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lavkumarv/README.md

Hi, I'm Lav 👋

Backend & AI systems engineer — I take AI agents from pilot to production: architecture, MCP integrations, reliability, and the security review most deployments skip. Independent security researcher since 2018.

10+ years shipping · 400K+ user platform scaled · 1M+ user scheduling SaaS · 10+ engineers led

AI agent work

  • 🤖 Built production AI agents: a crash-triage agent that root-causes incidents and opens PRs, and Brendon AI — a RAG coaching avatar with an in-house feedback engine serving 400K+ users
  • 🔐 Reported 3 vulnerabilities in AWS MCP servers — all accepted, disclosure in progress
  • 🧰 Building memory-blackbox — append-only memory provenance for AI agents: reconstruct what an agent knew, when, and why it acted
  • ✍️ Writing on MCP auditing, agent forensics, and pilot→production engineering → blog

Track record

  • 🏗️ GrowthDay (lead engineer, 2021–2026) — 400K+ active users, 4.8★ iOS, 10K+ concurrent live viewers, 99.99%+ crash-free; hired and led the engineering team
  • 📅 Appointy (2015–2021) — scheduling SaaS for 1M+ users; SaaStack framework (load 15s → <1s); delivered at Google (REWS) and Telefónica
  • 🏥 UChicago Medicine, Summit Health / VillageMD (via Toptal, 2023–2026) — HIPAA-compliant analytics, BigQuery, Salesforce personalization
  • 🛡️ 100+ companies acknowledged my security research — AT&T, Opera (Hall of Fame), Airwallex, Check24, University of Michigan, and more

Skills

AI agents & LLM systems — where I spend my time now agent architecture MCP — servers, clients & security tool use / function calling RAG pipelines vector search LangGraph LLM evals & observability agent forensics & provenance prompt injection defense OWASP LLM Top 10 Claude & OpenAI APIs context & cost engineering

Core backend — the decade underneath Go C#/.NET Node.js/TypeScript Java gRPC + Protobuf microservices & DDD Kubernetes · Docker · Istio GCP · AWS · Azure PostgreSQL · Redis · Elasticsearch · MongoDB RabbitMQ · NATS · WebSockets payments: Stripe · Square · PayPal · Apple Pay · Authorize.net OAuth2 · JWT · SAML · LDAP · Keycloak

Full inventory (everything I've shipped with, by category)
Category Skills
Languages Go, C#, Java, JavaScript/TypeScript, SQL, GraphQL, Bash, HTML/CSS
AI / agents Agentic AI, LLM integration, MCP, RAG, LangGraph, embeddings & vector search, eval pipelines, agent security
Frameworks gRPC, .NET 5/Core, Spring Boot, Express.js, OAuth 2, JWT, Ory Hydra
Architecture Microservices, DDD, REST, serverless, scalable architecture, sharding, load balancing, telemetry, software design patterns
Cloud & infra GCP, AWS (ECS), Azure, Kubernetes, Docker, Istio, NGINX, IIS, Jenkins, Linux, Windows Server
Storage PostgreSQL, SQL Server, MySQL, MongoDB, Redis, Memcached, Elasticsearch
Messaging & realtime RabbitMQ, NATS, WebSockets
Payments Stripe, Square, PayPal, Apple Pay, Authorize.net — subscriptions, billing, monitoring
Identity & security OAuth/OAuth2, SAML, JWT, LDAP, Keycloak, Identity Server, Azure AD, web/cloud/infra security, secure code review
Integrations Twilio, Mixpanel, Google Analytics, Sentry, OneSignal, Pushwoosh, Zapier, Zoho CRM, Airtable, Kajabi, LearnWorlds, Cisco TMS
Tooling Git, Jira, GoLand, IntelliJ IDEA

🎓 MTech Cyber Security · 🛡️ Claude Certified Architect — Foundation (Anthropic, 2026) · ⚡ Toptal verified (top 3%)

Get in touch

Contract work — AI agents → production, MCP/agent security reviews · Senior/staff roles — for the right team.

🌐 Website & writing · 💼 LinkedIn · ⚡ Toptal · 📫 [email protected]

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