AWS · ML SpecialistAWS · Cloud Practitioner
PORTFOLIO © 2026AI ENGINEER GENERALIST 0→1 BUILDERBASED IN INDIA REMOTE
~/akshay $ whoami

I BUILDAI PRODUCTSFROM SCRATCH.

Ideation → AI → backend → infra → SEO → ship. End to end, often solo.

 GENERATIVE AI NLP-TO-SQL FULL-STACK AWS + GCP AGENTS SHIPPED SOLO  
~60%
inference cost cut
12+
GenAI systems shipped
1,000+
colleges in my data engine
300+
DB tables automated
3+
yrs shipping prod GenAI
// 01 — about

A Generalist
Who Ships.

I'm most at home taking a blank repo to a live product. In nearly every role I've been the sole founding engineer — I built ProfSam, my family's ed-tech company, entirely solo, and shipped 12+ production GenAI systems. I live deep in Generative AI and stay fluent across AWS & GCP. What I like most is the whole arc: ideate → build → ship → measure.

01
Ideate & design
0→1 product + UI/UX
02
Build the AI
LLMs · RAG · agents · NLP-to-SQL
03
Backend & data
Python · serverless · ETL · OCR/ML
04
Cloud & infra
AWS · GCP · CDK · multi-cloud
05
Ship & grow
SEO · launch · lead the team
// 02 — flagship · built solo
◆ solo · end-to-end

PROFSAM — an ed-tech company, built from scratch.

My father's education company. I designed and built the entire thing — marketing site & SEO, a CBSE learning platform, an AI admissions chatbot, an AI video studio, the data pipelines, and all the cloud infrastructure underneath. One person, every layer, all live.

16k new users ▲234%277k events ▲1,584%1m 31s avg engagementorganic-search · India · US · Chinalast 90 days · GA4
Marketing site & SEOLIVE

Next.js + Sanity CMS, dynamic sitemaps, JSON-LD, TNEA cutoff tools.

ScoreLab platformLIVE

CBSE Class-12: 1,500+ MCQs, multilingual video, notes, flashcards, progress.

AI admissions chatbot

Natural-language → SQL over 1,000+ colleges & 150k+ seats.

AI video studio

Vertex AI Veo 3.1, keyless AWS↔GCP auth, Fargate rendering.

College data engine

Merges 4 sources into Postgres + OCR (YOLOv8 + PaddleOCR).

Content automation

Sheets-driven pipeline → S3/YouTube, scrapers, OCR.

Next.jsSanityVertex AIPostgresFargateYOLOv8PaddleOCR
$ cd ~/work

Selected Work.

// product names abstracted — built under employer IP
PRODUCTIONQuantum Strides · sole AI engineer

NL-to-SQL Facility Intelligence Platform

Natural-language → SQL over 20+ facility schemas; schema retrieval → few-shot prompt → Claude → Postgres, with semantic caching & model routing.

~60% cost cut · 300+ tables
BedrockLambdaRDSRedisCDK
PILOTQuantum Strides · sole engineer

Agentic Walkthrough Assistant for Enterprise IWMS

An agent that autonomously learns a customer's asset-management system; browser automation drives the live UI while Claude maps it into a Neo4j + Pinecone graph; code-enforced never-mutate safety.

2.7× faster extraction · 300+ tests
LangGraphNeo4jPineconePlaywright
PRODUCTIONQuantum Strides · sole AI engineer

Multi-Tenant White-Label AI Chatbot

WebSocket → router → per-tenant vector KB → Claude synthesis; embeddable widget, self-serve onboarding, tenant isolation & PII redaction.

Zero-downtime blue/green · full tenant isolation
API GW WSQdrantDynamoDBCloudFront
POCR&D prototype · GCP

Streaming Multilingual Voice Agent

Audio → Chirp STT (auto language detect) → Gemini Flash → Journey TTS, streamed; generation starts on interim transcripts.

<1.5s end-to-end · 10+ languages
Vertex AIGeminiCloud RunPub/Sub
// 03 — cost lab

THE ~60% STORY.

Drag the controls — watch the cost drop, the way semantic caching + model routing did it for real.

~/cost-lab — control.sh
Monthly queries100k
% semantically cacheable35%
Cache hit-rate60%
Model routing
estimated monthly inference cost
$1,240$495/ mo
Baseline · all-Sonnet, no cache$1,240
Optimized · cache + routing$495
60%cost reduction
21k
cache hits saved
43.5k
cheap-model routes
$4.95
$ / 1k queries

Real design: Redis semantic cache on sentence-transformer embeddings + Claude Haiku for lookups, Sonnet for complex analytical SQL with dry-run validation.

// 04 — watch it work

WATCH THE AGENT WORK.

An agent that learns an enterprise IWMS by driving its live UI — safely.

iwms.enterprise.app
agent driving
awaiting navigation…
DetailsAssetsSchedule
Work Order — New#WO-draft
Priority *
High
Asset *
Chiller-04
Location
Block B · L2
Requested by *
ops@…
Due date
2025-08-01
Status
Open
Line items · sub-grid
Filter replacement×2
Coolant top-up×1
CancelSubmit
24 fields · 3 tabs · 2 sub-grids
→ schema written · Neo4j + Pinecone
agent
agent-trace · enterprise-iwms● replay
00:00.0THINK
00:00.0 / 00:14.2

⛔ Code-enforced (not prompt-based) never-mutate guard, verified live in production. Cut per-form extraction ~2.7× (≈20→7 min).

// 05 — capabilities

The Whole Stack.

// genai & llms
Fine-tuning LoRARAGNLP-to-SQLMulti-agentRLHF
// frontend & product
Next.jsReactTypeScriptTailwindUI/UXSEO
// backend & infra
PythonAWS CDKLambdaDynamoDBPostgres
// cloud & ml
BedrockSageMakerVertex AIVeo 3.1YOLOv8
// frameworks
LangChainLangGraphPyTorchHF Transformers
// data & vectors
QdrantPineconeNeo4jRedisBigQuery
// automation
Sanity CMSffmpegSeleniumOCRGoogle APIs
// ways of working
TDDCI/CDCost-awareTeam lead
// 06 — certified
ML
AWS Certified Machine Learning — Specialty
SPECIALTY✓ verified
CP
AWS Certified Cloud Practitioner — Foundational
FOUNDATIONAL✓ verified
// 07 — experience
JUL 2025 — PRESENT

AI & Automation Engineer

Quantum Strides LLC · Remote

Sole founding engineer of the flagship platform; scaled engineering by recruiting & leading a 5-dev team.

MAY 2023 — JUL 2025

Senior GenAI/ML Engineer → AI/ML Engineer

Rapyder Cloud Solutions · Bangalore

Led the GenAI practice (7 engineers); 12+ production systems; 17% avg efficiency gain.

FEB — MAY 2023

Generative AI Intern

NimbleWork (Digité) · Bangalore
// 08 — writing

Notes & Build Logs.

View all posts →
$ now
LIVE

Scaling my flagship platform to its next release while leading a 5-dev team, growing ProfSam & ScoreLab, and going deeper on agentic systems. Open to ambitious 0→1 problems.

// 09 — how this site is built

BUILT TO ITS OWN STANDARD.

// lighthouselive · via PageSpeed Insights
0
Performance
0
Accessibility
0
Best Practices
0
SEO
// core web vitals
LCPGood
0.9s
CLSGood
0.00
INPGood
80ms
// the stack
Next.jsTypeScriptTailwindGSAPLenisVercel
// seo checklist
  • SSG / ISR pre-render
  • JSON-LD (Person + Article)
  • sitemap.xml + RSS
  • dynamic OG images
  • semantic HTML + WCAG AA
  • Core Web Vitals green
$ ./let-s-talk

Let's Build
Something.

Hiring, collaborating, or curious how I'd approach your problem? I reply to everything.