AuraAI · Digital Public Goods · Apache 2.0

Science fiction
promised a brain.
Ours is open source.

In every sci-fi film there is one: a brilliant, all-knowing mind that just handles everything.

We want to actually build it — not for one giant company, but for every individual, every organization, every city.

iDoris is that organizational brain, and it's also what we call ourselves. Around it we do three things, and open-source all three.

小J lifts the roof off a small house like a lid and lowers a brain inside
On the name · a small, unglamorous story

AuraAI was the AI's suggestion — a name you've seen a thousand times. By the time we went to register the domain, someone had taken it years ago.

So the main domain became iDoris.ai. Not a compromise — an improvement. iDoris is both what the org is called and what the core product is: the organizational brain. The work should be named after the brain anyway.

01 / Three Directions

A brain needs tools,
needs a good fit,
and needs hands

These aren't three parallel product lines. They're three preconditions for the same thing. Drop any one and the brain is just a demo.

DIRECTION 01

Self-FDE-WorkBenchOpen

Sharpen the tool before the work

An open workbench — built for ourselves, and for every other builder. Forge your own AI weapon.

FDE — Forward Deployed Engineer — is Palantir's coinage for institutionalized grunt work: you have to get inside the customer to see the real jam. We think the role outlasts the name. It's the ANE, AI Native Engineer: not deployed, but present.

The orgs that can't afford an FDE — can they FDE themselves? We think so.

小J grinds a giant wrench on a grindstone and hands the finished tool to someone waiting
DIRECTION 02

iDorisIn progress

The brain that actually fits

A frontier model knows everything except your thing. iDoris tunes the model small enough, specific enough, close-fitting enough — until every individual, org, company, and eventually city has a brain of its own.

  • Small-model tuning — LoRA, domain fine-tuning
  • Industry training, vertical capability accrual
  • Multimodality
  • Multi-model collaboration and scheduling
小J works as a tailor, measuring a brain seated on a stool with a red measuring tape
DIRECTION 03

The Agent LegionIn progress

The brain's hands and feet

A brain needs limbs. We use AI's different capabilities and different workflows to raise how well humans work and coordinate — a legion of agents under the brain's command.

  • Agent development — memory, loops, context, skills
  • Agent accounts & security — identity, authorization, blast radius
  • Cross-org agent protocols — when every org has agents, how do they talk?
小J stands on a conductor's podium with a baton as a queue of small robots marches out
02 / Thesis

The future leads the present

If AI pushes the cost of productivity down toward the price of electricity, everyone has to answer one question: when my job is taken by AI, what's left for me to do?

What gets restructured is the work that exists purely in pursuit of extreme efficiency. Service work doesn't vanish — eating bread is far less efficient than a nutrient injection, and still, almost nobody takes the shot.

— on what cannot be replaced

We believe only three roles retain core value. And they are not mutually exclusive — they stack. An ANE may also be an Innovator, and may also be a YouTuber.

Role Why it survives What we provide
🗣 Expresser AI will never say "this restaurant is pretty good" — because it isn't a person One-click multi-platform publishing · illustration · de-AI-ing the prose
💡 Innovator When the whole map is fog, someone walks a path through it Pain-point matching · experiment subjects · coordination
🔧 Builder = ANE The "small problem" you fix is what someone else endures every day Model selection · LoRA · memory/context · agents

The goal: build an open-source AI organization that contributes more digital public goods to humanity's digital future — and by doing so, raises the welfare of digital life itself.

— AuraAI / iDoris
03 / Meetup & Words

Ask together → research apart → come back with answers

Last session's questions come back as this session's answers. Questions ferment over time; answers grow out of practice.

🍜 Chiang Mai Meetup

Regular in-person gathering for AI builders. Zuzalu Library Event Space · Building F, 4Seas Nimman. Online option too.

Sundays 18:00 GMT+7 · RSVP ↗
✍️ Blog / WeChat

🍄 Mycelium Protocol Blog — AI · Web3 · digital public goods. What we're thinking, what we tripped over, which calls turned out wrong.

🎬 Video

Hands-on AI, step by step. Real practice on real problems — not a tutorial mill.

Being built