genai engineer · zato · bangalore

I build AI agents
that Not just demos.

Lakshay Kumar — GenAI Engineer at Zato. I design and ship multi-agent systems that plan, call tools, hold context, and recover from failure. Production-grade infrastructure for the agentic era.

see live agents let's talk resume
Building since '18
Agents shipped 12+
Talks delivered 15+
Based BLR · IN
loading agent · 3d scene
nexbot · v2.0
multi-agent orchestration retrieval augmented generation tool-calling pipelines vector search at scale langgraph · langchain · claude · openai agentic ops enterprise rag fine-tuned llms computer vision data engineering multi-agent orchestration retrieval augmented generation tool-calling pipelines vector search at scale langgraph · langchain · claude · openai agentic ops enterprise rag fine-tuned llms computer vision data engineering
[01] · capabilities

What I build.

/01

Multi-agent orchestration

Planner-executor architectures with hierarchical sub-agents that decompose tasks, call tools, retry on failure, and hand off between specialists.

langgraphclaudereacthandoff
topology · runtime
/02

Enterprise RAG

Production retrieval pipelines: hybrid search, re-ranking, multi-tenant access control, citation grounding. Pinecone, Qdrant, pgvector — whatever fits the latency budget.

qdrantpineconepgvectorrerank
retrieval · grounding
/03

Tool-calling APIs

Schema-driven tool surfaces. Type-safe argument validation, side-effect contracts, dry-run mode, audit logs. Agents stop hallucinating actions.

fastapipydantictypescriptopenapi
interface · contracts
/04

Agentic ops

Eval harnesses, prompt versioning, regression suites, observability. Agents need ops too — drift, regressions, and silent failures get caught upstream.

evalstracesversioningregressions
infrastructure · ops
[02] · live demo

Watch an agent think.

Lakshay's orchestrator

A planner-executor agent introducing me. Built on Anthropic Claude with a custom tool registry. Live, not pre-recorded.

runtime
claude-opus-4
topology
planner → executor
tools
14 registered
status
live
lakshay@agent · ~/orchestrator
claude-opus-4
$
12+
agents in production
8yrs
building software
15+
conference talks
1book
authored, published
[03] · selected work

Agents in production.

all agents
live — 001

DocIQ

Multi-tenant document intelligence platform. Agentic RAG over enterprise contracts, invoices, and technical specs. Hybrid retrieval, structured extraction, citation-grounded answers.

claudelanggraphqdrantfastapipostgres
shipped — 002

OMS-v1 Copilot

Order management copilot. Natural-language operator agent: queries inventory, flags exceptions, drafts vendor emails, schedules dispatch. Replaces 60% of ops handoffs.

openaitool-callingpostgresreactredis
research — 003

AI Battlefield

Adversarial multi-agent simulator. Two agent armies negotiate, deceive, and cooperate over a shared world model. Tests alignment failures under self-play pressure.

claudemulti-agentsimulationpython
ongoing — 004

ERP-v1 Layer

Agentic interface bolted onto a legacy ERP. Conversational queries, audit-grade actions with confirmations, role-aware tool routing. ERP becomes typeable, not clickable.

langgraphfastapipostgresnext.js
[04] · beyond code

Writer, speaker, mentor.

/book

From Data to World

Author of From Data to World — 5 Real-life Secrets with Data Science. A grounded, story-first take on what data actually does once it leaves the notebook.

author2023
read →
/talks

Speaker · 15+ talks

Microsoft Reactor · ThoughtWorks · Solapur FOSS · TinyML · AI Unleashed · panel discussions on GenAI, edge computing, and agentic AI.

genaiagentstinymliot
all talks →
/community

Microsoft MLSA · Atria Foundation

Microsoft Learn Student Ambassador — community-led GenAI workshops. Project Manager at Atria Foundation, launching projects to make quality education accessible.

microsofteducationworkshops
mentoring · community

Want to compare notes on agents?

Always happy to chat about agents, RAG, or shipping LLMs in production. Tech discussions, mentorship, or talks.

schedule a call [email protected]