Available for Building and Shipping AI Products

Shubham Poriya

AI Enthusiast & Agentic AI Builder

I build autonomous agents that actually work in production. No demos, no prototypes left to rot — just AI systems that handle real complexity with strict guardrails.

Currently at Lemay.ai, leading teams from prototype to production. Building Tax-Scout.ai on the side.

What I Do

I don't just build AI. I build AI that ships.

Autonomous Agents

Multi-agent orchestration that handles intake, validation, and iteration — with privacy guardrails that actually hold up under scrutiny.

Production RAG

Elasticsearch-powered Q&A systems in compliant environments. Not just retrieval — full pipelines with containerized inference.

Prototype → Production

I lead small teams (3-5 people) from messy idea to shipped product. High velocity, high autonomy, low bullshit.

Real-World Constraints

Enterprise-grade means working within strict operational limits. I build systems that are reliable, not just impressive in a demo.

Selected Work

Projects that made it to production

2023 - Present

Snowshoe.ai

Lemay.ai

Lead Developer and Project Manager for a production RAG-powered Q&A system. Elasticsearch backend, containerized inference pipelines, deployed in a highly compliant environment.

RAGElasticsearchDockerTransformers
2024

AI-Driven EdTech POC

Lemay.ai

Built a learning assistant with a validation agentic workflow — it autonomously evaluates and iterates on generated lesson plans. Teaching AI to teach.

Agentic WorkflowsLangGraphValidation
2024

Reinforcement Learning — Path & Survivability Optimization

Lemay.ai

Trained a PPO (Proximal Policy Optimization) agent to optimize pathfinding and survivability through cold-terrain environments — designed the reward function, state representation, and training loop, and tuned for stable convergence.

Reinforcement LearningPPOReward Design
2023

Autonomous Intake Agents

Lemay.ai

Led a team of 5 building autonomous intake agents for sensitive data. Templated logic, strict privacy guardrails, and the kind of reliability you can actually stake your reputation on.

PythonGenAIPrivacy Guardrails
2023

SR&ED Classification Tool

Lemay.ai

AI-powered tool deployed on GCP that automates technical discussion analysis for tax eligibility. One-shot prompting that actually works.

GCPPrompt EngineeringClassification
Currently Building

Side quests that became real products

Tax-Scout.ai

The AI platform built for Canadian tax professionals. Four AI agents handle the entire workflow so you can focus entirely on your clients.

In Developmenttax-scout.ai

numaAI

An AI personal chief of staff that gives you decision assistance on finance, grounded in your own personal financial data.

Coming Soon
Toolbox

The stack that gets things done

AI & Agentic Systems

LangGraphCrewAIRAG PipelinesMulti-agent OrchestrationPrompt EngineeringGPT-4/OpenAIClaude 3.5HuggingfacePyTorchTensorFlow

Languages & Frameworks

PythonTypeScriptNext.jsReactAngularFastAPIDjangoSQL

Cloud & Infrastructure

AWS (EC2, S3, Bedrock)GCPDockerTerraformGitLab - GitHub CI/CD

Data & Backend

ElasticsearchPostgreSQLMongoDBNeo4jGraphRAGMLflow
Let's Talk

Got a project that needs to actually ship?

I'm always chasing the hard problems — the ones where AI isn't just a feature, it's the entire solution. If you're building something ambitious and need someone who thrives in complexity, let's talk.

Fueled by mass amounts of coffee. Powered by curiosity.