ADE
Adaptive Decision Engine
A decision-intelligence engine that turns raw, noisy data into a recommendation carrying its reason and its confidence. Not bound to one industry: the core is deterministic and verticals plug into it.
In development · production certification in progress
- Implemented capability packages
- 12Implemented capability packages
- RLS certification
- 11/11RLS certification
What ADE produces
The engine does not return bare numbers. Every decision arrives in three parts: what to do, why, and how confidently.
- Recommendation
- A single action that can be taken.
- Reason
- Which cluster, which score, and which rule the decision rests on.
- Confidence
- How well the decision holds up.
The output shape is domain-neutral; what makes it concrete is the pipeline itself, not a scenario.
The pipeline
Data → Insight → Score → Recommendation → Decision. The steps between are the implemented packages themselves:
Aggregation and compression
the input is simplified and the noise drops.
K-Means clustering
similar behaviour is grouped.
Regression and prediction
what is likely to happen is estimated.
Fuzzy evaluation
reasoning in partial truth: low, medium, high.
Scenario analysis
options are compared.
Confidence evaluation
the result's strength is measured.
Recommendation generation and decision lifecycle
the decision is recorded and tracked.
How it runs
The default execution path is deterministic: the same data and the same settings produce the same result.
A modular TypeScript runtime; decision-making is deterministic end to end.
An LLM assists with schema generation only. No LLM decides anything at runtime.
Genetic optimization is optional and sits outside the default path.
Since 7 August 2026 every synchronous surface runs under a wall-clock budget with cooperative cancellation — step boundaries, the optimizer generation loop, and energy-analysis phases included.
Algorithm packages take a caller-supplied checkpoint callback instead of importing runtime abort types.
The service-level deadline does not trust plugin adapters, and no path returns a partial analysis.
Verticals
TourismADE is ADE's production-reference vertical: a plugin inside ADE, not a separate Sunsato product. Energy optimization was the first MVP direction, not a permanent boundary.
Because the core stays domain-neutral, a new vertical plugs in without changing it.
Status
ADE is in active development and has not been declared production. It follows an evidence-gated certification sequence.
- Done
- RLS certification — 11/11 against the real hosted Supabase (22 July 2026).
- Open
- SMTP/HTTPS auth delivery certification.
- Open
- Release smoke test.
- Open
- Re-certification against the real production host before production is declared.