CoAI.Pro internship
AI-powered website generation
Work contributing to web applications and generative AI features that help shape website creation experiences.
Projects
Projects
A closer look at the work Santosh M is building through software, AI experiments, and applied research.
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About Me
Featured focus
Software systems, LLM inference, and AI product experiments.
A few projects and experiments that shape the work
Each project reflects a different part of Santosh M's practice — shipped systems, academic exploration, and hands-on model experimentation.
Academic capstone
Adaptive LLM Inference Engine
An academic capstone centered on efficient inference for language models on resource-constrained devices.
Local experiments
Local LLM experiments with Ollama, Qwen, and Llama
Hands-on experimentation with local model workflows, prompt behavior, and practical inference setups.
Working style
How the work is approached
Santosh M's projects move between product thinking, implementation, and experimentation. The result is work that stays practical while still leaving room for exploration.
Build
Interfaces that feel clear
Design stays simple so the software does the heavy lifting without extra noise.
Probe
Model behavior in real conditions
Local experimentation helps surface how models respond when tools, constraints, and prompts change.
Refine
Iterate with precision
Each project is shaped by experimentation, review, and careful adjustment rather than guesswork.
Practice note
A steady rhythm of implementation and experimentation.
Next conversation
If you want to talk projects, reach out
For collaborations, questions, or a deeper look at the work, use the contact path on the home page.
Get in Touch
About Me