AI · 2026
AI Concierge
A conversational concierge for hotels and co-working spaces. Guests ask in plain language; the agent handles bookings, local recommendations and service requests, and hands off to staff when it should.
Associate Software Engineer · Contentstack
I turn language models into working software.
Full Stack & AI Engineer. I build the agents, tools and interfaces that sit between an LLM and the people who depend on it, from the model call to the pixel.
agent · reaction-to-ticket live
▸reaction_added :ticket: in #eng-bugs
▸reading thread · 14 messages
▸drafting ticket · claude
▸jira.create ENG-1432 "Login fails on Safari 17"
▸replying in thread with link
✓done in 2.1s
Work
Selected projects
AI · 2026
RAG Knowledge Assistant
Ask questions over your own documents and get answers grounded in them. Files are chunked and embedded into a vector index, and every answer cites the passages it came from.
App Development · 2025
Selfocare App
Selfocare is designed to simplify your health and lifestyle management while living in hostels or managing a busy schedule. It’s more than just a fitness tracker—it’s your personal health assistant packed with features to keep you informed, active, and in control.
CMS DEVELOPMENT · 2023
CLIENT CLOUD SERVICE
Unlock your Easy Customer Management Service with the vibrant fast moving trends! 🎨✨ Dive into a world of endless possibilities and let your creativity soar. #TECHDRIVENSOLUTION
Lab
Agents, tools and experiments
Smaller things I'm building around language models. Some are shipped, some are half-finished on a branch.
- Planned
Contentstack MCP Server
An MCP server that exposes CMS entries, assets and workflows as tools, so Claude and Cursor can read, draft and publish content from inside the editor.
TypeScript · MCP · Contentstack SDK
- Shipped
Reaction → Ticket
React to a Slack message with an emoji and an agent reads the thread, drafts a Jira ticket with Claude, files it and replies with the link.
Next.js · Slack API · Jira · Claude
- Prototype
Agentic Workflow Builder
Drag-and-drop nodes for API calls and LLM steps, wired together on a canvas. Trigger a run manually or from a webhook and watch each node execute.
React Flow · Node.js · OpenAI
- Planned
Agent Eval Harness
Replay recorded agent trajectories against a rubric, grade them with an LLM judge, and track regressions per prompt version in a small dashboard.
Python · Next.js · Claude
Writing
Latest articles
Jun 23, 20269 min readAug 28, 20252 min readJul 2, 20254 min read
I Turned a Slack Emoji Into a Jira Ticket: Here's How
How I built a bot that turns a single Slack reaction into a finished Jira ticket. It covers the architecture, the lessons that cost me the most time, and the sandbox limit that shaped the design.
When curiosity Struck, I ended up building a workflow builder.
A few days ago, I stumbled across Reactflow and thought, “Can I make something like n8n?” Fast-forward a bit, and now I’ve got this builder where you can drag nodes around for API calls and AI tasks, trigger them manually, or even hit an endpoint to kick things off.
From TechSurf to Contentstack: Aditya's Journey
In the tech world, sometimes your work speaks louder than your résumé. That’s exactly what happened when I, Aditya Nikunj Shah, won the TechSurf Hackathon—an achievement that not only validated my skills but also opened the door to an amazing opportunity at Contentstack. Here’s a full breakdown of my interview experience, how I got the chance, and what you can expect if you're aiming for a role at Contentstack—either through hackathon recognition or college placement.