MAELE
EARLY-STAGE R&D Research state

HOME AGENCY · NOT HOME AUTOPILOT

A home can understand more without taking over.

MAELE explores homes that understand, support and evolve with the people who live in them — while preserving consent, agency and the right to do nothing.

AMBIENT STATE ILLUSTRATIVE · NOT LIVE TELEMETRY
ScenarioBedroom wind-down
ContextSettling · illustrative
AuthoritySUGGEST ONLY
CandidateHeater wind-down
FallbackDO NOTHING
BOUNDARY Capability does not create authority.

HOW MAELE DECIDES

Support should begin with judgment, not automation.

MAELE treats intervention as one possible outcome among several. The system must first understand context and authority before deciding whether to ask, suggest, act automatically — or deliberately do nothing.

01Observe

What is actually happening?

02Understand

What can be inferred safely?

03Check authority

Is intervention permitted?

04Choose

Ask · Suggest · Auto · Nothing

05Learn

Did the intervention actually help?

WHAT MUST REMAIN HUMAN

More capability.
Less entitlement.

Intelligence may improve what a home can notice and understand. Authority still belongs to the people who live there.

01Agency

The household remains the decision owner.

02Consent

Permission is explicit, scoped and revocable.

03Privacy

Support should work without unnecessary personal-data access.

04Exit

Override and reversal are part of the product, not exceptions.

REALITY, NOT NARRATIVE

What exists today.
What remains unproven.

MAELE separates implementation success from evidence. Software can pass tests while the research claim remains unconfirmed.

RESEARCH STATE REPOSITORY-BACKED
Research scaffold

Reproducible simulator + falsifiable hypothesis.

COMPLETE
Agency simulator

Governed action space and longitudinal state.

COMPLETE*
Validation prototype

v1.4 · Causal Experimentation · D2 / P1.

NOW
Recorded-reality replay

Read-only telemetry · shadow validation.

NEXT
Occupied-home evidence

Operator-backed validation with resident consent.

NOT YET

* Current roadmap records legacy debt. Completion labels do not imply real-household efficacy.

EVIDENCE BOUNDARY Simulation cannot stand in for a household.

Software, experiment machinery and governance can be validated before comfort, energy, trust or product-efficacy outcomes are established.

NEXT REALITY GATE 01
Recorded reality → occupied-home validation.
Input
Read-only household telemetry
Method
Shadow-mode replay
Requirement
Operator + resident consent
Authority
No actuation during replay
01Synthetic simulation → 02Recorded reality → 03Controlled room → 04Occupied home → 05Longitudinal / multi-household

WHY THIS MAY MATTER

As home intelligence becomes more capable, the harder question may become when it should act.

The MAELE thesis is a context + decision + policy layer above device-control infrastructure: not another switchboard, but a governed way to decide whether intervention is justified.

THESIS DIAGRAM · NOT PRODUCT MATURITY
04People & householdIntent · consent · override
03MAELEContext · decision · policy
02Home infrastructureAutomation · integration substrate
01Devices & sensorsObserve · execute

MAELE's hypothesis is that value may exist in the decision boundary between capability and authority.

COMMERCIAL HYPOTHESIS Operator-led pilot → repeatable B2B2C deployment.

Current hypothesis: setup fee + per-unit recurring model, with platform licensing optional later. This is not yet validated commercial traction.

WHAT WOULD FALSIFY IT If selective intervention adds no independent value, the company thesis should be revisited.

MAELE must materially outperform manual behaviour or conventional rule-based automation in real occupied homes — not merely look better in a simulator.

WHAT MAELE NEEDS NOW Evidence-generating access before premature fundraising.

Operator access, resident consent, an operational sponsor and measurable real-world outcomes are currently more valuable than another deck.

RESEARCH · PILOT · STRATEGIC COLLABORATION

Help test the boundary between useful support and unnecessary intervention.

Discuss a research or pilot collaboration

Best fit today: research institutions, residential operators, smart-building partners and strategic supporters who can help generate credible real-world evidence.

THE HOME REMAINS YOURS

MAELE does not define home.
You do.

Technology can become more capable without becoming more entitled to act.