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Building AI agents @ Unravel

Shipping AI systems that hold up at scale.

Harshal Ranjhani's avatar

Harshal Ranjhani 

Software Engineer

Overview

SDE @Unravel

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Focus

Most of my work sits where AI meets infrastructure.

AI agents

Agents that do real work: planning steps, calling tools and APIs, and handing off to a human when it matters.

AI systems that scale

Everything around the model: retrieval, streaming, rate limits, and fallbacks, so quality, latency, and cost hold up as usage grows.

Infrastructure

Kubernetes, networking, and self-hosted services. AI systems are only as reliable as what they run on, so I like owning that layer too.

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About

Hey, I'm Harshal, a software engineer based in Pune. These days I spend most of my time on AI agents and the systems that let them scale: agents that take real actions, and the infrastructure that keeps them fast, observable, and affordable once real users show up.

Before joining Unravel, I was a Software Engineer at rtCamp, and I've worked across the stack at startups like S20.ai, Hypersift.ai, Soundverse.ai, and Jiibs. At S20.ai, I built Copilot Feeds, an end-to-end camera copilot that analyzes RTSP streams with VLMs and raises real-time alerts. At Soundverse.ai, I helped ship audio processing tools to over 20,000 users.

Outside of work, I tinker with my homelab and self-hosted services, and contribute to open source. It's the best way I know to learn how systems behave under the hood. My side projects usually land somewhere between AI and infrastructure, like genie, an AI-powered CLI written in Go, and K8s Preview, which spins up ephemeral Kubernetes environments in seconds.

I'm a Computer Science graduate from Vellore Institute of Technology, specializing in IoT. I've written about React, Next.js, and AI tooling for Codeparrot.ai and as a freelancer, led project teams at IET-VIT, and won hackathons like YANTRA Hack-Track. Let's connect and build something meaningful together!

GitHub Contributions

GitHub ContributionsNovDecJanFebMarAprMayJunJulAugSepOct
5,585 contributions in 2025 on GitHub.
Less0 contributions1 contributions2 contributions3 contributions4 contributionsMore

Stack

Python iconTypeScript iconGolang iconClaude iconGemini iconDocker iconKubernetes iconLinux iconTraefik iconCaddy iconCloudflare iconAWS iconGoogle Cloud iconRedis iconNode.js iconReact iconTailwind CSS iconJavaScript iconMongoDB iconMySQL iconGit iconPHP iconWordPress icon

Blog

Experience

Unravel

Unravel

  • Building AI agents and production AI systems, taking them from a first useful workflow to software that holds up at scale.
  • Working across evaluation, tracing, and the infrastructure that keeps quality, latency, and cost in check as usage grows.
AI AgentsLLMsEvalsObservabilitySystem DesignScalability
rtCamp

rtCamp

S20.ai

S20.ai

Hypersift.ai

Hypersift.ai

Codeparrot.ai

Codeparrot.ai

Jiibs

Jiibs

Soundverse.ai

Soundverse.ai

Education, volunteering and freelance writing are on the resume

Projects(10)

Built the software and analytics layer for an on-premise industrial IoT platform, ingesting machine telemetry over MQTT for up to 50 machines across two plants. Used MySQL with customized NocoDB and Metabase dashboards for process monitoring, and managed the self-hosted infrastructure end-to-end with Caddy, Cloudflare, service networking, and automated backups for reliable on-premise operation.

MQTTMySQLNocoDBMetabaseCaddyCloudflareIoTSelf Hosting

genie is an AI-powered CLI written in Go. It helps with everyday terminal work, like file management and system information, and explains what's going on along the way. It can also generate images and music and scrape websites, using OpenAI or Gemini models.

GoCobraOpenAIGeminiCLIAI

Certs(10)