shipping code

debugging life ! 🧑🏻‍💻

Hi, I'm Nilesh Inkane, SDE3@murf.ai, working across typescript, java and python and dev tools.

Current Focus
Voice Agents Platform
Base
Bengaluru, India
work

A smaller, quieter set.

A few recent systems and product surfaces, compressed down to the work that still feels relevant.

murf ai studio · 12M+ usersVIEW

ai voiceover editing for real production timelines.

Worked on Murf Voice Studio, where scripts, AI voices, audio, and video stay synchronized across long-form projects and export-ready workflows.

Editor core

in-house rich text editor from scratch.

Timeline

Three level timeline view for synchronizing ai, audio, and video assets.

Voice control

Word-level pronunciation and emphasis graphs.

Delivery

Multi-file export flows for audio and video outputs.
timeline

career progression.

  • 2025 - nowSDE3 · murf ai agents
  • 2022 - 2025SDE2 · murf ai studio
  • 2021 - 2022SDE1 · murf ai studio
  • 2020 - 2021software engineer · interface matters

Strengths

deep browser work, shipped fast.

canvas-heavy interfaces; rich text editors from scratch; core web vitals

AI agents

voice agents across real-time channels.

liveKit, pipecat, LLM, TTS/STT, RAG, tool calling, and chat-completions style APIs.

Integrations

product integrations with real adoption.

google slides add-on at 74K installs, canva workflows, voiceover embeds, and GCP add-ons.

Open source

agent ecosystems.

mcp server, pipecat plugin, vocode integration, and n8n nodes for Murf APIs.

VOICE AGENTS PLATFORMVIEW

infrastructure for ai voice and chat workflows.

Built distributed services and APIs for real-time agents across voice, chat, email, and SMS.

Runtime

LiveKit, Pipecat, LLM, TTS, and STT pipelines.

Services

Java/Python APIs and event-driven consumers.

Infra

AWS SQS, ECS, Lambda, and release pipelines.

Agents

Tool calling, RAG, orchestration, and multi-channel messaging.
Field notes

Short, useful, and close to the work.

Read the blog
Apr 2026

Shipping without the noise

Short notes on scope, rhythm, and keeping delivery legible.

Working style

Interfaces that leave room

On density, clarity, and why most surfaces say too much.

Systems

Agent loops with edges

Notes on fallbacks, tools, and what needs to stay visible.

UX debt

The small surfaces count

Labels, loading states, and empty paths that keep products calm.