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J Jev Atlas / Independent research

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Repeated structures

Architecture Patterns

Decision sidecars, cascade routers, confidence gates, quorums, and deterministic action layers.

2 min read6 sections

Emerging Architecture Patterns

Decision sidecar

A typed judgment service sits beside ordinary code; code owns effects and safety boundaries.

  • Evidence: source 1, source 2, source 3, source 4
  • Caveat: The extra network hop must beat a local rule or classifier.

Cascade router

A cheap decision chooses whether to use rules, a small model, a premium model, a specialist, or a human.

  • Evidence: source 1, source 2, source 3
  • Caveat: Bad routing can erase all cost savings through failures and retries.

Confidence gate

Automation proceeds above a threshold; ambiguous cases go to another check or a person.

  • Evidence: source 1
  • Caveat: Thresholds require workload-specific calibration and monitoring.

Parallel decision matrix

One state is evaluated against many named questions, replacing repeated prompt/parse cycles.

  • Evidence: source 1, source 2
  • Caveat: Accuracy and question interactions under large batches remain unknown.

Probabilistic predicate + deterministic action

Jev supplies fuzzy predicates while TypeScript, policies, and workflows execute constrained actions.

  • Evidence: source 1, source 2
  • Caveat: Incorrect predicates are still operational errors even when outputs are valid.

Decision quorum

Multiple typed judgments are aggregated through voting or confidence-aware stopping.

  • Evidence: source 1
  • Caveat: Calling the same model repeatedly may produce correlated rather than independent evidence.

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Decision sidecarCascade routerConfidence gateParallel decision matrixProbabilistic predicate + deterministic actionDecision quorum