Instruction: Write the AICL architecture section for a patterns system

Response: Validation: Composite strategy steps must form a valid directed acyclic graph


Instruction: Write the AICL architecture section for a patterns system

Response: Validation: Fallback chain must terminate with a guaranteed-success strategy


Instruction: Write the AICL architecture section for a patterns system

Response: Validation: Strategy registration must pass all contract compliance tests


Instruction: Write the AICL architecture section for a patterns system

Response:
Goal: Automatically discover which strategy performs best for different input characteristics
    Adapt: Strategy selection weights per operation type and context profile
    Based: Historical execution performance correlated with input features using multi-armed bandit


Instruction: Write the AICL architecture section for a patterns system

Response:
Goal: Minimize benchmark overhead while maintaining statistical validity
    Adapt: Required sample size per strategy and operation type
    Based: Observed variance in execution times and desired confidence level


Instruction: Write the AICL entity section for a patterns system

Response:
Entity Strategy
    strategyId: string
    strategyName: string
    strategyType: string
    version: string
    inputSchema: dict
    outputSchema: dict
    constraints: dict
    priority: integer
    isEnabled: boolean


Instruction: Write the AICL entity section for a patterns system

Response:
Entity StrategyContext
    contextId: string
    operationType: string
    inputPayload: dict
    environment: dict
    preferences: dict
    deadline: datetime
    budget: float
    qualityRequirement: string


Instruction: Write the AICL entity section for a patterns system

Response:
Entity BenchmarkResult
    benchmarkId: string
    strategyId: string
    sampleSize: integer
    meanLatency: float
    p50Latency: float
    p99Latency: float
    throughput: float
    errorRate: float
    confidenceInterval: dict
    executedAt: datetime


Instruction: Write the AICL entity section for a patterns system

Response:
Entity CompositeStrategy
    compositeId: string
    name: string
    steps: list
    executionOrder: list
    mergeStrategy: string
    fallbackStrategy: string
    timeoutPerStep: integer
    allowPartialResults: boolean


Instruction: Write the AICL entity section for a patterns system

Response:
Entity FallbackChain
    chainId: string
    operationType: string
    strategies: list
    currentPosition: integer
    failureThreshold: integer
    retryCount: integer
    lastSwitchAt: datetime


Instruction: Write the AICL entity section for a patterns system

Response:
Entity PerformanceMetric
    metricId: string
    strategyId: string
    executionTime: float
    memoryUsed: integer
    cpuTime: float
    success: boolean
    timestamp: datetime
    inputSize: integer
    outputSize: integer


Instruction: Write the AICL behavior section for a patterns system

Response:
Behavior SelectStrategy
    Input:


Instruction: Write the AICL behavior section for a patterns system

Response:
Behavior ExecuteStrategy
    Input:


Instruction: Write the AICL behavior section for a patterns system

Response:
Behavior RunBenchmark
    Input:


Instruction: Write the AICL behavior section for a patterns system

Response:
Behavior ComposeStrategies
    Input:


Instruction: Write the AICL behavior section for a patterns system

Response:
Behavior SwitchStrategy
    Input:


Instruction: Write the AICL behavior section for a patterns system

Response:
Behavior ExecuteFallbackChain
    Input:


Instruction: Write the AICL concurrency section for a patterns system

Response:
Parallel:
    Strategy execution and benchmarking in shadow mode
    Multiple operation types selecting strategies concurrently
    Performance metric collection from all active strategy executions
    Fallback chain execution attempts without blocking main thread
    Benchmark sample collection across parallel strategy invocations


Instruction: Write the AICL optimization section for a patterns system

Response: Optimize: Strategy selection latency


Instruction: Write the AICL optimization section for a patterns system

Response: Optimize: Benchmark accuracy with minimal overhead


Instruction: Write the AICL security section for a patterns system

Response:
Security:
    Encrypt: Strategy execution context containing sensitive parameters with field-level encryption
    Encrypt: Benchmark result payloads transmitted between nodes with TLS 1.3
    Protect: Strategy registry from unauthorized modifications with admin-only ACL and audit logging
    Protect: Custom strategy code execution via sandboxed runtime with CPU, memory, and I/O limits
    Protect: Strategy selection from manipulation by validating all benchmark data against signed sources


Instruction: Write the AICL architecture section for a patterns system

Response:
Goal: Build a factory pattern system that provides abstract factories for product families,
    builder pattern for complex object construction, prototype registry for efficient cloning,
    lazy initialization for deferred resource allocation, and DI container integration for
    automatic dependency resolution and lifecycle management.


Instruction: Write the AICL architecture section for a patterns system

Response: Constraint: Factories must return abstract types; concrete types never exposed to consumers.


Instruction: Write the AICL architecture section for a patterns system

Response: Constraint: Builder steps must be validated in order before build() is called.


Instruction: Write the AICL architecture section for a patterns system

Response: Constraint: Prototype clones must be deep copies with no shared mutable references.


Instruction: Write the AICL architecture section for a patterns system

Response: Constraint: Lazy instances must be thread-safe on first access.


Instruction: Write the AICL architecture section for a patterns system

Response: Constraint: DI container must detect circular dependencies at registration time.


Instruction: Write the AICL architecture section for a patterns system

Response: Risk: Circular dependency causes infinite resolution loop


Instruction: Write the AICL architecture section for a patterns system

Response: Recovery: Detect cycles via graph traversal at registration; throw descriptive error with dependency chain


Instruction: Write the AICL architecture section for a patterns system

Response: Risk: Prototype shallow clone leaks shared state


Instruction: Write the AICL architecture section for a patterns system

Response: Recovery: Enforce deep copy validation via serialization round-trip test at prototype registration


Instruction: Write the AICL architecture section for a patterns system

Response: Risk: Builder incomplete construction produces invalid object


Instruction: Write the AICL architecture section for a patterns system

Response: Recovery: Validate all required fields before build; throw with list of missing fields


Instruction: Write the AICL architecture section for a patterns system

Response: Risk: Lazy initialization race condition creates duplicate instances


Instruction: Write the AICL architecture section for a patterns system

Response: Recovery: Use double-checked locking with volatile reference; only one thread creates instance


Instruction: Write the AICL architecture section for a patterns system

Response: Risk: Factory produces object with unresolved dependencies


Instruction: Write the AICL architecture section for a patterns system

Response: Recovery: Validate dependency graph completeness before factory invocation; fail-fast with missing list


Instruction: Write the AICL architecture section for a patterns system

Response: Risk: Memory leak from singleton accumulation in DI container


Instruction: Write the AICL architecture section for a patterns system

Response: Recovery: Implement disposable lifecycle; container shutdown triggers dispose on all singletons


Instruction: Write the AICL architecture section for a patterns system

Response:
Layer: Factory
    SubLayer: AbstractFactory
    SubLayer: ConcreteFactory
    SubLayer: FactoryRegistry


Instruction: Write the AICL architecture section for a patterns system

Response:
Layer: Builder
    SubLayer: StepBuilder
    SubLayer: ValidationEngine
    SubLayer: ObjectAssembler


Instruction: Write the AICL architecture section for a patterns system

Response:
Layer: Prototype
    SubLayer: PrototypeRegistry
    SubLayer: CloneEngine


Instruction: Write the AICL architecture section for a patterns system

Response:
Layer: DI
    SubLayer: Container
    SubLayer: LifecycleManager
    SubLayer: DependencyResolver


Instruction: Write the AICL architecture section for a patterns system

Response: Validation: Factory output must implement declared abstract interface


Instruction: Write the AICL architecture section for a patterns system

Response: Validation: Builder must have all required steps completed before build


Instruction: Write the AICL architecture section for a patterns system

Response: Validation: Prototype clone must pass deep-copy equality test (original != clone, values equal)


Instruction: Write the AICL architecture section for a patterns system

Response: Validation: Lazy initializer must produce exactly one instance across concurrent access


Instruction: Write the AICL architecture section for a patterns system

Response: Validation: DI registration must not introduce circular dependency


Instruction: Write the AICL architecture section for a patterns system

Response: Validation: Singleton lifecycle must include dispose method for container shutdown


Instruction: Write the AICL architecture section for a patterns system

Response:
Goal: Identify expensive factory methods for optimization or lazy initialization
    Adapt: Switch eager factories to lazy when creation cost exceeds threshold
    Based: Instance creation duration distribution and access frequency per type


Instruction: Write the AICL architecture section for a patterns system

Response:
Goal: Suggest singleton vs scoped vs transient based on actual usage patterns
    Adapt: Lifetime recommendations per registration
    Based: Instance access patterns, state mutation frequency, and concurrency requirements


Instruction: Write the AICL entity section for a patterns system

Response:
Entity FactoryRegistration
    registrationId: string
    abstractType: string
    concreteType: string
    scope: string
    dependencies: list
    creationMethod: string
    isEnabled: boolean
    priority: integer


Instruction: Write the AICL entity section for a patterns system

Response:
Entity BuilderStep
    stepId: string
    builderType: string
    stepName: string
    fieldName: string
    fieldType: string
    isRequired: boolean
    defaultValue: any
    validationRule: dict
    stepOrder: integer


Instruction: Write the AICL entity section for a patterns system

Response:
Entity PrototypeEntry
    prototypeId: string
    prototypeType: string
    instance: any
    cloneMethod: string
    registrationTime: datetime
    cloneCount: integer
    lastClonedAt: datetime
    deepCopyValidated: boolean


Instruction: Write the AICL entity section for a patterns system

Response:
Entity LazyInstance
    instanceId: string
    instanceType: string
    factoryMethod: string
    isCreated: boolean
    instance: any
    createdAt: datetime
    accessCount: integer
    creationDuration: integer


Instruction: Write the AICL entity section for a patterns system

Response:
Entity DIRegistration
    registrationId: string
    serviceType: string
    implementationType: string
    lifetime: string
    factory: string
    dependencies: list
    isResolved: boolean
    instance: any


Instruction: Write the AICL entity section for a patterns system

Response:
Entity DependencyGraph
    graphId: string
    nodes: list
    edges: list
    hasCycle: boolean
    cyclePath: list
    resolutionOrder: list
    totalRegistrations: integer


Instruction: Write the AICL behavior section for a patterns system

Response:
Behavior CreateViaFactory
    Input:


Instruction: Write the AICL behavior section for a patterns system

Response:
Behavior BuildObject
    Input:


Instruction: Write the AICL behavior section for a patterns system

Response:
Behavior ClonePrototype
    Input:


Instruction: Write the AICL behavior section for a patterns system

Response:
Behavior ResolveLazy
    Input:


Instruction: Write the AICL behavior section for a patterns system

Response:
Behavior RegisterDependency
    Input:


Instruction: Write the AICL behavior section for a patterns system

Response:
Behavior ResolveDependency
    Input:


Instruction: Write the AICL concurrency section for a patterns system

Response:
Parallel:
    Multiple factory invocations creating independent instances
    Builder step validation for different builder instances
    Lazy instance resolution with double-checked locking
    Dependency graph cycle detection for concurrent registrations
    Prototype clone operations for independent prototypes


Instruction: Write the AICL optimization section for a patterns system

Response: Optimize: Instance creation throughput


Instruction: Write the AICL optimization section for a patterns system

Response: Optimize: Dependency resolution speed


Instruction: Write the AICL security section for a patterns system

Response:
Security:
    Encrypt: Factory configuration containing connection strings and credentials with vault integration
    Encrypt: Prototype instances containing sensitive data before storage using AES-256
    Protect: DI container from unauthorized registration via signed assembly validation
    Protect: Factory methods from injection attacks by validating all input parameters against schema
    Protect: Lazy initialization from resource exhaustion by enforcing per-type instance limits


Instruction: Write the AICL architecture section for a patterns system

Response:
Goal: Build a decorator pattern pipeline that composes middleware chains for request processing,
    applies request and response filters for cross-cutting concerns, supports ordering and
    conditional activation of decorators, and enables transparent addition of behaviors without
    modifying core business logic.


Instruction: Write the AICL architecture section for a patterns system

Response: Constraint: Each decorator must have a single responsibility and not mix concerns.


Instruction: Write the AICL architecture section for a patterns system

Response: Constraint: Decorator order must be explicitly declared; implicit ordering is forbidden.


Instruction: Write the AICL architecture section for a patterns system

Response: Constraint: A decorator must not swallow exceptions from inner handlers without re-raising or wrapping.


Instruction: Write the AICL architecture section for a patterns system

Response: Constraint: Pipeline must support both request and response decoration phases.


Instruction: Write the AICL architecture section for a patterns system

Response: Constraint: Each decorator must be independently testable without the full pipeline.


Instruction: Write the AICL architecture section for a patterns system

Response: Risk: Decorator order sensitivity causes subtle bugs


Instruction: Write the AICL architecture section for a patterns system

Response: Recovery: Document order dependencies; validate ordering constraints at pipeline construction time


Instruction: Write the AICL architecture section for a patterns system

Response: Risk: Exception in decorator leaves pipeline in partial state


Instruction: Write the AICL architecture section for a patterns system

Response: Recovery: Execute response decorators in reverse order on error path; ensure cleanup decorators run always


Instruction: Write the AICL architecture section for a patterns system

Response: Risk: Performance overhead from deep decorator nesting


Instruction: Write the AICL architecture section for a patterns system

Response: Recovery: Profile pipeline latency per decorator; collapse trivial decorators; add short-circuit option


Instruction: Write the AICL architecture section for a patterns system

Response: Risk: Decorator side effects leak between requests


Instruction: Write the AICL architecture section for a patterns system

Response: Recovery: Enforce per-request decorator state isolation; detect shared mutable state at registration


Instruction: Write the AICL architecture section for a patterns system

Response: Risk: Missing decorator causes silent feature gap


Instruction: Write the AICL architecture section for a patterns system

Response: Recovery: Declare required decorators per route; fail at startup if required decorator is missing


Instruction: Write the AICL architecture section for a patterns system

Response: Risk: Decorator configuration drift across environments


Instruction: Write the AICL architecture section for a patterns system

Response: Recovery: Version pipeline configurations; validate deployed configuration matches declared schema


Instruction: Write the AICL architecture section for a patterns system

Response:
Layer: Pipeline
    SubLayer: PipelineBuilder
    SubLayer: PipelineExecutor
    SubLayer: DecoratorChain


Instruction: Write the AICL architecture section for a patterns system

Response:
Layer: Decorators
    SubLayer: AuthenticationDecorator
    SubLayer: RateLimitDecorator
    SubLayer: LoggingDecorator
    SubLayer: CachingDecorator
    SubLayer: CompressionDecorator


Instruction: Write the AICL architecture section for a patterns system

Response:
Layer: Core
    SubLayer: RequestHandler
    SubLayer: ResponseProcessor
    SubLayer: ErrorHandler


Instruction: Write the AICL architecture section for a patterns system

Response: Validation: Each decorator must implement before and after hooks


Instruction: Write the AICL architecture section for a patterns system

Response: Validation: Pipeline must contain at least one terminal handler


Instruction: Write the AICL architecture section for a patterns system

Response: Validation: Decorator ordering must satisfy declared dependency constraints


Instruction: Write the AICL architecture section for a patterns system

Response: Validation: No decorator may modify the request object in place; must return new instance


Instruction: Write the AICL architecture section for a patterns system

Response: Validation: Pipeline execution time must not exceed configured maximum


Instruction: Write the AICL architecture section for a patterns system

Response: Validation: Error handler decorator must be present in every pipeline


Instruction: Write the AICL architecture section for a patterns system

Response:
Goal: Minimize average pipeline latency by reordering decorators based on short-circuit frequency
    Adapt: Decorator order within dependency constraints
    Based: Short-circuit rate per decorator and cost of executing each decorator


Instruction: Write the AICL architecture section for a patterns system

Response:
Goal: Maximize cache hit ratio while minimizing memory usage
    Adapt: Caching decorator TTL and cacheable routes per method-path pattern
    Based: Cache hit ratio, response size, and request frequency per route


Instruction: Write the AICL entity section for a patterns system

Response:
Entity Pipeline
    pipelineId: string
    name: string
    decorators: list
    terminalHandler: string
    maxExecutionTime: integer
    createdAt: datetime
    version: string
    isActive: boolean


Instruction: Write the AICL entity section for a patterns system

Response:
Entity Decorator
    decoratorId: string
    decoratorName: string
    decoratorType: string
    order: integer
    isRequired: boolean
    config: dict
    isActive: boolean
    appliesTo: list
    dependencies: list


Instruction: Write the AICL entity section for a patterns system

Response:
Entity RequestContext
    requestId: string
    method: string
    path: string
    headers: dict
    body: any
    queryParams: dict
    attributes: dict
    startTime: datetime
    userId: string


Instruction: Write the AICL entity section for a patterns system

Response:
Entity ResponseContext
    requestId: string
    statusCode: integer
    headers: dict
    body: any
    attributes: dict
    processingTime: integer
    decoratorTrail: list
    cacheHit: boolean


Instruction: Write the AICL entity section for a patterns system

Response:
Entity DecoratorResult
    decoratorId: string
    phase: string
    duration: integer
    modified: boolean
    shortCircuited: boolean
    error: string
    timestamp: datetime


Instruction: Write the AICL entity section for a patterns system

Response:
Entity PipelineExecution
    executionId: string
    pipelineId: string
    requestId: string
    startedAt: datetime
    completedAt: datetime
    totalDuration: integer
    decoratorResults: list
    finalStatus: string
    errorDecorator: string


Instruction: Write the AICL behavior section for a patterns system

Response:
Behavior BuildPipeline
    Input:


Instruction: Write the AICL behavior section for a patterns system

Response:
Behavior ExecutePipeline
    Input:


Instruction: Write the AICL behavior section for a patterns system

Response:
Behavior ApplyDecorator
    Input:


Instruction: Write the AICL behavior section for a patterns system

Response:
Behavior ShortCircuit
    Input:


Instruction: Write the AICL behavior section for a patterns system

Response:
Behavior HandlePipelineError
    Input:


Instruction: Write the AICL behavior section for a patterns system

Response:
Behavior ComposeDecorators
    Input:


Instruction: Write the AICL concurrency section for a patterns system

Response:
Parallel:
    Independent pipeline executions for different requests
    Decorator activation condition evaluation
    Caching decorator lookup against distributed cache
    Rate limit counter updates with atomic increments
    Pipeline metric aggregation from all execution threads


Instruction: Write the AICL optimization section for a patterns system

Response: Optimize: Pipeline execution latency


Instruction: Write the AICL optimization section for a patterns system

Response: Optimize: Decorator instantiation overhead


Instruction: Write the AICL security section for a patterns system

Response:
Security:
    Encrypt: Request bodies containing sensitive data as they pass through decorator pipeline
    Encrypt: Decorator configuration secrets using vault-backed encrypted config
    Protect: Authentication decorator tokens with short-lived JWT and rotation
    Protect: Rate limit state from manipulation via signed counters stored in secure backend
    Protect: Pipeline from decorator injection by validating decorator signatures at registration


Instruction: Write the AICL architecture section for a patterns system

Response:
Goal: Build a plugin architecture system supporting dynamic loading and unloading of plugins at runtime,
    sandboxed execution to isolate plugin failures, versioned APIs for backward compatibility,
    automatic dependency resolution between plugins, and hot reload without service interruption.


Instruction: Write the AICL architecture section for a patterns system

Response: Constraint: Plugins must not access host internals except through declared API surfaces.


Instruction: Write the AICL architecture section for a patterns system

Response: Constraint: Each plugin must declare its API version requirement; mismatched versions are rejected.


Instruction: Write the AICL architecture section for a patterns system

Response: Constraint: Plugin sandbox must limit CPU, memory, and I/O to configured quotas.


Instruction: Write the AICL architecture section for a patterns system

Response: Constraint: Hot reload must not interrupt in-flight requests using the old plugin version.


Instruction: Write the AICL architecture section for a patterns system

Response: Risk: Malicious plugin escapes sandbox and accesses host resources


Instruction: Write the AICL architecture section for a patterns system

Response: Recovery: Kill plugin process immediately; audit all accessed resources; blacklist plugin signature


Instruction: Write the AICL architecture section for a patterns system

Response: Risk: Plugin hot reload leaves orphaned event listeners or timers


Instruction: Write the AICL architecture section for a patterns system

Response: Recovery: Track all registered callbacks per plugin; revoke and clean up on unload before activating new version


Instruction: Write the AICL architecture section for a patterns system

Response: Risk: API version mismatch causes runtime errors in dependent plugins


Instruction: Write the AICL architecture section for a patterns system

Response: Recovery: Validate version compatibility graph before loading; isolate incompatible plugins to separate sandbox


Instruction: Write the AICL architecture section for a patterns system

Response: Risk: Plugin memory leak degrades host performance


Instruction: Write the AICL architecture section for a patterns system

Response: Recovery: Enforce per-plugin memory quota; automatically unload plugin exceeding limit with notification


Instruction: Write the AICL architecture section for a patterns system

Response: Risk: Circular plugin dependency prevents any plugin from loading


Instruction: Write the AICL architecture section for a patterns system

Response: Recovery: Detect cycles at installation; reject with clear dependency chain visualization


Instruction: Write the AICL architecture section for a patterns system

Response: Risk: Plugin load failure crashes host application


Instruction: Write the AICL architecture section for a patterns system

Response: Recovery: Isolate plugin initialization in try-catch with fallback; mark plugin as failed without affecting host


Instruction: Write the AICL architecture section for a patterns system

Response:
Layer: Core
    SubLayer: PluginLoader
    SubLayer: PluginRegistry
    SubLayer: LifecycleManager


Instruction: Write the AICL architecture section for a patterns system

Response:
Layer: Isolation
    SubLayer: SandboxRuntime
    SubLayer: ResourceQuota
    SubLayer: PermissionManager


Instruction: Write the AICL architecture section for a patterns system

Response:
Layer: Compatibility
    SubLayer: ApiVersionManager
    SubLayer: DependencyResolver
    SubLayer: CompatibilityChecker


Instruction: Write the AICL architecture section for a patterns system

Response: Validation: Plugin manifest must declare name, version, API version, and dependencies


Instruction: Write the AICL architecture section for a patterns system

Response: Validation: Plugin sandbox must prevent access to undeclared host APIs


Instruction: Write the AICL architecture section for a patterns system

Response: Validation: Plugin memory usage must remain below configured quota


Instruction: Write the AICL architecture section for a patterns system

Response: Validation: Hot reload must complete within 30 seconds or rollback


Instruction: Write the AICL architecture section for a patterns system

Response: Validation: All plugin dependencies must be satisfied before activation


Instruction: Write the AICL architecture section for a patterns system

Response: Validation: Plugin must implement lifecycle hooks: install, activate, deactivate, uninstall


Instruction: Write the AICL architecture section for a patterns system

Response:
Goal: Right-size sandbox quotas based on actual usage to reduce over-provisioning
    Adapt: Per-plugin memory and CPU quota settings
    Based: Peak and average resource consumption over sliding 24-hour window


Instruction: Write the AICL architecture section for a patterns system

Response:
Goal: Prioritize API migration efforts based on plugin usage of deprecated methods
    Adapt: Deprecation timeline and migration resource allocation
    Based: Call frequency to deprecated API methods across all active plugins


Instruction: Write the AICL entity section for a patterns system

Response:
Entity PluginManifest
    pluginId: string
    pluginName: string
    version: string
    apiVersion: string
    dependencies: list
    permissions: list
    entryPoint: string
    description: string
    author: string


Instruction: Write the AICL entity section for a patterns system

Response:
Entity PluginInstance
    instanceId: string
    pluginId: string
    version: string
    state: string
    loadedAt: datetime
    memoryUsage: integer
    cpuUsage: float
    requestCount: integer
    errorCount: integer
    sandboxId: string


Instruction: Write the AICL entity section for a patterns system

Response:
Entity ApiVersion
    versionId: string
    version: string
    surface: dict
    deprecatedMethods: list
    removedMethods: list
    introducedAt: datetime
    sunsetAt: datetime
    replacementVersion: string


Instruction: Write the AICL entity section for a patterns system

Response:
Entity DependencyEdge
    edgeId: string
    sourcePlugin: string
    targetPlugin: string
    requiredVersion: string
    dependencyType: string
    isOptional: boolean
    resolvedVersion: string


Instruction: Write the AICL entity section for a patterns system

Response:
Entity SandboxConfig
    sandboxId: string
    maxMemoryMb: integer
    maxCpuPercent: float
    maxFileDescriptors: integer
    networkAccess: boolean
    allowedApis: list
    timeoutSeconds: integer
    logLevel: string


Instruction: Write the AICL entity section for a patterns system

Response:
Entity HotReloadState
    reloadId: string
    pluginId: string
    oldVersion: string
    newVersion: string
    state: string
    inFlightRequests: integer
    startedAt: datetime
    completedAt: datetime
    rollbackReason: string


Instruction: Write the AICL behavior section for a patterns system

Response:
Behavior UnloadPlugin
    Input:


Instruction: Write the AICL behavior section for a patterns system

Response:
Behavior ResolveDependencies
    Input:


Instruction: Write the AICL behavior section for a patterns system

Response:
Behavior EnforceSandbox
    Input:


Instruction: Write the AICL behavior section for a patterns system

Response:
Behavior VersionApiCall
    Input:


Instruction: Write the AICL concurrency section for a patterns system

Response:
Parallel:
    Plugin loading and initialization for independent plugins
    Request routing to multiple active plugin instances
    Sandbox resource monitoring across all active sandboxes
    Hot reload new version loading while old version still serving
    Dependency resolution graph analysis for pending installations


Instruction: Write the AICL optimization section for a patterns system

Response: Optimize: Hot reload switchover latency


Instruction: Write the AICL security section for a patterns system

Response:
Security:
    Encrypt: Plugin code artifacts at rest with code signing verification on load
    Encrypt: Inter-plugin communication via encrypted channels with per-plugin certificates
    Protect: Host APIs from unauthorized plugin access via capability-based security model
    Protect: Plugin sandbox escape attempts with kernel-level isolation and syscall filtering
    Protect: Plugin marketplace from supply chain attacks with verified publisher signatures and scanning


Instruction: Write the AICL architecture section for a patterns system

Response:
Goal: Build a hexagonal architecture that isolates the domain core from all infrastructure concerns,
    defines explicit ports for inbound (driving) and outbound (driven) interactions,
    provides swappable adapters for each port, and guarantees the domain is fully testable
    without any infrastructure dependency.


Instruction: Write the AICL architecture section for a patterns system

Response: Constraint: Domain core must have zero imports from infrastructure or framework packages.


Instruction: Write the AICL architecture section for a patterns system

Response: Constraint: All external interactions must flow through declared ports with defined interfaces.


Instruction: Write the AICL architecture section for a patterns system

Response: Constraint: Adapters must depend on ports; ports must never depend on adapters.


Instruction: Write the AICL architecture section for a patterns system

Response: Constraint: Each port must have at least one production adapter and one test adapter.


Instruction: Write the AICL architecture section for a patterns system

Response: Constraint: Domain events must be defined in the domain and published through an outbound port.


Instruction: Write the AICL architecture section for a patterns system

Response: Risk: Domain logic leaks into adapter implementation


Instruction: Write the AICL architecture section for a patterns system

Response: Recovery: Enforce dependency rule via architectural fitness functions in CI; auto-fail builds on violation


Instruction: Write the AICL architecture section for a patterns system

Response: Risk: Port interface too generic reduces domain expressiveness


Instruction: Write the AICL architecture section for a patterns system

Response: Recovery: Design ports with domain-specific method names; avoid generic CRUD-style port interfaces


Instruction: Write the AICL architecture section for a patterns system

Response: Risk: Adapter state inconsistency during domain operation


Instruction: Write the AICL architecture section for a patterns system

Response: Recovery: Wrap multi-port operations in unit of work; ensure atomic commit across adapters


Instruction: Write the AICL architecture section for a patterns system

Response: Risk: Test adapter diverges from production adapter behavior


Instruction: Write the AICL architecture section for a patterns system

Response: Recovery: Run contract tests against both adapters; validate output equivalence for same inputs


Instruction: Write the AICL architecture section for a patterns system

Response: Risk: Infrastructure exception propagates into domain core


Instruction: Write the AICL architecture section for a patterns system

Response: Recovery: Adapter must catch and translate all infrastructure exceptions to domain error types at port boundary


Instruction: Write the AICL architecture section for a patterns system

Response: Risk: Missing adapter for required port at startup


Instruction: Write the AICL architecture section for a patterns system

Response: Recovery: Validate all ports have registered adapters at application bootstrap; fail fast with missing list


Instruction: Write the AICL architecture section for a patterns system

Response:
Layer: Domain
    SubLayer: DomainModel
    SubLayer: DomainService
    SubLayer: DomainEvent
    SubLayer: ValueObject


Instruction: Write the AICL architecture section for a patterns system

Response:
Layer: Application
    SubLayer: InboundPort
    SubLayer: UseCase
    SubLayer: OutboundPort
    SubLayer: PortRegistry


Instruction: Write the AICL architecture section for a patterns system

Response:
Layer: Infrastructure
    SubLayer: PersistenceAdapter
    SubLayer: MessagingAdapter
    SubLayer: ExternalServiceAdapter
    SubLayer: TestAdapter


Instruction: Write the AICL architecture section for a patterns system

Response: Validation: Domain package must have no imports from infrastructure or adapter packages


Instruction: Write the AICL architecture section for a patterns system

Response: Validation: Every outbound port must have at least one adapter implementation


Instruction: Write the AICL architecture section for a patterns system

Response: Validation: Every inbound port must have at least one driving adapter


Instruction: Write the AICL architecture section for a patterns system

Response: Validation: Adapter must not expose infrastructure types through port interface


Instruction: Write the AICL architecture section for a patterns system

Response: Validation: Domain model invariants must hold after any use case execution


Instruction: Write the AICL architecture section for a patterns system

Response: Validation: Test adapter must pass same contract tests as production adapter


Instruction: Write the AICL architecture section for a patterns system

Response:
Goal: Select optimal adapter per port based on operation profile and performance requirements
    Adapt: Primary adapter selection per port
    Based: Adapter latency, throughput, and error rate metrics across different operation types


Instruction: Write the AICL architecture section for a patterns system

Response:
Goal: Identify domain areas growing too complex and suggest decomposition
    Adapt: Use case and aggregate boundary recommendations
    Based: Method count, dependency depth, and invariant complexity per domain model


Instruction: Write the AICL entity section for a patterns system

Response:
Entity Port
    portId: string
    portName: string
    direction: string
    interfaceSignature: dict
    methods: list
    adapterCount: integer
    isActive: boolean
    domainArea: string


Instruction: Write the AICL entity section for a patterns system

Response:
Entity Adapter
    adapterId: string
    adapterName: string
    portName: string
    adapterType: string
    technology: string
    config: dict
    isPrimary: boolean
    healthStatus: string
    registeredAt: datetime


Instruction: Write the AICL entity section for a patterns system

Response:
Entity DomainModel
    modelId: string
    modelName: string
    aggregateType: string
    invariants: list
    methods: list
    events: list
    dependencies: list
    isImmutable: boolean


Instruction: Write the AICL entity section for a patterns system

Response:
Entity UseCase
    useCaseId: string
    useCaseName: string
    inboundPort: string
    outboundPorts: list
    preconditions: list
    postconditions: list
    errorCases: list
    transactionBoundary: string


Instruction: Write the AICL entity section for a patterns system

Response:
Entity DomainEvent
    eventId: string
    eventType: string
    aggregateId: string
    payload: dict
    occurredAt: datetime
    publishedVia: string
    schemaVersion: string
    isImmutable: boolean


Instruction: Write the AICL entity section for a patterns system

Response:
Entity PortContract
    contractId: string
    portName: string
    testCases: list
    invariantChecks: list
    lastValidatedAt: datetime
    productionPassRate: float
    testAdapterPassRate: float
    driftDetected: boolean


Instruction: Write the AICL behavior section for a patterns system

Response:
Behavior RegisterAdapter
    Input:


Instruction: Write the AICL behavior section for a patterns system

Response:
Behavior ExecuteUseCase
    Input:


Instruction: Write the AICL behavior section for a patterns system

Response:
Behavior TranslateException
    Input:


Instruction: Write the AICL behavior section for a patterns system

Response:
Behavior ValidateArchitecture
    Input:


Instruction: Write the AICL behavior section for a patterns system

Response:
Behavior RunContractTest
    Input:


Instruction: Write the AICL behavior section for a patterns system

Response:
Behavior PublishDomainEvent
    Input:


Instruction: Write the AICL concurrency section for a patterns system

Response:
Parallel:
    Contract test execution across multiple adapters simultaneously
    Domain event publishing to multiple outbound port adapters
    Architecture validation scanning across all packages
    Use case execution with independent port interactions
    Adapter health monitoring for all registered adapters


Instruction: Write the AICL optimization section for a patterns system

Response: Optimize: Adapter resolution latency


Instruction: Write the AICL optimization section for a patterns system

Response: Optimize: Contract test execution time


Instruction: Write the AICL security section for a patterns system

Response:
Security:
    Encrypt: All data crossing port boundaries with TLS for network adapters and AES-256 for persistence
    Encrypt: Domain event payloads containing PII before passing to outbound port adapters
    Protect: Domain core from injection attacks by validating all inputs at inbound port boundary
    Protect: Port interfaces from unauthorized access with role-based guards at driving adapter layer
    Protect: Adapter credentials with vault-managed secrets and automatic rotation