Full-stack AI engineer

AI systems, end to end.

I design agent workflows, product interfaces, distributed services, and cloud infrastructure that survive production.

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7+years shipping production systems
6d to 2hAI grading turnaround
93%grading accuracy across 5,000 students
1M+daily API requests supported

How I work

The model is one part of the product.

Useful AI needs product judgment, grounded retrieval, evaluation, resilient workflows, and infrastructure that can be operated after launch.

I work across that entire surface: from understanding a user's workflow and shaping the interface to designing asynchronous services, observability, deployment, and failure recovery.

Selected builds

Working software, not AI demos.

Independent projects exploring agent runtimes, retrieval, guardrails, and human-facing control surfaces.

Full-stack agent runtimeNext.js / FastAPI / PostgreSQL / Redis

Agent Orchestration Platform

Configurable agents, visual workflow templates, tool execution, runtime event mirroring, message history, and token-cost tracking.

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Guardrailed analytics agentPython / OpenAI / sqlglot / Streamlit

NL-to-SQL

Schema-aware SQL generation with intent classification, parsing, validation, caching, repair attempts, and automated tests.

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Self-hosted agentic RAGFastAPI / Qdrant / LangChain / LlamaIndex

Vidura

Production retrieval, memory, document grounding, and tool execution for contextual enterprise AI responses.

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Computer-use agentAgents / Docker / Local automation

SkyCUA

Controlled computer-use workflows that execute system tasks through containerized environments and explicit tool orchestration.

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Agent CLI and HTTP serviceGo / LLM tools / Persistent memory

GoClaw

A compact agent runtime for tool execution, multi-step reasoning, persistent memory, and external integrations.

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Experience

Systems ownership at every layer.

Remote product engineering across education, enterprise AI, payments, analytics, healthcare, and consumer platforms.

Jan 2025 to present Springboard AI grading, mentorship, workflow reliability

Software Engineer II, Full-stack

Builds AI-assisted education workflows and the distributed services behind grading, mentorship, and student support.

Reduced grading turnaround from 6 days to 2 hours at 93% accuracy across 5,000 students.

Jan 2024 to Nov 2024 TarkaLabs Self-hosted RAG, retrieval, multimodal ingestion

Technical Consultant

Delivered an enterprise agentic RAG platform spanning ingestion, hybrid retrieval, reranking, NL-to-SQL, NL-to-API, and evaluation.

Added RAGAS evaluation, PII filtering, prompt safety, output validation, and source-level traceability.

Jul 2023 to Dec 2023 Nagarro Payments, gifts, distributed transactions

Senior Software Engineer

Reworked high-volume gift and payment services using event-driven communication, Saga patterns, caching, and fault isolation.

Supported more than 1 million API requests per day while reducing cascading failure risk.

Jul 2021 to Jun 2023 Dentsu World Services Analytics, event ingestion, cloud data platforms

Software Engineer

Built Go and Python services, high-throughput event ingestion, external APIs, webhooks, and AWS processing pipelines.

Served 6,000+ daily users and more than 200,000 API requests per day.

Dec 2019 to Jul 2021 Cura Technologies Healthtech, Kubernetes, platform migration

Software Engineer

Built healthcare APIs, clinical reporting services, mobile functionality, and the platform migration to Kubernetes on AWS.

Created a Kubernetes operator for PostgreSQL provisioning, failover, and lifecycle management across 10+ hospitals.

Oct 2018 to Oct 2019 Tapchief / Relevel Product engineering, onboarding, real-time communication

Product Engineer

Shipped end-to-end features across backend APIs, Angular, React Native, WebRTC, and Twilio for web and mobile products.

Supported roughly 30,000 daily active users and 80 to 100 audio or video calls per day.

Technical range

One engineer across the product boundary.

AI systems

  • Agent workflows
  • Agentic RAG
  • Tool calling
  • Hybrid retrieval
  • RAGAS evaluation
  • Prompt safety

Product engineering

  • React
  • TypeScript
  • FastAPI
  • Django
  • Node.js
  • API design

Platforms

  • Go
  • Kubernetes
  • AWS
  • GCP
  • Terraform
  • CI/CD

Distributed data

  • PostgreSQL
  • MySQL
  • Redis
  • Qdrant
  • RabbitMQ
  • Snowflake

Build the difficult part

Need AI that works beyond the prototype?

I am interested in senior full-stack AI, backend platform, and product engineering roles where system ownership matters.

Email Ratnadeep GitHub profile Read resume