

Projects by Paladugu Ganesh Naidu that inform my exploration of AI systems, applied ML and security. Creator credit and original source links are preserved.

APPLIED MACHINE LEARNING

CloudCostAI

Cloud usage and cost prediction using applied machine learning and a Flask interface.

Created by Paladugu Ganesh Naidu · Learning reference

Explore original project ↗

SECURITY ENGINEERING

NmapAnalyzer

Network scan analysis, reporting and security automation using C and MySQL.

Created by Paladugu Ganesh Naidu · Learning reference

Explore original project ↗

LOCAL-FIRST AI ENGINEERING

TuxNest

A VS Code AI engineering environment for repository context, local models and remote inference workflows.

Created by Paladugu Ganesh Naidu · Learning reference

Explore original project ↗

RAG & LOCAL LLMS

GENAI API

A modular retrieval and local inference API using FastAPI and Ollama.

Created by Paladugu Ganesh Naidu · Learning reference

Explore original project ↗