biswash-kunwar· onlineEmail me
Springfield, MO · open to interesting problems

Biswash
Kunwar

AI Engineer

I build AI agents, data pipelines and the cloud plumbing that keeps them honest.

0+years shipping
0%text-to-sql accuracy
0+weekly transactions
0×AWS certifications
agentportfolio-agent · run #001◌ running
you ›
4 tool calls524ms in toolssimulated run
01 · trace

Every role, as spans in one long-running trace.

Oct 2026 – Present
  • AI agents and Slack copilots that answer ops and client questions from live warehouse data
  • ShipHero → BigQuery data pipelines on GCP Cloud Run, Cloud Functions and Cloud Scheduler
  • Monorepo + GitHub Actions deploys with Workload Identity Federation, shipping only what changed
  • MCP servers and a shared agent context layer across Claude Code, Cursor and Codex
02 · tool registry

Things I’ve built, registered as tools.

verirag(query: str) → VerifiedAnswer

Verified RAG

Multi-agent RAG with a 3-node LangGraph pipeline (retriever → answerer → critic) for independent verification. Dockerized FastAPI on AWS App Runner; ~850ms p50, 8/10 regression evals passing.

LangGraphFastAPIDockerApp RunnerPython
▸ run source ↗
loanflow_ai(application: Docs) → Decision

LoanFlow AI

Multi-agent loan evaluation: document processing, deterministic risk scoring and generative-AI decision explanations.

Next.jsFastAPIPandasML
▸ run source ↗
1m_rps(req: HttpRequest) → 267K rps

High-Throughput Java Service

Java 21 + Spring Boot 3 service benchmarked at 267K RPS across a 3-JVM cluster. Write-behind Redis cache (<1ms writes) with async PostgreSQL durability on virtual threads: 5× over synchronous writes.

Java 21Spring Boot 3GraalVMRedisPostgreSQL
▸ run source ↗
saab(code: Snippet) → Robust[Verdict]

SAAB Framework

SHAP-guided adversarial defense for vulnerability detection (ITNG 2025, Springer). Attack success rate 86% → 0% while holding 85%+ clean accuracy.

PythonBiLSTMSHAPSVM
▸ run source ↗
impressq(event: Impression) → Ack

ImpressQ

Go + AWS serverless impression pipeline: idempotent composite-key writes, a DLQ, and full Terraform IaC.

GoLambdaSQSTerraform
▸ run source ↗
offermart(item: NearExpiry) → Listing

OfferMart

AI-augmented marketplace for near-expiry goods with TensorFlow.js quality checks and dynamic pricing. Pilot cut food waste 25% and lifted conversion 30%.

Next.js 14TypeScriptPrismaTensorFlow.js
▸ run live ↗
classcraft(student: Id) → DegreePlan

Classcraft

Academic portal for course navigation and graduation planning for 9,000+ students, with a Selenium scraper against Ellucian Banner.

Next.jsReact FlowSeleniumOAuth
▸ run live ↗
clipper(vod: Stream) → Clip

Clipper

Twitch-style VOD and clips platform with HLS streaming, clipping and full keyboard accessibility.

ReactTypeScripthls.jsReact Query
▸ run live ↗
shoe_market(cart: Cart) → Order

Cloud-Native E-Commerce

Fully serverless shoe marketplace on AWS: Lambda + API Gateway, DynamoDB, S3, Cognito, Stripe, CloudWatch and GitHub Actions CI/CD.

LambdaAPI GatewayDynamoDBCognitoStripe
▸ private build
03 · capabilities

The stack, grouped the way I actually reach for it.

list_capabilities(domain="ai_engineering") → 9 results
Claude CodeMCP serversagent skills & hooksmulti-agent orchestrationLangGraphRAGtext-to-SQLOpenAI / Claude / Grok APIsSlack bots
04 · evals

Research, honors and the receipts.

PUBLICATION · ITNG 2025 · Springer

A Robust Adversarial Attack Framework for Enhanced Software Vulnerability Detection Systems

SHAP-guided test-time defense: BiLSTM + attention encoder, Platt-calibrated linear SVM and KernelSHAP attribution profiling to catch adversarial code edits without retraining the backbone.

HONORS
ICPC NA South 2024 · Louisiana State Champion
Gold Medal · Nov 2024

1st place, Division 1 (LSU Baton Rouge), 5-hour algorithmic programming contest.

Google Developer Group on Campus · ULM
Secretary · Sep 2024 – Present

Tech talks, coding sessions and hackathons for 250+ students.

Upsilon Pi Epsilon
Member · Nov 2024

Honor society for academic excellence in computing.

CERTIFICATIONS · 8
05 · handoff

Building something with agents or data? Let’s talk.