Decrement value atomically. Returns new value.

Create a default shadow testing spec.

Register a new session attribute.

Delete a document from the store. Args: document_id: The document ID Returns: T

Delete documents from vector store. Args: doc_ids: List of document IDs to delete Returns:

Delete a thread and remove it from the execution context. Args: thread_id: The thread to delete. Returns: ``

Run end-to-end receipt creation and offline verification demo.

Run end-to-end example and offline verification.

Demonstrate the customer support agent.

Demonstrate the HR recruiting agent.

Demonstrate the medical chart review agent.

Demonstrate the e-commerce support agent.

Demonstrate the SQL Agent.

Demonstrate the Slack Compliance Monitor.

Demonstrate the smart home agent.

Demonstrate the contract analysis agent.

Demonstrate the GitHub Review Agent.

Demonstrate A2A protocol features

Demo 2: ABAC with Conditional Permissions

Demonstrate agent bidding for tasks.

Demonstrate Agent Card for discovery

Demonstrate agent discovery

Demonstrate agent discovery in the marketplace.

Demo 7: Integration with DoerAgent.

Demonstrate integration with DoerAgent.

Compare subscription vs. utility-based pricing.

Demonstrate argument-based validation

Demo 1: Async Support

Demonstrate agent attestation functionality.

Demo 4: Audio/voice streams.

Demo 6: Automatic signal type detection.

AutoGen: govern agents in-place with signal control.

Show backward compatibility with text-only systems.

Demonstrate basic A2A agent with governance

Demonstrate basic tool interception without policy engine

Demonstrate basic LangChain governance

Demonstrate basic MCP server with governance

Demonstrate callback for blocked actions

Demonstrate content blocking via policy.

Demonstrate the IATP handshake to exchange capabilities.

Demonstrate the complete pipeline: Any Input → Signal Bus → Agent → Polymorphic Output → UI Component

Demonstrate constraint graph enforcement (Scale by Subtraction)

Demo 2: Context Shadow - Learning User Behavior Patterns. The "Cookies of the real world" - secure local storage of user workflows t

Demonstrate a Copilot session with full governance. All operations go through the kernel: - Policy is checked (allow-list) - Act

Demonstrate different selection strategies.

Demonstrate custom tool mapping

Demonstrate the Design Check feature.

Demonstrate distributed tracing.

Demo 4: Dry Run Mode - Analysis without action. Shows how Ghost Mode analyzes signals without interfering, only surfacing when it ha

Demonstrate the GovernedEnvironment.

Production-grade error handling pattern.

Demo 2: File change events from VS Code.

Demo 3: Flight Recorder (Black Box Audit Logging)

Demo 1: Basic Ghost Mode operation. Shows how the observer runs in the background and processes signals without blocking or interfer

Check health of both sidecars.

Demo the HIPAA-compliant healthcare agent.

Demo 3: Integrated workflow showing Ghost Mode + Context Shadow. This shows the full power of the system: - Observer watches in back

Demonstrate real-world integration pattern

Demonstrate real-world MCP integration

Demonstrate real-world A2A integration

Show how reputation integrates with capability manifests.

LlamaIndex: govern engines with signal control.

Demo 3: System log streams.

Demonstrate MCP error handling for blocked actions

Demonstrate MCP protocol features

Demonstrate MCP protocol message handling

Demonstrate MCP resource handling

Demo 5: Multiple signal types in sequence.

Demo the multi-agent customer service system.

Demonstrate network-wide reputation propagation.

Demonstrate the Policy Engine integration.

Demonstrate the Policy Review feature.

Demonstrate prioritized context generation.

Demo 4: Real-world scenario combining all features

Demonstrate the Recovery Engine integration with scak.

Demonstrate reputation slashing and recovery.

Display the review dashboard.

Demonstrate Scale by Subtraction philosophy

Demonstrate how sensitive data is blocked.

Demonstrate how the integrations work in the sidecar.

Show the mapping from signal types to component types.

Demonstrate SSN blocking.

Demo 8: The startup opportunity.

Demonstrate statistics and audit trail

Demonstrate the Strategic Sample feature.

Demonstrate task delegation between agents

Demonstrate task execution with agent selection.

Demonstrate task request handling

Demo 1: Traditional text input (backward compatibility).

Show the complete vision.