vicky-more@prod

$ whoami --verbose

Vicky More

Software Engineer — Backend & Distributed Systems · Applied AI & LLM Systems

I build scalable backend and distributed systems and the production LLM applications that run on them. Sole or lead engineer on 10+ internal production platforms — edge computing, real-time event pipelines, AWS media processing, and AI tooling.

Software Engineer @ Tickle Right EduventuresMumbai, India
Explore the system map ↓TRATOM case studyCortex deep dive

01Systems tour

scroll · each panel focuses one system

Four production systems, one at a time. As you scroll, the 3D model moves to the system you are reading about and lights up the parts it touches.

svc/tratom · operational

TRATOM — edge recording + AI video analytics

A distributed Raspberry Pi recording fleet for classrooms, plus a serverless AI layer that turns every recording into an automated quality, compliance and cost report.

  • 150+ concurrent classrooms, 300–500 GB/day over Wi-Fi-only networks.
  • S3-triggered AWS Lambda chain with DynamoDB idempotent job claiming.
  • Two GPT-4.1 Vision passes plus Whisper (Groq) transcription scored on a weighted, code-computed rubric.
read the case study →
svc/cortex · ongoing

Cortex — AI support assistant

A read-only assistant inside the admin panel: admins ask in plain English and get answers from live business data.

  • Tool-calling agent (FastAPI, OpenAI) with cost-efficient model routing.
  • Read-only PHP data tools behind HMAC-signed requests on a private Unix socket.
  • Panel permissions, personal-data masking, and an automated evaluation suite.
open the deep dive →
svc/uem · operational

UEM — Universal Event Mesh

Real-time event streaming and data replication between edge devices, production servers and dashboards.

  • Go WebSocket gateway with Ed25519 JWT auth, per-tenant topics and Protobuf framing.
  • MySQL binlog CDC through NATS JetStream into MongoDB — 1 Million+ change events.
  • Zero-loss recovery: acknowledged publishing with backpressure replays missed history after outages.
svc/prism · operational

PRISM — policy-driven access control

An RBAC + ABAC policy engine modeled on AWS IAM-style policy evaluation.

  • Deny-by-default enforcement with explicit-deny precedence and permission boundaries.
  • Real-time permission evaluation APIs with cached snapshots.
  • Audit logging for every access-control decision.

02System map

how the production systems connect

Four production systems and the infrastructure they share. Lines show how data actually moves between them — select any node to inspect it.

click or tap a node · or Tab + Enter

03Metrics

measured across production systems

platforms10+

Production platforms built as sole or lead engineer

uptime99.9%

Service uptime with zero-downtime deployments

latency−65%

Latency reduction via Redis caching and query tuning

events1M+

Change events replicated through the UEM CDC pipeline

sole or lead engineer · Tickle Right Eduventures · Apr 2023 — present

04Top projects

built at Tickle Right · owned end to end

  1. 01 / 05Tickle Right Eduventures · in production

    TRATOMEdge recording + AI video analytics

    Sole owner architecture → design → development → production

    Edge A/V recording across 150+ classrooms, plus a serverless multimodal-LLM analytics layer that turns every recording into a quality, compliance and cost report.

    Python · FFmpeg · OpenCV · GPT-4.1 Vision · Whisper · AWS Lambda · S3 · DynamoDB · ECR · Docker · FastAPI · MySQL · Android

    read the case study →
  2. 02 / 05Tickle Right Eduventures · ongoing

    CortexAI support assistant

    Sole owner architecture → design → development → production

    Read-only AI support assistant with tool calling, cost-efficient model routing and privacy guardrails — answers from live business data inside the admin panel.

    Python (FastAPI) · PHP · Next.js · MySQL · Redis · OpenAI API

    open the deep dive →
  3. 03 / 05Tickle Right Eduventures · in production

    UEMUniversal Event Mesh

    Sole owner architecture → design → development → production

    Event mesh on NATS JetStream with zero-loss MySQL binlog CDC into MongoDB — 1 Million+ change events replicated.

    Go · NATS JetStream · Protocol Buffers · MongoDB · MySQL CDC · Next.js · Prometheus · Grafana

  4. 04 / 05Tickle Right Eduventures · in production

    PRISMPolicy-driven access control

    Sole owner architecture → design → development → production

    RBAC + ABAC policy engine, deny-by-default, modeled on AWS IAM-style evaluation — with real-time permission checks and audit logging.

    NextJS · Python · MySQL · Redis · REST APIs

  5. 05 / 05Tickle Right Eduventures · in production

    More platformsalso designed and built end to end

    SDL (CDC + S3 backups), TLM (inventory & logistics), HRMS, and the unified CRM & BI platform.

05Stack

grouped by layer

  • Languages

    Python, PHP, Go (Golang), JavaScript, SQL

  • AI / LLM Engineering

    OpenAI API (GPT-4.1, Tool Calling), LLM Agents & Model Routing, Multimodal Vision LLMs, Whisper (Groq), RAG, Vector DBs, LLM Evaluation, Prompt Engineering, PII Masking & Guardrails

  • AI-Assisted Development

    Claude Code, OpenAI Codex, Google Gemini, GitHub Copilot — agentic coding, AI-assisted code review, refactoring, and test generation

  • Frameworks

    Laravel, FastAPI, Golang Gin, CodeIgniter, React, Next.js

  • Databases

    MySQL (Performance Tuning), Redis (Cache-Aside), MongoDB, SQLite

  • AWS & Cloud

    Amazon S3, AWS Lambda, AWS ECR, Amazon CloudFront, AWS IAM, AWS KMS, DigitalOcean, Linux (Ubuntu)

  • Distributed

    WebSockets, NATS JetStream, CDC (MySQL Binlog), Event-Driven, Redis Pub/Sub, Microservices, Edge Computing

  • Architecture

    System Design, REST APIs, RBAC, ABAC, IAM-style Policy Engines, Idempotency, Tenant Isolation

  • Observability

    Prometheus, Grafana, Health Checks, Monitoring Dashboards

  • DevOps / CI-CD

    Docker, AWS ECR, GitHub Actions, Bitbucket Pipelines, Nginx (LB + proxying), Git

06Experience

uptime log

Apr 2023 — Present

Tickle Right Eduventures Pvt. Ltd.

Software Engineer — Backend & Platform · Mumbai, India

  • Sole or lead engineer across 10+ internal production platforms — HRMS, RBAC, logistics, CDC, A/V recording, and analytics.
  • Built the company's applied-AI systems end to end — a multimodal video-analytics pipeline and a tool-calling AI agent — covering agent design, evaluation, privacy guardrails, and LLM cost control.
  • Designed distributed edge-cloud architecture (Raspberry Pi + DigitalOcean + AWS S3 + Docker + ECR) supporting 150+ concurrent classrooms processing 300–500 GB/day of A/V data over Wi-Fi-only networks.
  • Built Go-based CDC pipeline streaming ~300 events/sec via Redis Pub/Sub with ~99.99% delivery reliability, eliminating all polling overhead.
Jul 2020 — Apr 2023

Reliance Jio Industries Ltd.

Executive — Enterprise Technical Support · Remote

  • Managed enterprise JioFiber B2B connectivity and high-priority technical troubleshooting across India.
Aug 2019 — Jun 2020

Wipro Ltd.

Associate — Customer Care Executive

Open a channel.

Open to Software Engineer II roles in backend, distributed systems, and applied AI.