Local AI Toolkit for Apple Silicon

Local AI Toolkit for Apple Silicon
April 2026

Apple's on-device AI frameworks each need their own glue code, and most everyday tasks do not justify a cloud round-trip. This brings vision, audio, speech, and language models together into one Unix-composable, local-first CLI toolkit.

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gRPC Embedding & LLM Serving Pipeline

gRPC Embedding & LLM Serving Pipeline
February 2026

Production gRPC infrastructure for text embeddings (rpcembed) and vLLM-based LLM serving, forming the AI inference stack that powers semantic search and RAG for agents at Accretional.

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Statue Static Site Generator

Statue Static Site Generator
February 2026

Accretional's open source static site generator, built on SvelteKit and Markdown. This portfolio is built with it.

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Distributed Platform Backend

Distributed Platform Backend
January 2026

The storage, search, and hosting backend that runs Accretional's cloud platform, a protobuf data store with semantic search, and the pieces that put a container or a site online.

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OpenVINO Go Bindings

OpenVINO Go Bindings
January 2026

No production-grade Go bindings existed for Intel's OpenVINO Runtime, which outperforms ONNX on Intel CPUs, so I wrote them from scratch: idiomatic Go/CGO with async inference and variable state, benchmarking 40% faster than ONNX Runtime.

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Formal Grammars as Protocol Buffers

Formal Grammars as Protocol Buffers
June 2026

Supporting a new format normally means hand-writing a parser and renderer and keeping them in sync forever. This compiler generates the whole type system from the grammar itself, so parsing and rendering fall out for free across 10+ formats, up to the ARM64 instruction set.

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Browser Automation over gRPC

Browser Automation over gRPC
May 2026

Selector-based automation shatters the moment a page changes. This exposes the Chrome DevTools Protocol as a gRPC service and adds a vision-guided agent that acts on what a page actually looks like, so automation survives pages never built to be scripted.

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REST APIs as Typed gRPC Services

REST APIs as Typed gRPC Services
May 2026

Integrating a third-party REST API usually means a bespoke client that rots as the API changes. This generates a typed gRPC service straight from the OpenAPI spec and regenerates from upstream, proven on the full OpenAI and Cloudflare APIs.

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Founding Engineer - Infrastructure & Platform

Accretional
2025 - Present

Founding engineer owning AI infrastructure and platform systems across the stack, the ML inference layer (gRPC embedding and vLLM serving), the storage and semantic-search data layer, one-click publishing and hosting, and the platform's security and identity layer, alongside open-source work on an inference runtime, a grammar-to-protobuf compiler, and a REST-to-gRPC generator.

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CT Denoising and Explainability using OT-CycleGAN

CT Denoising and Explainability using OT-CycleGAN
June 2025

Adapted OT-CycleGAN for denoising ultra-low-dose CT scans with explainability features using Grad-CAM and attention visualizations

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Prompt and Workflow Tooling for an AI-Native IDE

Prompt and Workflow Tooling for an AI-Native IDE
September 2025

The file-backed prompt and workflow system, and the deployment and auth integration, inside a container-based remote IDE built for working with coding agents.

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AI Engineering Intern

Accretional
2024

Built core features for Brilliant, an AI coding assistant. Worked on RAG pipelines, LLM fine-tuning, and the extension's prompt and deployment systems.

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Semantifly: Local RAG for Coding Agents

Semantifly: Local RAG for Coding Agents
August 2024

A command-line tool that gives AI coding agents local retrieval-augmented generation over your own code and data.

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Academic Lecture Video Summariser

Academic Lecture Video Summariser
June 2024

LLM and RAG-based system for summarizing long-form academic videos

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Whispers of the Heart - AI Therapy Assistant

Whispers of the Heart - AI Therapy Assistant
May 2024

Python-based conversational AI system for journaling and therapeutic assistance

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Senior Machine Learning Scientist

Goldman Sachs
2023

Led ML initiatives for real-time loan processing. Built A/B testing frameworks and optimized system performance at scale.

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Master of Science

University of California, Santa Cruz
2023 - 2025

Focused on machine learning and AI, particularly medical imaging applications. Research includes CT scan denoising and AI explainability. GPA: 3.9

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GeneWeaver

GeneWeaver
December 2023

A parametric hardware generator for DNA sequence alignment implemented in Scala

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Machine Learning Scientist

Goldman Sachs
2020 - 2022

Optimized ML inference pipelines from 200ms to 80ms through quantization and caching. Built LSTM forecasting models and production systems handling 1M+ requests/month at 99.9% uptime.

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Machine Learning Research Intern

Sprinklr
2019

Built LSTM-based sentiment analysis pipelines for social media data. Applied model pruning and quantization techniques for efficient deployment.

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Bachelor of Technology

National Institute of Technology Karnataka, Surathkal
2016 - 2020

Focused on machine learning and AI, with research in medical image analysis including published work on prostate cancer grading. GPA: 9.4 (Honors)

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