FROM IDEATO IMPACT

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Trusted by teams shipping AI products· some secrets answer to meow

Aayush Rawat — cinematic portrait with blue and amber lighting

Stack & systems · BA completes the sequence

SKILLS · TOOLS · JARGON

Agents, MCP, backends, and the boring infrastructure that keeps production AI honest. Hover a chip for the short version.

MCPMulti-agent orchestrationTool-use & function callingRAG / vector DBsLangChain / LangGraphOpenAI · AnthropicWhisper STTElevenLabs TTSFastAPINode.js / NestMCPMulti-agent orchestrationTool-use & function callingRAG / vector DBsLangChain / LangGraphOpenAI · AnthropicWhisper STTElevenLabs TTSFastAPINode.js / Nest

PostgreSQL + RLSRedis · CelerygRPC / REST / WebhooksNext.js / ReactMulti-tenant SaaSDocker · CI/CDAWSObservabilityPrompt pipelinesWebSockets / realtimePostgreSQL + RLSRedis · CelerygRPC / REST / WebhooksNext.js / ReactMulti-tenant SaaSDocker · CI/CDAWSObservabilityPrompt pipelinesWebSockets / realtime

Spoken fluently · roasted daily · meow?

LANGUAGES I ARGUE WITH

A completely unbiased ranking of tools I use until they work, then blame when they don't. Hover for the roast notes.

HTML

0x01

Expert (allegedly)

Still the skeleton every 'AI app' secretly needs. Div soup optional, not recommended.

Sarcasm meter · calibrated weekly

CSS

0x02

Centering: recovered

Flexbox, Grid, and the occasional 3am fight with a 1px gap. Yes, I can center a div.

Sarcasm meter · calibrated weekly

JavaScript

0x03

Professionally chaotic

The duct tape of the internet. I write it carefully so future-me doesn't file a lawsuit.

Sarcasm meter · calibrated weekly

TypeScript

0x04

any? never heard of her

JS with a seatbelt. Types so the runtime errors arrive fashionably early — in CI.

Sarcasm meter · calibrated weekly

Python

0x05

Indentation evangelist

Where agents, scripts, and 'I'll just prototype this' all go to become production.

Sarcasm meter · calibrated weekly

FastAPI

0x06

Async & opinionated

Python that ships OpenAPI docs before you've finished naming the endpoint.

Sarcasm meter · calibrated weekly

React

0x07

Hooks & vibes

Everything is a component. Including my patience when someone nests 14 providers.

Sarcasm meter · calibrated weekly

Next.js

0x08

App Router fluent

SSR, RSC, and the sacred art of explaining caching to stakeholders in one sentence.

Sarcasm meter · calibrated weekly

Node.js

0x09

Event-loop whisperer

JavaScript on the server — because one language for everything sounded like a good idea.

Sarcasm meter · calibrated weekly

PostgreSQL

0x10

RLS enjoyer

Not a language, but it speaks fluent 'your multi-tenant SaaS depends on me'.

Sarcasm meter · calibrated weekly

Redis

0x11

Cache or chaos

Makes slow things fast until someone forgets a TTL. Then it makes mysteries.

Sarcasm meter · calibrated weekly

Docker

0x12

It works on my container

The polite way of saying 'works on my machine' in a résumé-friendly format.

Sarcasm meter · calibrated weekly

Selected work

FEATURED PROJECTS

Production systems spanning MCP tool layers, voice agents, clinical AI, and multi-tenant SaaS.

ProteinMutex

Computational mutation intelligence

Open platform that predicts how protein mutations affect structure, stability, and pathogenicity — with interactive 3D visualization and API access for research teams.

Problem: mutation effect prediction was slow and fragmented across tools
System: sequence → mutation → stability / pathogenicity pipeline with live 3D viewport
Outcome: researchers get clash, conservation, and pathogenicity views plus a batch API

PythonStructural AI3D VizREST APIUniProt/PDB

Nivio

Voice agent receptionist for clinics

Production STT → LLM → TTS voice agent that answers calls 24/7, books into PMS, triages emergencies, and recovers missed-call revenue.

Problem: clinics lose bookings when phones go unanswered after hours
System: composable voice pipeline with contextual memory and PMS booking tools
Outcome: 24/7 reception with analytics on recovery rate and ROI

Whisper STTGPT-4o / ClaudeElevenLabsDockerPMS

Hyegro CRM

AI-native CRM + ops — Sell, Deliver, Bill

AI-native CRM and operations platform covering Sell, Deliver, and Bill. Hyegro AI is the in-product agent/MCP co-pilot — lead scoring, deal insights, and tool calls so agents can read and write CRM records in real time.

Problem: CRM ops and AI co-pilots lived in separate silos
System: multi-tenant Sell/Deliver/Bill core with Hyegro AI as the MCP agent layer
Outcome: one platform for pipeline, delivery, billing, and agent tool-use with RLS tenancy

MCPFastAPINext.jsPostgreSQLCeleryRedis

Scanwise

Clinical AI for dental clinics

SaaS that automates DICOM ingestion, AI annotations, treatment suggestions, and patient communication for dental practices.

Problem: manual DICOM handling burned clinic staff time
System: automated scan ingest, defect detection, and treatment-plan suggestions
Outcome: ~70% less manual effort with a clinic dashboard for history and reminders

DICOMAI PipelinesFastAPIDashboardsComms

Pearl CRM

Industry-tuned CRM SaaS built end-to-end

Full CRM product with industry editions (travel, real estate, retail, insurance, hi-tech, education) — inbox, pipeline automation, payments, and white-label portals.

Problem: generic CRMs force every industry into the same vocabulary
System: shared CRM core with per-industry workflows and channel inbox
Outcome: travel-to-education editions with automation, reporting, and open APIs

Next.jsNode.jsPostgreSQLWebhooksMulti-tenant

Experience

WHERE I'VE SHIPPED

Full-time builds, founding work, and contract engagements with Mercor and Scale AI — logos pulled from their public brand assets.

Paramyter
06/2024 – Present
Founding
Founding Product Engineer
Noida, UP
- Architected Hyegro CRM + Hyegro AI — multi-tenant Sell/Deliver/Bill with MCP agent tool-use
- Shipped Next.js + FastAPI SaaS with Celery, Redis, and 99.9% uptime
- Built tenant schema management with PostgreSQL RLS
Mercor
03/2024 – 05/2024
Contract
Implementation Engineer
Contract-based
San Francisco, CA · Remote
- Contract role building healthcare automation via REST integrations — ~40% less admin overhead
- Shipped internal tooling for client onboarding and data sync under tight delivery windows
Scale AI
05/2023 – 02/2024
Contract
Developer, AI Training
Contract-based
San Francisco, CA · Remote
- Contract engagement evaluating LLMs for code, reasoning, and instruction-following (RLHF)
- Authored preference data and adversarial cases to harden tool-use reliability
Smartveda
01/2023 – 10/2023
Full-time
Backend Developer
Dehradun, Uttarakhand
- Laravel / Node APIs for e-commerce core
- Shiprocket, WooCommerce, Razorpay webhook pipelines
NK Energy Tech
05/2020 – 01/2023
Full-time
Web Developer
Gurgaon, Haryana
- Full-stack business apps with Node, React, MongoDB
- Payment gateways and performance work (~35% faster)

About

ENGINEER FIRST.
AGENTS IN PRODUCTION.

I'm a software engineer with 6+ years shipping full-stack and AI systems. Right now I focus on agent control planes — MCP servers, multi-agent workflows, and voice agents that plug into real business software. I care about latency, tenancy, and tools that agents can actually use in production.

Education(↑↑↓↓… if you know, you know)

BCA in Artificial Intelligence & Machine Learning

UPES, Dehradun · Graduated 04/2024

Vice Head — Community Student Chapter
Board Member — Open Source Club
Student Head — Microsoft Learn Student Ambassador Program

Contact · not in the form fields though

LET'S BUILD WHAT SHIPS

Open to AI agent / MCP / multi-agent engineering roles. Reach out — I usually reply within a day.

aayushrawatmain@gmail.com LinkedIn 𝕏@theaaayushrawat Download resume