AI Relay by Ivan Le
Ivan Le  /  AI Relay, Ho Chi Minh City

Ask one question. A quiet team of AIs works it out together.

I work in office leasing in Ho Chi Minh City. Behind my desk, a few AI models share one notebook of skills, check each other's work and return one careful answer. Scroll down and watch a question travel through them.

  • 10shared skills
  • 109free models scouted this week
  • 7roles, all on free models
How it works

Follow one question from start to finish.

An example run with the free team that partners use. The model names are this week's picks from the scout and change as better free models appear.

A partner, a dispatcher, the shared skills notebook and three helpers: researcher, drafter and critic PartnerGoogle sign-in Shared skillsone notebook for all Dispatchergemini-3.1-flash-lite Researchergemini-3-flash Drafterglm-4.7-flash ! ok Criticnemotron-3-ultra
Partnersigned in with Google
Which Grade A buildings in District 1 have more than 500 sqm available this quarter?
Skills attached
cre-market-reportivan-human-writing
Dispatcherplan
lane research
roles researcher, drafter, critic
skills market report, house writing
audience partner, free team only
care sources and dates required
Researcher
I've pulled this quarter's availability from the Office Ledger. Four buildings match.
Drafter
Thanks. I'll set it out as a short table: building, space available, average asking rent.
Researcher
One note: the space figures are net lettable area. Worth saying so.
Critic
Row three says median rent. We write average asking rent.
Drafter
Good catch. Fixed, and the NLA note is in. Sending it back.
Answerexample run

Four Grade A buildings in District 1 list more than 500 sqm this quarter.

A real reply shows building names and figures from the Office Ledger, each with its source and date.

Researcher, drafter and critic   2 skills   1 correction
01

A partner asks.

Someone researching the market signs in with Google and types a question in plain words. No prompt tricks and no setup.

02

A dispatcher reads it first.

A small, quick model decides who should work on it, which skills they need and how careful the answer must be. It writes a short plan, then steps aside.

03

The right skills travel with the task.

Every helper reads from the same notebook: how I write a market note, which terms CBRE and JLL use, what must stay private. Only the pages that matter come along.

04

The helpers talk it through.

A researcher finds the facts, a drafter shapes them, and they compare notes as they go. Each seat runs on a free model, chosen on merit every week.

05

A critic reads it before you do.

A third model checks the draft against the house rules. This is where the small things get caught: a wrong term, a missing source, a number without a date.

06

One clear answer comes back.

You receive a single reply with its sources and dates. Partners work with this free team. When I sign in, Claude and GPT join as lead and deputy for the work that needs them.

The team

Every seat, and who holds it this week.

Two seats are kept for me. The rest go to the best free model of the week, and when a seat is busy the next model in line steps in.

Lead

Plans the work and reads the final version. Joins when I sign in.

Claude
on call for Ivan

Deputy

Builds, edits files and runs the longer jobs. Joins when I sign in.

GPT
on call for Ivan

Dispatcher

Reads each request first and writes the plan.

gemini-3.1-flash-lite
resting

Researcher

Reads long documents and pulls out the facts.

gemini-3-flash-preview
resting

Drafter

Turns the facts into a clear first draft.

glm-4.7-flash
resting

Critic

Checks every draft against the house rules.

gemini-3-flash-preview
resting

Translator

English, Vietnamese and Japanese, in the right register.

gemini-3-flash-preview
resting

Summarizer

Shortens long threads to what matters.

gemini-3.1-flash-lite
resting

Classifier

Sorts and labels requests so nothing waits.

gemini-3.1-flash-lite
resting
The shared notebook

One correction, and every helper learns it.

When I fix something, the fix does not stay in one chat. It becomes a short lesson, I check it, and it goes into the notebook every model reads before it starts.

cre-market-reportivan-human-writing

10 skills, last updated not available

  1. 01

    I correct a draft

    Use average asking rent, never median.

  2. 02

    It becomes a lesson

  3. 03

    Reviewed every Monday

  4. 04

    Every helper reads it next time

Model watch

New free models arrive every week. The scout tries them.

Every Sunday a small script on my Mac lists the free models on offer, gives each one the same short exam and suggests who should take which seat. Nothing changes until it has been reviewed.

Model watch is updating. Check back after Sunday.

Ask the team

Two ways in.

Partners and investors

If you are researching the Office Ledger or Building Benchmark, you can put questions to the free team directly. Access is by invitation, with Google sign-in.

Ask me for an invitation:

hello@ivanle.com

Email Ivan