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Aditya Gupta

@adityagupta15

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CTO building production AI agent systems for trading intelligence and enterprise healthcare automation.

India

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What I'm looking for

I want to build and ship production AI systems—agent orchestration, secure guardrails, and real-time intelligence—where I can lead technical architecture and iterate fast with a strong product mindset.

I’m an AI-focused CTO and co-founder who builds production-grade, multi-agent systems—turning LLM orchestration, retrieval, and real-time data into products people actually use.

At Causal Markets, I led technical strategy and full-stack execution for agentic analytics and trading intelligence, launching products that reached 100+ DAU and 524+ users within weeks. I also developed AI microtools for insider trading detection, copy-trading intelligence, and wallet analytics—reaching 1500+ users—while designing event-driven backends and orchestration pipelines for LLM agents.

Earlier, I shipped agentic healthcare and security workflows at John Snow Labs, including a multimodal extraction pipeline for research PDFs and an LLM-powered SQL QueryBot integrated with the OMOP database via MCP. I also designed a reinforcement-learning guardrails framework to detect and mitigate prompt injection attacks, and I scale orchestration using Pydantic-AI, OpenAI APIs, Hugging Face models, and distributed inferencing for reliable enterprise deployments.

Experience

Work history, roles, and key accomplishments

Current

Co-Founder and CTO

Current

Causal Markets

Jan 2026 - Present (5 months)

Built and launched AI-powered analytics and agentic automation for prediction market traders, reaching 100+ DAU and 524+ total users within weeks. Designed multi-agent orchestration pipelines and event-driven backend architectures, and developed three AI-native microtools serving 1500+ users.

AI Agents Multi agent orchestration Retrieval Augmented Generation (RAG)Event Driven Architecture Workflow Automation Real time Data Processing Backend Engineering

Jr. Data Scientist

John Snow Labs

Jan 2025 - Jan 2026 (1 year)

Developed an automated multimodal agentic pipeline for extracting images, tables, and text from medical research PDFs to improve downstream NLP and QA workflows. Built an LLM-powered SQL QueryBot for the OMOP medical database via MCP protocols, enabling natural language querying and real-time clinical insights.

MCP Protocols OMOP GuardRails PydanticAI RAG

Co-Founder and CTO

SummonLM

Aug 2025 - Dec 2025 (4 months)

Built and scaled AI-powered GEO automation and autonomous workflow systems, securing 15+ product development contracts within the first few months. Generated under $50K in early-stage revenue while leading end-to-end technical execution across LLM pipelines, retrieval systems, and scalable deployments.

Retrieval Systems Workflow Automation Scalability

ML Engineer

Nurix AI

Jul 2024 - Dec 2024 (5 months)

Developed and deployed an agentic LLM-powered chatbot, reducing query response time by 20% and improving customer experience. Built ETL pipelines with Airbyte (including a custom connector used across 10+ projects) and created a RAG-based API management framework achieving 95% accuracy.

LLM Temporal Conductor Airbyte Custom Connector Development RAG API Management