453LABS · user operator · host 453labs
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453LABS

An operator who ships. Not decks, not concepts. Working products with live demos you can touch, three decades of enterprise tech turned toward agentic AI. Everything below is a real process, running now.

// formerly Piot Networks · founder Francis Kurupacheril
Running processes ps · 3 active
pidprocessstatusuptime
001 completionloop flagship LIVE agentic

An AI agent named Otto that places real phone calls, navigates payer IVRs, and turns each conversation into a structured, reusable Counterparty Graph. It predicts which calls will succeed, rewrites its own playbook mid-call when a payer changes the rules, and recovers denied revenue through appeals it knows will win. A working system you can watch make a live call.

cycle predict · call · learn · adapt · recover
002 offerwise / property analysis for homebuyers LIVE in prod

A solo-built SaaS that helps homebuyers understand a property before they make an offer, reading disclosures, flagging risks, and turning a stack of confusing documents into a clear picture of what you're actually buying. Shipped, in production, real users.

003 453labs.core / enterprise IoT for indoor agriculture HERITAGE 2016→19

Enterprise IoT for indoor agriculture. An integrated software-and-hardware platform that moved indoor grow operations off manual analog sensors and onto automated environmental control, a cloud dashboard for temperature, humidity, lighting, pH, and irrigation across multi-room and multi-site facilities, with predictive analytics on top. Built on a fault-tolerant, redundant distributed architecture (patent-pending) for near-continuous uptime.

designed for 25% lower operating cost · 25% higher yield model $1,000 / room / month, hardware + software + support
SF Bay Area · incubated at CMU VentureBridge advisor Prof. Ravi Thomas (CMU VentureBridge)

Proprietary work: fault-tolerant distributed systems and a Cloud Universal Controller for indoor agriculture, plus the hardware and UI/UX built for the grow market. I founded it, led it as CEO, built the dev team in India, and delivered an operation to an Oakland grow room.

Console type a command · try 'help'
operator@453labs · bash
operator@453labs:~$
quick: ls · open completionloop · whoami · contact · help
operator profile

I'm Francis Kurupacheril, a product executive with 29 years in enterprise technology, from telephony and VoIP to collaboration platforms, and into AI since 2018. Founder and CEO of 453 Labs (formerly Piot Networks). I built on-device speech technology at BabbleLabs, acquired by Cisco, where I've shipped AI platforms at global scale.

Currently open to founding product roles, Founding CPO or VP Product, in agentic AI. The processes above are the proof: I build and ship, I don't just spec.