# Architectural Recommendation

> Given a target problem, query the graph for matching violated_by and detected_by signals, collect candidate concepts, compute required dependencies, remove conflicting concepts, rank by severity and reinforcement gain, then recommend an ordered implementation path.

Record: `algorithms:architectural-recommendation`
Kind: algorithm
Canonical: https://banes-lab.com/ontology/algorithms#algorithms-architectural-recommendation
Closure: https://banes-lab.com/json/records/algorithms/architectural-recommendation/closure

Listed in [Algorithm contracts](https://banes-lab.com/api/records/algorithms.md), after [Model Lifecycle Governance](https://banes-lab.com/records/algorithms/model-lifecycle-governance.md) and before [Architecture Fitness Function Generation](https://banes-lab.com/records/algorithms/architecture-fitness-function-generation.md).

## Domain

- [Architecture relationships](https://banes-lab.com/records/algorithms-domain/arch-relationships.md)

## Tier

- [leaf](https://banes-lab.com/records/vocabulary/domain-tier-leaf.md)

## Composes

- [Dependency Closure](https://banes-lab.com/records/algorithms/dependency-closure.md)

## Math type

- [Optimization](https://banes-lab.com/records/reasoning/math-type-optimization.md)

## Force

- [Architecture evolution](https://banes-lab.com/records/force/architecture-evolution.md)

## Linked from

- [Architecture relationships](https://banes-lab.com/ontology/algorithms/algorithms-domain-arch-relationships.md)
- [The mathematics](https://banes-lab.com/ontology/reasoning/the-mathematics.md)
- [Domain tiers](https://banes-lab.com/ontology/schema/the-vocabulary-domain-tier.md)
- [The forces](https://banes-lab.com/ontology/schema/the-forces.md)