NeuronSpark · 觀瀾智庫

Putting AI to work
in the work you do every day

We are NeuronSpark (觀瀾智庫), an AI forward-deployed engineering (FDE) firm based in Hong Kong. Whether you run an enterprise, a growing company or a one-person company (OPC), we help you bring AI into real operations: agents and automated workflows that run and can be measured.

FDE

What is FDE?

Forward-deployed engineering: instead of shipping software from a distance, engineers work on the front line of your business and change it while it keeps running. What you buy is not one more system but a series of replacements, each measured before and after.

THESEUS

Why “Theseus”?

The ancient Greeks asked a question: if a ship at sea has its planks replaced one by one until none of the originals are left, is it still the same ship?

Our answer is yes. As long as it keeps sailing towards its purpose, it is the same ship, and a sturdier one.

Theseus is the FDE system NeuronSpark built for its own work, and the way we work: the business keeps running while we replace one “plank” at a time (a form, a manual approval, a heavy piece of software) with an agent or an automated workflow. Each plank first states why it exists, and is measured before and after.

Why start with the first plank?

Becoming AI-native is not one big rebuild; it is a metabolism. Replace the first plank and measure it: keep what works, remove what doesn't, and write down what was learned, so the next plank goes faster and steadier. The first plank is where the loop starts turning.

  1. 01 Light dossier →Three minutes: one piece of work, where it lives, who decides.
  2. 02 Purpose and baseline →Before the swap: how it is measured, where it is today, what counts as done.
  3. 03 Staged autonomy →Run alongside the old way, then with human review, then automatic; irreversible steps always stay with a person.
  4. 04 Keep · retire · crystallizeJudged on readings from your own systems. Short of the bar, it comes out.
↻ Next plankSee the full Theseus loop →
Step one · find your first plank

Now it’s your turn:
which piece of work
should go first?

Think of one specific piece of work you repeat every week and run it through these five questions. You'll see whether it makes a good first plank.

Ticking happens only in your browser; nothing is sent.

Plank check · 5 questions0 / 5

Think of one specific piece of work. Is it:

Take it into a light dossier →

One plank= the thing you repeat every week

Companies already own plenty of systems; the work that eats people’s time is still carried between them by hand. We don’t sell another system. We pick one of those jobs and replace it well.

For exampleReconciling orders across three systems into a weekly reportTwo people, half a day, copy and paste; one wrong row means redoing it.
For exampleThe first draft of a reply to a customerThe know-how sits with senior staff; new hires ask three times before sending.
For exampleMoving sales leads from group chats into the CRMThe details live in chat history; missed follow-ups surface at month end.

What we built

Products first, then enterprise deliveries. Two enterprise engagements stay unnamed by agreement; the rest can be checked on the case-study page.

Platform · live

MEMECMO

The GEO platform developed for MEMECMO, a separate company: it measures how visible a brand is in AI answers and suggests what to change.

Enterprise · unnamed by agreement

A media group in Vietnam

A sales management and CRM system designed from scratch, with an AI agent that assists the sales process; deployed on site.

Cross-domain · unnamed by agreement

A live-biologics company

A full brand website and detail pages for three product lines, from science writing to visual system to launch.

Neuro-interaction · hardware + software

Musicraphy

A desktop app that reads brainwaves from a professional EEG device and adapts music in real time.

Content AI · automation with taste

DirectorAI

Scattered recordings become a finished podcast episode: edit, find the lines, plan the arc, cut the small talk.

Culture tech

Guqin, digitized

The structure of guqin music turned into data and visuals, so a thousand-year tradition can be explored interactively.

See case studies →

It starts online

Most of the work happens online. Only three things need people: one final-cause interview (remote is fine), someone inside your team who drives adoption, and approval of every irreversible action.

Founder Dr. Liu Junshuo

  1. 1Submit a light dossier. Only three fields are required: email, company, and the work to replace first.
  2. 2We reply by email after reading it, starting with whatever is missing.
  3. 3We fix the purpose and the metric together, take today’s reading, and write down what counts as done.
  4. 4We replace the first plank and verify it against the bar set in advance: keep it, retire it, or turn it into reusable knowledge.

Start with one plank

Tell us the piece of work you most want to replace first. After you submit, you'll see your light dossier and what our first reply will ask.

Submit a light dossier →

Questions

Do we need to buy a system first?

No. We start from the systems you already use, read-only.

Will our data leave the company?

We take only what this plank needs; if data cannot leave your network, the work happens in your environment.

What if the new plank is worse?

Each plank gets kill criteria before the swap; if it misses them, we put the old way back.