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symfonic-core

symfonic-core on PyPI

Home
Start Simple
Start Simple
- The Simple Agent
- Quickstart
- Scaffold a Project
- Agent Regression Evals
- Synthetic Error Recovery
- Store Starter Walkthrough
- Scaffolded Projects Are Runtime Apps
- The Full Agent (SymfonicAgent)
- Examples
  Examples
Capabilities
Capabilities
- Tools
  Tools
- Prompt & Context
  Prompt & Context
- Memory (HMS)
  Memory (HMS)
- Knowledge & Documents
  Knowledge & Documents
  - Attachment Extraction
  - Authored Skills
- Delegation & Human Interaction
  Delegation & Human Interaction
  - Sub-agents (Delegation)
- Safety & Governance
  Safety & Governance
Runtime Services
Runtime Services
Platform
Platform
Integrations
Integrations
- Model Providers
  Model Providers
- Storage Backends
  Storage Backends
  - Mongo Atlas Vector Search
  - Mongo Vector Search
- Extensions & Observability
  Extensions & Observability
  - Plugins & Domains
  - Streaming & Callbacks
Low-Level Core
Low-Level Core
Migrating
Migrating
Reference
Reference
- Feature Catalog
- CI Cache Measurement
- v8 Roadmap
- Changelog
- API Reference
  API Reference
  - symfonic
    
    symfonic
    
    agent
    
    agent
    
    attachments
    
    attachments
    
    errors
    
    extractors
    
    authority
    
    backend
    
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    check_orchestrator_layers
    
    check_postgres_dsn
    
    cli
    
    inspection
    
    inspection
    
    config_checks
    
    context
    
    extras
    
    legacy_imports
    
    model
    
    platform_checks
    
    probe
    
    report
    
    runner
    
    service_checks
    
    source_checks
    
    native_cli
    
    offline_cli
    
    result
    
    runner
    
    severity
    
    evals
    
    evals
    
    applicability
    
    assertions
    
    attachment_evidence
    
    book_assertions
    
    book_evidence
    
    book_journeys
    
    book_retrieval_assertions
    
    book_visible_truth
    
    cli
    
    concurrency_assertions
    
    concurrency_journeys
    
    consolidation_assertions
    
    consolidation_journeys
    
    consolidation_ledger
    
    consolidation_mutation
    
    content_packs
    
    delegation_journeys
    
    effects
    
    error_recovery
    
    execution_packs
    
    fixture_ingestion
    
    fixtures
    
    fixtures
    
    loader
    
    model
    
    negative
    
    validation
    
    governance_assertions
    
    host_target
    
    http_target
    
    memory_assertions
    
    memory_journeys
    
    model
    
    observability_assertions
    
    observability_journeys
    
    observability_privacy
    
    pause_evidence
    
    procedural_evidence
    
    procedural_pack
    
    provider_evidence
    
    recovery_budget
    
    reporters
    
    response_assertions
    
    response_memory
    
    rubric
    
    runner
    
    security_assertions
    
    security_journeys
    
    selection
    
    target_evidence
    
    targets
    
    tool_assertions
    
    tool_journeys
    
    traits
    
    volume
    
    volume_assertions
    
    volume_corpus
    
    volume_journeys
    
    volume_lifecycle_assertions
    
    volume_sweeps
    
    infra
    
    infra
    
    protocols
    
    trace
    
    kernel
    
    kernel
    
    adapters
    
    apply
    
    background
    
    backpressure
    
    compiler
    
    context
    
    contracts
    
    contracts
    
    archive_limits
    
    checkpoints
    
    continuation_attestation
    
    contributions
    
    diagnostics
    
    effects
    
    forcing
    
    freeze
    
    groups
    
    interrupts
    
    lifecycle
    
    palette
    
    payload
    
    plan
    
    ports
    
    receipt_history
    
    resolved
    
    result_runtime
    
    results
    
    run_admission
    
    run_build
    
    run_callbacks
    
    run_census
    
    run_identity
    
    run_preclaim
    
    run_spawn
    
    scope_path
    
    snapshot
    
    stages
    
    tenancy
    
    values
    
    deadline
    
    dispatch
    
    fanout
    
    finalize
    
    finalizers
    
    invoker
    
    lifecycle
    
    observability_binding
    
    ordering
    
    owned_stream
    
    palette
    
    policies
    
    post_model
    
    post_tool
    
    pre_model
    
    pre_tool
    
    prompt_assembly
    
    result_runtime
    
    run_observation
    
    rungs
    
    runner
    
    streaming
    
    terminal_completion
    
    tool_round
    
    traces
    
    turn_guards
    
    validation
    
    knowledge
    
    knowledge
    
    adapters
    
    adapters
    
    chroma
    
    models
    
    protocols
    
    memory
    
    memory
    
    _internal
    
    _internal
    
    extraction
    
    extraction
    
    service
    
    llm
    
    llm
    
    response_parser
    
    backends
    
    backends
    
    chroma
    
    in_memory
    
    in_memory_bulk_apply
    
    in_memory_candidates
    
    in_memory_committed
    
    in_memory_deletion
    
    in_memory_node_update
    
    in_memory_owned_edge
    
    in_memory_owned_node_patch
    
    in_memory_ownership
    
    in_memory_positional_rows
    
    in_memory_procedure_delete
    
    in_memory_queries
    
    in_memory_review_transition
    
    in_memory_transaction
    
    in_memory_vector
    
    in_memory_worksets
    
    inventory
    
    mongo_accepted_completion
    
    mongo_accepted_inbox
    
    mongo_candidates
    
    mongo_edge_indexes
    
    mongo_lease_identity
    
    mongo_lease_overlap
    
    mongo_leases
    
    mongo_native_discard
    
    mongo_native_erased
    
    mongo_native_forget_binding
    
    mongo_native_forget_inventory
    
    mongo_native_leaf_forget
    
    mongo_native_publication
    
    mongo_native_read
    
    mongo_native_receipt
    
    mongo_native_selected
    
    mongo_operation_adapter
    
    mongo_operation_journal
    
    mongo_operation_journal_codec
    
    mongo_operation_receipt
    
    mongo_owned_edge
    
    mongo_positional_forget_admission
    
    mongo_positional_rows
    
    mongo_read_snapshot
    
    mongo_receipt_identity
    
    mongo_selected_prepare
    
    mongo_session
    
    mongo_tenant_guard
    
    mongodb
    
    mongodb_vector_admission
    
    node_ownership
    
    pool
    
    pool_pgvector
    
    pool_transaction
    
    postgres_accepted_admission
    
    postgres_accepted_cadence
    
    postgres_accepted_envelope
    
    postgres_accepted_execution
    
    postgres_accepted_handoff
    
    postgres_accepted_inbox
    
    postgres_auxiliary_retirement
    
    postgres_auxiliary_schema
    
    postgres_bulk_dedup
    
    postgres_bulk_full_pass
    
    postgres_candidate_budget
    
    postgres_candidate_index
    
    postgres_candidate_predicates
    
    postgres_candidates
    
    postgres_claim_record_index
    
    postgres_claimed_discard
    
    postgres_claimed_pending
    
    postgres_claimed_publish
    
    postgres_conversation
    
    postgres_conversation_anchor
    
    postgres_conversation_erase
    
    postgres_conversation_erase_log
    
    postgres_conversation_export
    
    postgres_conversation_forget
    
    postgres_conversation_fork
    
    postgres_conversation_generation
    
    postgres_conversation_restore
    
    postgres_create_node
    
    postgres_edge_index_preflight
    
    postgres_edge_publication_composed
    
    postgres_edge_publication_receipt
    
    postgres_edge_publication_schema
    
    postgres_edge_publication_writer
    
    postgres_edge_scoped_writer
    
    postgres_erase_anchor
    
    postgres_erase_binding
    
    postgres_erase_chunks
    
    postgres_erase_content
    
    postgres_erase_create
    
    postgres_erase_incarnation
    
    postgres_erase_jobs
    
    postgres_erase_ownership
    
    postgres_erase_receipts
    
    postgres_erase_retirement
    
    postgres_erase_routing
    
    postgres_erase_vector_chunks
    
    postgres_erase_vector_proof
    
    postgres_erase_vector_subtree
    
    postgres_erase_visibility
    
    postgres_eraser_roles
    
    postgres_forget_deadline
    
    postgres_graph
    
    postgres_graph_bootstrap
    
    postgres_graph_runtime
    
    postgres_index_probes
    
    postgres_journal_base_retirement
    
    postgres_journal_base_schema
    
    postgres_journal_completion
    
    postgres_journal_prepare
    
    postgres_journal_seal
    
    postgres_journal_source_write
    
    postgres_journal_staged
    
    postgres_lease_identity
    
    postgres_lease_index
    
    postgres_leases
    
    postgres_legacy_node_add
    
    postgres_legacy_node_update
    
    postgres_lifecycle_deadline
    
    postgres_linked_ack
    
    postgres_linked_edges_v1
    
    postgres_memory_erase_log
    
    postgres_memory_generation
    
    postgres_memory_generation_schema
    
    postgres_memory_generation_witness
    
    postgres_memory_restore
    
    postgres_native_accepted_cadence
    
    postgres_native_accepted_execution
    
    postgres_native_edge_reads
    
    postgres_native_edge_write
    
    postgres_native_eraser
    
    postgres_native_node_delete
    
    postgres_native_node_update
    
    postgres_native_node_write
    
    postgres_native_read
    
    postgres_native_subtree
    
    postgres_native_subtree_query
    
    postgres_native_subtree_rows
    
    postgres_node_version_schema
    
    postgres_operation_journal
    
    postgres_operation_journal_codec
    
    postgres_operation_receipt
    
    postgres_owned_edge
    
    postgres_owned_node_patch
    
    postgres_pending
    
    postgres_pending_claims
    
    postgres_pending_decision_schema
    
    postgres_pending_index
    
    postgres_positional_rows
    
    postgres_positional_sql
    
    postgres_receipt_adapter
    
    postgres_receipt_leases
    
    postgres_receipt_selected
    
    postgres_receipt_state
    
    postgres_receipt_views
    
    postgres_receipt_write
    
    postgres_rendered_ack
    
    postgres_retirement_evidence
    
    postgres_retirement_receipt
    
    postgres_retirement_witness
    
    postgres_review_cas
    
    postgres_review_transition
    
    postgres_role_barrier
    
    postgres_runtime_roles
    
    postgres_staged_activation
    
    postgres_staged_auxiliary_retirement
    
    postgres_staged_auxiliary_schema
    
    postgres_staged_content
    
    postgres_staged_fence
    
    postgres_staged_identity
    
    postgres_staged_proof
    
    postgres_staged_release
    
    postgres_staged_roles
    
    postgres_staged_session
    
    postgres_staged_tenant_logins
    
    postgres_vector
    
    postgres_vector_index
    
    postgres_vector_retirement
    
    postgres_vector_search_scope
    
    postgres_working_expiry
    
    postgres_working_expiry_attestation
    
    postgres_working_expiry_fleet
    
    postgres_working_expiry_reads
    
    postgres_working_expiry_schema
    
    postgres_working_guard
    
    postgres_working_guard_attestation
    
    postgres_working_guard_schema
    
    postgres_working_transaction
    
    postgres_worksets
    
    procedural_seal
    
    procedure_compat_review_transition
    
    procedure_human_review_transition
    
    procedure_review_transition
    
    workset_probe
    
    candidates
    
    classification
    
    dedup
    
    durability
    
    embeddings
    
    embeddings
    
    auto_embed
    
    factory
    
    errors
    
    graph
    
    graph
    
    edge_updates
    
    scoring
    
    store
    
    store_queries
    
    traversal
    
    inventory
    
    janitor
    
    janitor_bulk_plan
    
    janitor_dedup
    
    layers
    
    layers
    
    episodic
    
    episodic_events
    
    procedural
    
    procedural
    
    catalog
    
    dedup_audit
    
    dedup_gate
    
    human_review_write
    
    layer
    
    lifecycle
    
    native_create
    
    native_scope
    
    predicates
    
    retrieval
    
    review_lock
    
    router
    
    sharing
    
    skill_render
    
    prospective
    
    semantic
    
    working
    
    models
    
    models
    
    context
    
    edge
    
    entry
    
    node
    
    operation
    
    node_patch
    
    orchestrator
    
    orchestrator
    
    builders
    
    config
    
    factory
    
    orchestrator
    
    orchestrator_writes
    
    pending
    
    privacy
    
    privacy
    
    patterns
    
    scrub
    
    prompts
    
    protocols
    
    protocols_graph
    
    protocols_human_review
    
    protocols_review
    
    reconcile
    
    render
    
    retraction
    
    retrieval
    
    retrieval
    
    discovery
    
    engine
    
    filters
    
    spreading
    
    scope_isolation
    
    storage_scope
    
    subtree
    
    telemetry
    
    telemetry
    
    episodic_sink
    
    types
    
    warnings
    
    working
    
    working
    
    stm_summary
    
    stm_summary_llm
    
    worksets
    
    migration
    
    migration
    
    defaults
    
    framework_config
    
    framework_config_contract
    
    observability
    
    observability
    
    otel
    
    otel
    
    attributes
    
    callback_bridge
    
    exporter
    
    framework_bridge
    
    kernel_sink
    
    ports
    
    propagation
    
    tracer
    
    ports
    
    tool_span_seam
    
    platform
    
    platform
    
    admission
    
    agent_boundary
    
    agent_host
    
    artifact_identity
    
    audit
    
    budget
    
    capture_boundary
    
    continuation
    
    conversation_authority
    
    conversation_identity
    
    conversation_local
    
    conversation_pg
    
    conversation_pg_pause
    
    conversation_pg_reader
    
    conversation_pg_schema
    
    conversation_turn
    
    core_preference_policy
    
    core_preferences
    
    dedup_audit
    
    deployment_evidence
    
    deployment_evidence_cli
    
    deployment_manifest
    
    deployment_observation_groups
    
    deployment_record
    
    dispatch_capture
    
    edge_curation
    
    erasure
    
    errors
    
    extension_policy_stage
    
    extensions
    
    fallback_capture
    
    fallback_journal
    
    fence_audit
    
    governance
    
    governance_amendment
    
    governance_decisions
    
    governance_declaration
    
    governance_refusal
    
    governance_rungs
    
    governance_subject
    
    governance_verdict
    
    host
    
    human_continuation
    
    ingress_observers
    
    memory_curation
    
    migration_refusal_journal
    
    native_callbacks
    
    native_entry_journal
    
    native_graph_privacy
    
    observability
    
    package_version
    
    pause_signing
    
    pending_operator_authority
    
    ports
    
    postgres_pending_decision
    
    posture
    
    privacy
    
    procedural_create_models
    
    procedural_local
    
    procedural_local_authority
    
    procedural_local_source
    
    procedural_local_write
    
    procedure_review
    
    prompt_budget
    
    quick_nap_composition
    
    resume_budget
    
    route_attempt_capture
    
    route_attempt_journal
    
    routes
    
    scope
    
    sqlite_invocation_refusal
    
    telemetry
    
    telemetry_sink
    
    token_composition
    
    transport
    
    transport_citation
    
    transport_continuation
    
    transport_conversation
    
    transport_data
    
    transport_edge_delete
    
    transport_episodic_create
    
    transport_graph_audit
    
    transport_graph_paths
    
    transport_input
    
    transport_memory_status
    
    transport_metrics
    
    transport_privacy
    
    transport_procedural_create
    
    transport_procedural_local
    
    transport_procedure_delete
    
    transport_procedure_publish
    
    transport_procedure_toggle
    
    transport_procedure_update
    
    transport_production_gate
    
    transport_prospective_create
    
    transport_records
    
    transport_scope_refusal
    
    transport_semantic_create
    
    transport_setting_refusal
    
    transport_sse_response
    
    transport_stream
    
    transport_working_create
    
    values
    
    wire
    
    working_access
    
    working_create
    
    working_pg_create
    
    working_pg_owner
    
    working_pg_reference
    
    working_pg_ttl
    
    working_reference
    
    working_write_authority
    
    zero_window
    
    services
    
    services
    
    budget
    
    budget
    
    allocation
    
    contracts
    
    errors
    
    estimation
    
    overflow
    
    ports
    
    registry
    
    service
    
    truncation
    
    values
    
    conversation
    
    conversation
    
    capability
    
    checkpoint
    
    compat
    
    errors
    
    history
    
    horizon
    
    identity
    
    library
    
    migration
    
    notification
    
    records
    
    recovery
    
    refs
    
    registry
    
    session
    
    transcript
    
    values
    
    cost
    
    cost
    
    ports
    
    tracker_adapter
    
    values
    
    effects
    
    effects
    
    accounting
    
    admission
    
    compensation
    
    drain
    
    errors
    
    exposure
    
    fence
    
    incident
    
    ports
    
    quarantine
    
    revert
    
    store
    
    tracker
    
    values
    
    models
    
    models
    
    capabilities
    
    contract
    
    descriptors
    
    family
    
    ports
    
    resolution
    
    values
    
    observability
    
    observability
    
    bridge
    
    callbacks
    
    capture
    
    closing
    
    contracts
    
    cost
    
    metrics
    
    otel
    
    otel_handles
    
    otel_spans
    
    ports
    
    suite
    
    trace
    
    trace_policy
    
    values
    
    privacy
    
    privacy
    
    errors
    
    fence
    
    guard
    
    legacy
    
    lineage
    
    ports
    
    reference
    
    registry
    
    saga_store
    
    saga_values
    
    suite
    
    values
    
    shadow
    
    shadow
    
    admission
    
    classification
    
    comparator
    
    context
    
    crypto
    
    cutover
    
    digest
    
    effects
    
    errors
    
    gateway
    
    harness
    
    ledger
    
    native_privacy
    
    ports
    
    privacy
    
    recorder
    
    recording
    
    redaction
    
    replay
    
    sentinel
    
    state
    
    store
    
    trust
    
    switching
    
    switching
    
    admission
    
    attestation
    
    audit
    
    authz
    
    binding_stage
    
    constraints
    
    control_plane
    
    control_plane_source
    
    envelope
    
    errors
    
    evidence
    
    invocation_profile
    
    keys
    
    mutation
    
    ports
    
    registry
    
    release
    
    static_source
    
    store
    
    values
    
    tools
    
    tools
    
    corpus_scrub
    
    corpus_scrub
    
    jsonl_io
    
    patterns
    
    scrubber
    
    hydrate_context
    
    learning
    
    mcp
    
    mcp
    
    connection
    
    models
    
    protocol
    
    provider
    
    routing
    
    recall_tool_result

Table of contents

baseline

`symfonic.agent.cutover.baseline`¶

baseline ¶

Compatibility imports for configuration contracts now owned by config_migration.

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