Work

Software engineer at Amazon, working on developer tooling and builder experience. Since I can't show the work itself, here's a running collection of projects built on weekends, covering the mobile, infrastructure, developer tooling, and AI work I've spent the most time on.

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Featured Projects

Web App · iOS App · CLI

Flavor Notes

FlavorNotes app screenshot

A flavor-first coffee tasting journal, shipping on web and iOS. The web app is built with React and TypeScript on a Supabase backend; the iOS version in SwiftUI. The flavor wheel is a three-level drill-down across 120+ tags, backed by a correlation engine that surfaces which flavors track with higher ratings over time.

It also ships a CLI built for AI assistants and terminal diehards. Natural language input means you describe the coffee and it figures out the rest, so it works with Claude Code, Cursor, and Copilot, supports voice, and exports to Obsidian, CSV, or JSON.

TypeScript React Supabase SwiftUI CLI
FlavorNotes app screenshot
turnback in Langfuse showing causal turn attribution

Multi-turn attribution

turnback

Python library for causal turn attribution in multi-turn LLM conversations. When a conversation fails, it scans from the start to find the earliest violating turn, so you review 1-2 candidates instead of the entire trace. Integrates with Langfuse and LangSmith.

Python LLM Evals
Voice agent review queue dashboard

Voice eval review queue

eval-review-queue

Sampling and review system for AI voice agent conversations. Ingests test results via webhook, surfaces transcripts for human annotation across dimensions like naturalness and intent understanding, and generates new test cases from labeled failure modes.

Python Flask
modelwho CLI showing ranked AI models

AI model ranker

modelwho

Go CLI for navigating the AI model landscape. Scores and ranks models across cost, context window, reasoning, and tool-use support using weighted priorities you set. Covers 1,500+ models via models.dev with a 24-hour local cache and offline fallback.

Go CLI
GitHub Gist

Curated engineering gists

gist.github.com/nehasriva

Standalone snippets across the things I work on most. A few highlights are platform engineering gists for CI/CD, infra, and monorepo patterns, product craft gists for the testing and quality work, and AI engineering gists covering LLM evals, agents, and MCP.

Python Gists

View all projects on GitHub →

Let's Work Together

Interested in collaborating or have a project in mind? I'd love to hear from you.

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