Sagar Kant · AI/ML Lead

LLM systems that earn their autonomy.

I design and ship agentic AI end to end — copilots that plan their own investigations, act only behind human approval gates, and leave an audit trail for every answer. Built cloud-native on GCP, run with real cost discipline, and documented in the open.

View my work Get in touch

Abstract illustration of signals flowing through a guarded AI system to human approval

About

I build AI systems end to end—from classical machine learning to deep learning to LLMs and agents. Twelve years of shipping production systems across logistics, automotive, cybersecurity, and enterprise IT. I lead teams through uncertainty and design systems people actually trust. Happy to collaborate.

Featured

Products and writing

Browse everything

Product2026

ShopFloor Copilot

A manufacturing operations copilot that plans its own investigations, writes guarded SQL against a 16-table plant database, and never acts without human approval. Gemini on Vertex AI, full audit trail, hard-kill cancel.

View

BlogJul 2026

How I let an LLM write SQL against my database — safely

The four-layer guardrail behind ShopFloor: AST whitelisting, read-only execution, schema-first tool contracts, and an audit trail for every statement.

View

Product2026

TenQ — Equity Research Copilot

An MVP concept and system design for grounded equity research over SEC filings: answers cite the exact 10-K/10-Q passages instead of relying on model memory.

View

Have a project in mind?

I'm always open to discussing AI strategy, product architecture, advisory roles, or speaking opportunities.

Start a conversation