State model
The source document remains immutable. Derived rules and fragments carry source anchors, compiler version, effective dates and approval state.
A guarantee can contain non-standard expiry, demand, jurisdiction and documentary conditions with material legal and operational consequences.
A clause-level interpreter maps proposed wording to a controlled obligation model, identifies deviations and drafts questions without substituting for legal interpretation.
Organisations, systems and operating conditions are intentionally anonymised and recomposed. The design demonstrates engineering and banking-domain reasoning; it does not represent a named client estate, vendor product or measured production result.
A shared authority core coordinates independently owned capability cells, domain systems and operating evidence.
Permitted workThe system coordinates documents, parties and obligations. Relationship judgement, legal interpretation and external commitments remain human-authorised.
Consistency ruleModel parties, legal capacities, instruments, versions and deadlines explicitly; an entity or clause conflict keeps the case open.
Hard boundaryThe model is not a system of record, identity provider, policy authority or proof that an external effect occurred.
Documents, rules and product content must become effective, attributable and executable without allowing retrieval relevance to decide authority.
Only approved clause rules can classify a deviation; legal acceptance remains outside the model boundary.
A deterministic outer workflow contains model-led work inside typed, observable calls. Dashed messages remain proposals until policy or a human grants authority.
The source document remains immutable. Derived rules and fragments carry source anchors, compiler version, effective dates and approval state.
Serving APIs expose rules and evidence separately. Retrieval returns candidates; an authority filter decides whether they may enter context.
A request resolves one effective rule set for its product, jurisdiction and date. Conflicting versions stop consequential conclusions.
These roles are deliberately vendor-neutral. Each can be independently owned, versioned and replaced.
Accepts a typed evidence request and returns the minimum permitted facts with source, event time, observation time, validity and exclusions.
Appends request, versions, policy result, model proposal, approval, action receipt, readback, correction and custody events under one correlation key.
Chooses an approved model route by task, risk, evidence quality, latency budget and cost ceiling; enforces structured outputs.
Serves owned, audience-qualified and effective-dated content; exposes supersession, withdrawal and dependency metadata.
Evaluates identity, purpose, capability, amount, risk tier and policy version; returns allow, deny, step-up or human-review with reasons.
Durable records carry provenance, authority, effect and custody without turning a transcript into an uncontrolled memory store.
Model parties, legal capacities, instruments, versions and deadlines explicitly; an entity or clause conflict keeps the case open.
The selected design is not universally superior. It is the safer fit for this boundary and failure cost.
Prefetch stable, purpose-safe facts; acquire volatile facts on demand against a time-qualified snapshot.
Load a broad customer profile at session start.
Cost acceptedThe selected design adds source calls and latency, but reduces stale data, excess exposure and accidental reuse.
Use append-only events plus a rebuildable current-state projection.
Overwrite the case row with its latest status.
Cost acceptedReplay and storage are more complex, but point-in-time reconstruction and correction lineage remain possible.
Reserve larger models for residual reasoning after deterministic and smaller-model gates.
Send every request to the most capable available model.
Cost acceptedRouting adds evaluation work and operational complexity, but controls cost, latency and unnecessary data exposure.
Federate authoring while centralising lifecycle metadata, validation and serving rules.
Create one centrally authored knowledge corpus.
Cost acceptedFederation requires stronger contracts and owner discipline, but preserves domain accountability and release velocity.
Compile stable decision logic and retain retrieval for explanation and residual ambiguity.
Ask a model to interpret the source document for every request.
Cost acceptedRule compilation needs controlled change, but creates repeatable decisions, regression tests and clear exceptions.
Retries are bounded by knowledge of business effect; unknown outcome remains visible, owned and independently reconciled.
Actual thresholds belong to accountable service owners. The design exposes the equations and observables that those owners must baseline.
compile_work = changed_sources x affected_rules x dependent_routesserving_qps = knowledge_requests x candidate_fragmentsrevalidation_scope = changed_dependencies x linked_test_setsSegment customer, counterparty and commercially sensitive data by case purpose and delegated authority.
A design is production-ready only when teams can prove what happened, recover it and change it safely.
party and authority resolution
document version and clause lineage
deadline and custody recovery
external communication approval
Clause citations, approved standard, deviation type, alternative interpretations, reviewer comments and final wording version.
Trade and legal specialists approve obligations and issuance.
Start with high-consequence rules and stable documents. Expand automation only where extraction corrections and owner decisions show repeatable structure.
Relationship, trade operations, legal, product and financial-crime owners govern the journey.