Protected R&D floor

DBATR Intelligence Lab bench space, held open on purpose.

The R&D arm of DBATR Intelligence. A protected floor of time, compute and budget set aside so the assistant desk can research, prototype and prove things before they ever touch a family in crisis.

Research in the open. Ship only what a family would thank us for.

Research tracks

Each track is one open question with the family outcome it is chasing. Stage is honest — most of this is still on the bench, and that is the point of having a bench.

One care thread

Prototype

Can a single thread follow a person across clinic, court and home without anyone re-telling their story?

Nobody repeats their worst week to a fourth stranger.

Intake at zero friction

Piloting

How short can an intake get and still route correctly — voice, text, or three taps?

Help starts in minutes instead of weeks.

Filing preparation, human-signed

Prototype

Can exhibits, timelines and motions be assembled correctly enough that the only human step left is reading and signing?

Deadlines stop being lost to paperwork.

Attention economics

Shipped

What is the smallest daily briefing that still protects family time and hits every deadline?

One screen instead of ten, and evenings back.

Verifiable trust seals

On the bench

Can identity, signature and process all be verified publicly without storing a single sheet of paper?

Digital work that a court and a stranger both accept.

Edge-side assistance

On the bench

How much of the assistant can run on a phone with no signal, in a shelter or a rural county?

Help that works where the network does not.

Tone that lands

Piloting

What makes outreach read as polite and professional to a specific trade, culture and person?

Doors open instead of closing.

Lossless relay

Prototype

Can two AI desks share one memory so nothing has to be said twice?

Jake never repeats himself.

How work moves

Four rooms, one direction. Nothing skips a room, and anything that survives ships free first.

Step 1

Bench

Where a question gets asked and cheaply tested. Synthetic data, no users, no promises.

Step 2

Prototype

A working version reviewed against the family outcome it named at the start.

Step 3

Pilot

Small, consented, reversible. Real people only with a human watching every step.

Step 4

Free core

What survives the pilot ships free to everyone first, then becomes licensable capacity.

Bench rules

  • R&D is a protected floor, not a leftover. It is funded first and never raided to cover operations.
  • Every prototype names the family outcome it is chasing before a line of code is written.
  • Nothing reaches a live intake, classroom or courtroom until it clears the bench and a human signs off.
  • Experiments run on synthetic or consented data only. No live case data on the bench, ever.
  • Negative results get published too — a dead end saved is time given back to someone else.
  • No secret research on people. Systems are studied; private individuals are not.
  • Anything the lab proves useful becomes free core first, licensable second.

What the space costs

The floor is funded before operations so research never becomes the thing that gets cut in a busy month.

  • Time: a standing share of the assistant division's hours reserved for research, ahead of ops.
  • Compute: a fixed monthly allowance for training, evaluation and simulation runs.
  • Bench budget: funded from institutional licensing and surplus — never from crisis services.
  • Publication: methods and results written up in plain language on this page as they land.

Open a new track.

Name a question and the family outcome behind it and it goes on the bench. Say it out loud through dictation and it lands here.