Sentrium / Sentinel

A program that
builds on intent.

Sentinel creates apps and projects from a described outcome. It is being designed to improve and repair itself while keeping context, control and evidence outside the AI worker.

Current status: MVP in late-stage bug testing. Built on five earlier prototypes, with Temporal already incorporated.
Current MVP

One builder. Two separate lanes.

Sentinel separates changes to its own code from the apps and projects it creates. The user describes the outcome; ambiguity is clarified; a candidate is built and tested before acceptance.

Sentinel itself

Engineering lane

Improve and repair Sentinel’s own code inside a separate engineering path.

IntentClarifyCandidateAccept
Separate outputs

Apps / projects lane

Build independent apps and projects separately from Sentinel’s source code.

IntentClarifyCandidateAccept
In progress: direct activation into live code is not yet complete.
AI worker architecture

AI is the tool. Sentinel is the product.

Sentinel manages context and control. Models perform bounded tasks. The goal is to make model choice replaceable without giving the model continuing authority over the system.

01 / MODELS

Interchangeable models

Compatible models can be used through the AI Gateway rather than tying Sentinel to a single provider.

02 / CONTEXT

Fresh context per task

Each worker receives only the context needed for one task. The next task uses a new worker with fresh context.

03 / CONTROL

Strict guardrails

Every worker receives a bounded task with defined permissions, action limits and approval gates.

Design principle: AI workers do not hold authority. Models can change; context, control and evidence stay with Sentinel.
End-to-end Recorder

Build it. Then interrogate it.

The Recorder links user intent, build activity and results to each app version. The Build Inspector is intended to answer questions from the selected version’s evidence and acknowledge anything that was not recorded.

Full build-and-inspect workflow remains in late-stage testing.
01 / INTENTIntent + questions
02 / WORKDecisions + changes
03 / PROOFTests + recovery
04 / RESULTVersion + outcome
BUILD INSPECTOR
“What changed? Why was this chosen? Which tests passed?”Answers are tied to recorded evidence for the selected version.
Scaling infrastructure

Scaling starts with the current MVP.

Temporal is already incorporated. The next validation step is to stabilise the MVP, obtain professional advice, then host it for controlled multi-user testing and measure capacity.

01

Stabilise the MVP

Complete debugging of building, refinement and self-repair.

02

Professional advice

Validate security and expand the existing infrastructure for hosted, multi-user operation.

03

Host and test

Add online compute and hosting, then measure capacity with trusted testers.

Today: one laptop, with testing limited to one person at a time. Hosted deployment and concurrent-user capacity still need testing.
Reusable skills vision

Record the work. Reuse the skill.

The Recorder and usage statistics are intended to become the foundation for a linked, searchable skills library: use an existing skill, extend a relevant skill, or build what is missing.

User intentA requested outcome enters Sentinel.
Search + matchFind skills and dependencies relevant to the request.
Use an existing skill
Extend a relevant skill
Build what is missing
User experience vision

One interface. Many capabilities.

The long-term goal is for people to ask for outcomes rather than navigate separate everyday apps. Specialised tools may remain, but routine capability can sit behind one Sentinel interface.

Everyday tasks

Routine requests

Appointments, reminders and recurring personal tasks.

Projects

Useful outputs

Plans, diagrams, materials lists, spreadsheets, PDFs and purpose-built tools.

Interfaces

Use the screen you prefer

Apple, Android and PC, with custom screens and watch notifications as the platform develops.

On the device

  • Keep private personal information local where appropriate.
  • Retain essential processing and offline capability.

In the cloud

  • Run compute-intensive work remotely.
  • Store selected records encrypted and linked to an ID rather than a name.
These are design goals, not completed or independently validated security claims. Professional advice will define the security model and what must remain local.
Long-term integration

Own more of the delivery chain.

Start with the platform. As adoption grows, explore deeper ownership of the infrastructure that delivers the Sentinel experience.

01Platform + hosting
02Compute + data centres
03AI models

Camera + battery

Prioritise capture, battery life and everyday use.

Connectivity

Explore Wi-Fi, mobile and satellite fallback.

Right-sized local compute

Keep only what privacy and offline use require on the device.

Long-term ambition: purpose-built Sentinel devices delivering a better everyday experience at around one-third of a premium phone’s price. The price target is not yet validated.
The next step

Fund the practical next stage.

Build on the current MVP and its Temporal foundation to deliver a stable, hosted platform. Build with trusted users, grow the skills library, then commercialise.

Contact Sentrium
Development supportA small team using and improving Sentinel continuously.
Compute + equipmentHosting and hardware for controlled, broader testing.
Security + scaling adviceExpert help to validate security and scale the existing foundation.