---
title: Operating principles — T Ngo
description: How I work — human-first, AI-enabled. Translation over prediction. Curious by habit.
url: https://hellotngo.com/principles
parent: https://hellotngo.com
---

# Operating principles

## How I work.

Human-first, AI-enabled: frontier models support the research, simulations, and publications behind the practice, while T provides the direction, judgment, and domain expertise.

## 1. Translation over prediction.

The job isn't to forecast. It's to translate what an insurance policy offers into capital and risk implications a capital allocator can act on.

*For example —*

- Collapse standalone insurance placements into master programs. Delivers scale for property insurance during construction and operation.
- Create a consistent methodology for sizing policy limits. Stays inside risk appetite without leaving capital on the table.
- Deliver security posting via surety bonds and surety-backed letters of credit. Reduces cost of capital.

## 2. Curious by habit.

The tools that help me translate keep changing. So I learn to build with whatever's new, see what it can carry, see what it can't, then revisit the question I was asking later.

In 2017: While learning about blockchain, I wrote a [LinkedIn article](https://www.linkedin.com/pulse/blockchain-insurance-conversation-future-thi-lee) imagining a conversation between me (in 2017) and a chatbot (2050 version of me). What felt radical in 2017 doesn't seem far-fetched given how far we have advanced with voice and image generation.

In 2020: I learned to build a Q&A chatbot as an experiment to earn the Microsoft Azure AI certification.

In 2022: ChatGPT 3.5 arrived and the steep learning curve began.

In 2023: Claude arrived.

The portfolio below is what's come out of the curiosity habit so far.

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[Full page](index.md) · [Portfolio](portfolio.md)

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T Ngo, ARM, RPLU · Risk Translator · Founder, Clean Power Whisperer®