ANKIT

MUKHERJEE

SHOWCASEENGINEERCREATIVE
Ankit Mukherjee
MYSELF

FULL-STACKENGINEER&AISYSTEMSBUILDERCRAFTINGHIGH-IMPACTEXPERIENCES.

Watermelon cat

I LOVE CATS.

I BELIEVE THE BEST ENGINEERING HAPPENS WHERE EXTREME OWNERSHIP AND CREATIVE PROBLEM-SOLVING INTERSECT.

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SKILLS & TOOLS

SKILLS

TECHNICAL EXPERTISE
01

LANGUAGES

8 SKILLS
02

GENAI & ML

8 SKILLS
03

DATA & INFRASTRUCTURE

7 SKILLS
04

CLOUD & DEVOPS

5 SKILLS
05

FRONTEND & MOBILE

6 SKILLS
06

OBSERVABILITY

6 SKILLS
07

CERTIFICATIONS

2 SKILLS

EXPERIENCE

01

Software Engineer — Tech Lead

Jan 2026 - PresentSan Jose, CA

PartneredwiththeCEOtoleadtheSlackintegrationteamatthisAIstartup,shippinganomni-channelenterprisechatexperiencefromscratch.

Architected 12 API endpoints and 5 async workers that let clients query RAG-powered knowledge bases and ingest 100K+ messages into Weaviate. Enhanced a 44-node LangGraph pipeline with hybrid vector+BM25 search and multi-hop decomposition, cutting time-to-first-token by 40%. Built an LLM-as-judge evaluation framework with RAGAS metrics that improved answer quality by 30%, and deployed the full observability stack on AKS — reducing mean debug time by 60%.

01Designed 6 PostgreSQL tables with Alembic migrations, JSONB fields, and Redis deduplication for 99.9% reliability
02Built LLM-as-judge evaluation with 4 validators and cross-model ensemble judging with bias mitigation
03Containerized services via Docker for AKS, deployed OpenTelemetry, Grafana, Langfuse, and PostHog
04Boosted page load speeds by 25% across NestJS/TypeScript architecture with SSE streaming for real-time AI responses
05Primary code reviewer for full-stack PRs (FastAPI/Next.js), catching 15% of bugs pre-merge
IMPACT
0%
TTFT Improvement
0% ↑
Answer Quality
0% ↓
Debug Time
0K+
Messages Ingested
TECH STACK
PythonFastAPILangGraphWeaviateDockerAKSPostgreSQLRedis
02

Software Engineer — High-Scale Systems

July 2021 - July 2024Kolkata, India

SpearheadedaGenAIinitiativethatsecureda$12M+clientcontract,architectingaRAGpipelineusingAWSBedrockandLambdaforcomplexfallbackqueries.

Partnered directly with a Director to serve as Product Manager and Tech Lead for an internal enterprise platform used by 1,000+ users across 5+ major engagements. Built and scaled containerized microservices with Kafka messaging and DynamoDB, reducing latency by 40% while sustaining 300% traffic spikes. Engineered a secure revenue engine processing $1M+ annually with Stripe, integrated into a React/TypeScript frontend with 85% test coverage.

01Architected RAG pipeline with AWS Bedrock Knowledge Base and Lambda for intelligent fallback resolution
02Modernized deployments with IaC via CloudFormation, CI/CD in GitHub Actions, and CloudWatch for 99.99% availability
03Built containerized REST API microservices (Node.js, Docker, AWS ECS) with Kafka and DynamoDB GSIs
04Engineered Stripe-powered revenue engine processing $1M+ annually with React/TypeScript frontend
IMPACT
$0M+
Contract Value
0%
Latency Reduction
0%
Spike Buffer
0.99%
Availability
TECH STACK
ReactTypeScriptNode.jsAWS ECSKafkaDynamoDBStripeCloudFormation

WORK

SCROLL TO EXPLORE

STORY WEAVER

STORY WEAVER

GenAI / Full-Stack

FILMIC TECH

FILMIC TECH

Founding Engineer

FITFLOW COACH

FITFLOW COACH

AI / RAG

FITFUEL

FITFUEL

Fine-Tuned LLM

BREAST CANCER AI

BREAST CANCER AI

Deep Learning / XAI

AI ENGAGE

AI ENGAGE

Conversational AI

SPARK BENCH

SPARK BENCH

Distributed Computing

PALETTE SHIFT

PALETTE SHIFT

Computer Vision

DIGIT CLASSIFY

DIGIT CLASSIFY

Machine Learning

NEURAL NET

NEURAL NET

Deep Learning

ML FOUNDATIONS

ML FOUNDATIONS

Statistical Learning

STORY WEAVER

STORY WEAVER

GenAI / Full-Stack

FILMIC TECH

FILMIC TECH

Founding Engineer

FITFLOW COACH

FITFLOW COACH

AI / RAG

FITFUEL

FITFUEL

Fine-Tuned LLM

BREAST CANCER AI

BREAST CANCER AI

Deep Learning / XAI

AI ENGAGE

AI ENGAGE

Conversational AI

SPARK BENCH

SPARK BENCH

Distributed Computing

PALETTE SHIFT

PALETTE SHIFT

Computer Vision

DIGIT CLASSIFY

DIGIT CLASSIFY

Machine Learning

NEURAL NET

NEURAL NET

Deep Learning

ML FOUNDATIONS

ML FOUNDATIONS

Statistical Learning

STORY WEAVER

STORY WEAVER

GenAI / Full-Stack

FILMIC TECH

FILMIC TECH

Founding Engineer

FITFLOW COACH

FITFLOW COACH

AI / RAG

FITFUEL

FITFUEL

Fine-Tuned LLM

BREAST CANCER AI

BREAST CANCER AI

Deep Learning / XAI

AI ENGAGE

AI ENGAGE

Conversational AI

SPARK BENCH

SPARK BENCH

Distributed Computing

PALETTE SHIFT

PALETTE SHIFT

Computer Vision

DIGIT CLASSIFY

DIGIT CLASSIFY

Machine Learning

NEURAL NET

NEURAL NET

Deep Learning

ML FOUNDATIONS

ML FOUNDATIONS

Statistical Learning

EDUCATION

ACADEMIC BACKGROUND
University at Buffalo

UNIVERSITY
AT BUFFALO
(SUNY)

Master of Science
in Computer Science

Aug 2024 - Dec 2025Buffalo, NY

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