Illustrative reference architecture. Validate requirements for your organization.
Illustrative architecture: An aircraft maintenance organization prepares a scheduled check while late defect reports and component changes arrive from line operations. Planners need applicable task cards, part traceability, and outstanding records in one review packet. Agents assist evidence preparation; authorized maintenance personnel retain technical decisions and release authority.
Problem
Maintenance applicability depends on aircraft configuration, component serial history, and controlled document revisions. A plausible task summary can omit a prerequisite or cite instructions for a different configuration. Missing traceability cannot be repaired by generated narrative.
Why a multi-agent system?
Configuration, technical-publication, material, and records specialists retrieve independent evidence. A deterministic applicability service constrains candidate tasks, while the workflow preserves unresolved records and explicitly requires qualified review.
Intended outcome
The intended result is a reviewable operational decision with source evidence and explicit ownership. Assess records preparation and review corrections rather than asserting improved airworthiness. The architecture's contribution is traceable readiness evidence; technical judgment and authorized maintenance execution remain distinct responsibilities.
Specialist agent team
Configuration reconciler
Compare aircraft configuration and serialized component history with the planned check.
Tools
Aircraft records API
configuration rules service
Authority boundary
Cannot amend certified records or establish final task applicability.
Publication retrieval agent
Retrieve controlled task cards and referenced procedures for the reviewed configuration.
Tools
Technical publication index
revision registry
Authority boundary
Cannot rewrite approved instructions or substitute unofficial guidance.
Material traceability agent
Check part identity, availability, and required supporting records.
Tools
Parts inventory
component certificate repository
Authority boundary
Cannot approve a part for installation or waive missing traceability.
Records readiness agent
Compile missing evidence, task dependencies, and reviewer questions.
Tools
Maintenance package draft API
evidence manifest
Authority boundary
Cannot sign task completion or release an aircraft to service.
Enterprise systems
Maintenance planning system
Owns aircraft work packages, task status, and accountable maintenance assignments.
Controlled technical library
Provides applicable publication revisions and document access permissions.
Component and records platform
Retains serial histories, supporting records, and qualified signoffs independently of generated summaries.
Architecture diagrams
Aircraft maintenance records readiness — logical architecture — Specialists produce bounded findings; the evidence ledger preserves source versions and human decisions before an authorized adapter changes a system of record.
Failure and decision sequence — A component replacement is absent from the planning snapshot. The workflow records unresolved work and resumes only after the source state and reviewer authority are checked.
sequenceDiagram
participant O as "Case orchestrator"
participant S as "Maintenance planning system"
participant H as "Accountable reviewer"
O->>S: Read aircraft configuration snapshot
S-->>O: Planned check configuration
O->>H: Present applicable records packet
S-->>O: Serialized component history corrected
O->>H: Withdraw affected applicability findings
Runtime flow
1
Open check package
Bind the case to aircraft identity, planned maintenance scope, configuration snapshot, and responsible licensed reviewer.
2
Resolve applicability
Evaluate configured task rules and expose any missing component history before retrieving supporting technical material.
3
Gather controlled instructions
Fetch exact task-card revisions and prerequisites, linking originals instead of synthesizing replacement maintenance instructions.
4
Verify material evidence
Match required parts and supporting records to the work package; distinguish reserved stock from approved installation readiness.
5
Present readiness gaps
Show missing records, conflicting applicability, and task dependencies for qualified personnel to resolve before execution.
6
Record reviewed package
Save the accepted evidence manifest and outstanding obligations; actual work completion and release remain in existing signed maintenance processes.
Failure recovery
A component replacement is absent from the planning snapshot.
Detect: Serial history updates conflict with the configuration used for applicability.
Recover: Invalidate dependent task selections and require a qualified applicability review against the corrected configuration.
A technical publication is revised during package preparation.
Detect: Library revision notification differs from the manifest version.
Recover: Flag affected tasks and route revision impact assessment to the authorized maintenance owner.
Security & decision boundaries
Prevent agents from signing maintenance completion or release-to-service records.
Link controlled instructions verbatim through document references rather than generated procedural substitutes.
Bind every applicability result to aircraft and component configuration versions.
Treat missing component traceability as an unresolved blocker, never inferred provenance.
Separate planning readiness from technical airworthiness and final release decisions.
Operational metrics
Measurement definitions, not promised improvements.
Readiness preparation time
Time from package opening to a reviewer-ready list of evidence and unresolved dependencies.
Applicability correction rate
Candidate tasks changed by qualified review divided by candidate tasks reviewed.
Traceability completeness
Required component records available and verified divided by required records in the package.
Revision impact latency
Time from controlled-document change to identification of affected open packages.
Architecture tradeoffs
Decision
Benefit
Cost
Configuration-specific retrieval
Reduces irrelevant technical material.
Depends on complete and current serialized history.
Reference-based instructions
Preserves controlled document authority.
Reviewers still need access to source systems and full task context.
Explicit readiness blockers
Prevents silent acceptance of missing records.
Package preparation may remain open until external evidence arrives.
Rollout plan
Archived work-package review
Qualified staff verify applicability, revision handling, and missing-record treatment against completed checks.
Shadow planning deployment
One maintenance team evaluates packets with no changes to signed records or technical instructions.
Controlled draft integration
Work-package drafts launch after configuration correction and publication-revision drills pass with named reviewers.