Software Engineer · AI/ML

Building production
AI systems.

I take AI product ideas from architecture to reliable software—combining agent workflows, backend engineering, infrastructure, and deployment.

  • Agentic AI
  • RAG
  • AI Automation
  • Computer Vision
  • Speech AI
Current focusAgentic AI · RAG · Automation
Sunil Ghanchi in a navy suit

01 / Capabilities

Systems over
spectacle.

I work at the intersection of AI models, backend engineering, product requirements, and production infrastructure.

01

Agentic AI Systems

Supervisor-worker orchestration, tool calling, sub-agent delegation, streaming, retries, and checkpointing.

LangGraphLLMsTool calling
02

RAG & Document Intelligence

Ingestion, embeddings, contextual retrieval, structured extraction, validation, and evidence-grounded generation.

QdrantOCRVector search
03

Applied AI

Real-time computer vision, speech intelligence, recommendation workflows, and optimized edge inference.

YOLOWhisperTFLite
04

AI Product Engineering

Production APIs, asynchronous workflows, data systems, object storage, containers, and cloud deployment.

FastAPIDjangoAWS

02 / Selected work

Built for the
real world.

Selected production systems where the hard part was connecting intelligence to reliable workflows.

02 / Logistics · AccountingDocument intelligence

AI Document Processing
& Invoice Automation

Built document pipelines that transform unstructured invoices and business files into validated data and downstream actions.

System
Upload → separation → classification → OCR and extraction → verification → secure storage → ERP or CRM routing → notification.
Ownership
Document classification and extraction, OCR and LLM workflows, human review, scalable backend services, and integrations.
PythonLangChainGPT-4oTesseractAzure DIAWS ECSPostgreSQL
Freight invoice moving through classification, extraction, validation, review, and ERP integration
03 / Developer productivity
AI bug analysis workflow connecting an issue, code context, tools, retrieval, and resolution

BetterBugs AI

AI capabilities for bug reproduction, contextual analysis, and resolution assistance inside an intelligent developer platform.

OwnedDjango backend, MCP and OAuth integrations, LLM workflows, and vector database integration.
DjangoMCPOAuthChromaDBPostgreSQL
04 / Sales automation
Voice automation workflow connecting outreach, scheduling, email follow-up, and campaign processing

AI Calling System

Automated outbound calling and follow-up workflows connecting conversational AI to practical campaign operations.

OwnedCalling workflows, STT/TTS integration, email verification, meeting scheduling, and bulk CSV processing.
PythonDjangoSTT / TTSLLMsPostgreSQL
05 / Edge AI · Computer visionReal-time inference

Vision at the Edge

Optimized object detection and face recognition for constrained hardware, and built live surveillance workflows across multi-camera RTSP streams.

System
Face embeddings, people tracking, weapon detection, alert generation, and on-device model execution.
Ownership
RTSP integration, real-time monitoring, TensorFlow Lite optimization, and RK3566 NPU deployment.
OpenCVYOLOTensorFlow LiteRTSPRK3566 NPU
Embedded edge device running computer vision across multiple camera feeds
More product systemsExpand archive +
E-commerce

Product Classification ML

Multi-label categorization with confidence-based predictions, human review, inference APIs, and a retraining pipeline.

PyTorchHugging FaceFastAPIMLflow
Fashion technology

Fashion Companion AI

Wardrobe intelligence using authentication, purchase-history analysis, categorization, and personalized recommendations.

DjangoGoogle OAuthGmail APILLMs
Speech intelligence

Whisper Audio Pipelines

Server-side transcription with speaker diarization, identification, and word- and sentence-level timestamps.

WhisperSTTPython
AI fitness

Dance Analysis AI

Backend services for performance analysis, recommendations, AI avatars, speech services, and payments.

DjangoComputer VisionSTT / TTS

03 / Experience

Increasing
ownership.

A career built around taking larger parts of the product and engineering lifecycle into my hands.

Now
May 2026 — Present
ViitorCloud Technologies

Software Engineer — AI/ML

Building agentic AI orchestration, enterprise RAG and document intelligence, financial due diligence workflows, and the backend infrastructure that supports long-running AI execution.

Nov 2025 — Apr 2026
Linearloop Pvt Ltd

AI/ML Engineer — L2

Promoted to L2

Led AI projects from requirements and system architecture through development, deployment, production support, and mentoring—across surveillance and fashion technology.

May 2024 — Oct 2025
BetterBugs / Linearloop

Founding AI/ML Engineer

Built production AI backend services, intelligent developer tooling, MCP and OAuth integrations, vector workflows, and deployed speech intelligence pipelines.

04 / Technical stack

Tools chosen by
the problem.

Strongest in Python and AI backend engineering, with broad experience across the systems needed to ship.

01

AI Systems

LLMs · Agentic AI · RAG · LangGraph · LangChain · MCP · Prompt Engineering · Embeddings · Vector Search · Tool Calling

02

Backend

Python · FastAPI · Django · REST APIs · SQLAlchemy · Celery · PostgreSQL · MySQL · MongoDB

03

Data & Infrastructure

Qdrant · ChromaDB · Pinecone · Redis / Valkey · MinIO · Docker · Asynchronous Processing

04

Applied AI

TensorFlow · Keras · Scikit-learn · PyTorch · Hugging Face · YOLO · Whisper · OpenCV · OCR

05

Cloud & Delivery

AWS · Azure · GCP · GitHub Actions · CI/CD · Linux · Git · MLflow

06

Product & Automation

JavaScript · SQL · C++ · Java · Angular · Vue.js · n8n · Google APIs · Slack API

05 / About

Builder at the
full system level.

I’m an AI and product engineer who enjoys turning ambiguous problems into working systems. My best work happens where models meet backend logic, product constraints, and production infrastructure.

I care about understandable architecture, reliable execution, and building the review and failure paths that make AI genuinely useful—not just impressive in a demo.

Based inAhmedabad, India
EducationB.E. Computer Engineering
SAL College · 2020–2024

Awards at Linearloop

Above & Beyond · Jan 2025Jugaad King · Jun 2024

06 / Contact