Example: Complete monitoring workflow

Example: Processing multimodal input (text + image + audio)

Example 1: The Mute Agent - Scale by Subtraction The Mute Agent knows when to shut up. It only executes actions within its defined c

Example: Observability dashboard

Example showing permission control

Example showing policy enforcement

Example: Exporting Prometheus metrics

Example: RAG (Retrieval-Augmented Generation) pipeline

Example: RAG with metadata filtering

Example showing rate limiting

Example: EU AI Act risk category assessment

Example showing risk management

Example: Self-critique before response generation

Example 2: Shadow Mode - The Matrix for Agents Agents think they're executing, but we're just simulating and logging their intent. P

Example: SOC 2 compliance checking

Example 4: Supervisor Agents - Agents Watching Agents Supervisor agents are highly constrained agents that watch worker agents and f

Demonstrate Time-Travel Debugging feature. Problem: Need to understand and debug agent behavior after the fact. Solution: Replay age

Example: Using vector store for document storage

Example: Analyzing images with vision capability

Execute verification.

Verify trust with remote agent.

Execute the function synchronously.

Execute an action through the kernel. The kernel: 1. Intercepts the action 2. Checks against policies

Execute request in shadow mode. The agent thinks it's executing, but we're just simulating and logging.

Execute a tool through the kernel

Parse and execute a tool call from the assistant's message.

Export all AgentMesh node definitions.

Submit cost as a Datadog metric. Args: agent_id: Agent identifier cost_usd: Cost in USD task_id: Optional

Export audit trail to CSV file.

Export audit trail to JSON file.

Export audit entries to a JSONL file. Returns entry count.

Export entries to a JSONL file. Returns number of entries written.

Return the private key as PEM bytes (for persistence).

Export SLO metrics to Prometheus format.

Export spans to a JSON file. Args: filepath: Path to output file Returns: Number of spans exported

Extract only added content lines from a unified diff.

Return all inline and reference-style relative links in ``text``.

Extract skill metadata from trusted framework-owned sources only. Trust boundary: this method intentionally ignores user-controlled data.

Return names of required jobs that did not complete successfully.

Fetch all pending messages for a recipient, oldest first.

Filter entries by severity and search text.

Filter a list of requested capabilities to only those allowed. Args: requested: Capability strings the caller wants to use.

* Find gaps by grouping surface-specific rules by their normalized semantics * and checking which surfaces are missing counterparts.

Look up an agent by DID. Args: did: The agent's decentralized identifier Returns: The agent card if found, N

Find PRs by username that were merged into target_repo.

Find PRs by username that were merged into target_repo.

Find issues by username in OTHER repos that cite merges from target_repo.

Find issues by username in OTHER repos that cite merges from target_repo.

Serialize findings to JSON for CI integration.

Mark span as finished.

Complete the shadow evaluation session. Returns: The finalized ``ShadowResult`` with ``end_time`` set and all accumul