Pallavi Kumari - Portfolio
Full-stack engineer building web and AI products.
I'm Pallavi - I design, build and ship production-grade applications end-to-end, and I contribute upstream to open source. Currently exploring LLM-powered developer tooling.
01 · About
A short background
I started out automating 4G/5G test-release pipelines at Nokia and building enterprise UIs at HCL, then moved into fast-moving product engineering with a focus on AI-powered development.
Since then I've shipped production tools like VexonAI, ShiftLink and EquiGen, and had 80+ accepted pull requests across a dozen open-source projects - from reverse-proxy infrastructure to low-code platforms.
I care about ownership, clean TypeScript and shippable things. When I'm not building, I'm reading production code or contributing upstream.
- CurrentlyAI-powered developer tooling
- LocationIndia
- StackTypeScript · React · Next.js · Node
- Emailpallavikumari2000mdb@gmail.com
02 · Experience
Where I've worked
Full-stack freelancing since 2024, with an engineering background spanning telecom release pipelines and production web applications.
07/2024 - Present
Contract / Freelancing
Full Stack Developer - (Remote)
- Developing and deploying scalable end-to-end web applications using Next.js, NestJS, and MongoDB, ensuring robust and efficient backend and frontend solutions.
- One of the top and most active OSS contributors to various startups, including Y Combinator-backed startups.
- Collaborating with cross-functional teams to design and implement RESTful APIs, enhancing system performance and user experience.
09/2025 - 11/2025
Pangolin (YCS25)
Contract Software Developer - USA (Remote)
- Contributing to the development of Pangolin, a high-performance networking and traffic management platform.
06/2022 - 05/2023
Nokia Solutions and Networks
Software Engineer - Student Trainee
- Automated functional and integration test cases with a Python-based framework, improving accuracy and throughput of release testing.
- Worked on ORAN (4G/5G) projects across security operations, productization and stabilization of next-generation networks.
- Owned Customer Release Testing (CRT) for ORAN and RNC, ensuring quality bars were met before every release.
01/2022 - 05/2022
HCL Technologies
Full-Stack Developer Intern
- Built dynamic front-end components with React.js for an enterprise UI.
- Engineered server-side logic with Node.js and Express.js, integrating RESTful APIs with MongoDB Atlas.
- Wired RESTful endpoints end-to-end for smooth data flow across the stack.
03 · Selected work
Projects
A selection of things I've designed and shipped. More on GitHub.


VoiceBench
Regulated voice agent platform with a ~880ms p50 streaming pipeline - sherpa-ONNX ASR, neural TTS, sub-25ms barge-in, deterministic compliance guards and a SHA-256 hash-chained audit trail.
TypeScriptPythonLangGraphsherpa-onnxFastAPIWebSockets
04 · Open source
Open-source contributions
Actively contributing to production codebases - mostly TypeScript infrastructure, AI tooling and developer platforms. Every PR was reviewed and merged by a maintainer.
Beyond code
- Issue reporting. Open bugs, enhancements and security issues found while using - and poking at - upstream projects, so maintainers can fix real problems others hit too.
- Issue triage. On hand in open issues to test and reproduce reported bugs, write clear repro steps, and help issue openers and maintainers move things forward.
fosrl
35 PRspangolin
Tunneled reverse proxy with identity, access control and dashboard UI.
ansvisor
14 PRsansvisor
AI-powered infrastructure / DevOps visualization platform.
stella
9 PRsstella
Open-source legal workspace for drafting and managing documents.
JobGuards
8 PRsReplaysafe
Replay-safe execution engine for autonomous agents and resilient background jobs.
open-mercato
3 PRsopen-mercato
AI-engineering foundation framework with pre-baked architecture specs.
Budibase
3 PRsbudibase
Low-code platform for building internal tools on your own infrastructure.
hhftechnology
2 PRstraefik-log-dashboard
Observability dashboard for Traefik traffic and access logs.
Autoloops
2 PRsgreplica
Replicable AI coding agents and workflow orchestration.
Writing & Architecture
Latest Notes & Deep Dives
Essays on system design, distributed pipelines, and production AI/ML.
Designing Fault-Tolerant Event-Driven Pipelines: From Idempotency to Replay-Safety
A practical guide to building resilient distributed workflows. How to implement outbox patterns, idempotent consumers, dead-letter queues, and deterministic replay mechanisms.
Production RAG Architectures: Hybrid Search, Reranking, and Context Pruning
Moving beyond naive vector search tutorials. How to build enterprise-grade Retrieval-Augmented Generation with reciprocal rank fusion, cross-encoder reranking, and citation guarantees.
05 · Toolbox
Technologies
Languages
TypeScript/JavaScript/Python/Go/HTML/CSS/SQL
Frontend
React/Next.js/Redux/React Query/Tailwind CSS/Material UI/Framer Motion
Backend & Data
Node.js/Express/NestJS/PostgreSQL/Prisma/MySQL/MongoDB/GraphQL/Firebase
AI / LLM
LangChain/LangGraph/Gemini API/Claude API/Octokit/Puppeteer
Tools & Platform
Docker/Git & GitHub/Vercel/Figma/Stripe/React Native/Tauri
06 · Contact
Get in touch
Interested in working together, or just want to talk shop? Feel free to reach out - my inbox is open.