* Create warning annotations

Create a new agent session with specified permissions

Create an AgentVFS with optional custom backends. Args: agent_id: Unique agent identifier working_backend: Backend for /

TODO: Create two AgentIdentity objects. - orchestrator: capabilities ["orchestrate:agents", "read:data"] sponsor "alice@

Set up all agents, integrations, contexts, and interceptors.

Create and configure the FastAPI application.

Build and return the FastAPI application with all routes.

Create and configure the FastAPI application.

Create a child container that inherits from this one. The child can override dependencies without affecting the parent. Returns:

Create a citation for a document or section. Args: document: Source document section: Optional speci

Create a manifest for a Coder Agent with write permissions.

Create a tracing context.

Create a governance setup for GitHub Copilot. This allows ALL file operations within the workspace without prompting, but logs every

Create a customer service response dataset. This tests not just correctness, but tone, empathy, and helpfulness.

Create a nuanced rubric for customer service. Example: "If the answer is correct but rude, score 5/10. If incorrect but polite, score 0/

Example: Create capabilities for a data analyst agent This agent can read files and query databases, but cannot modify anything.

Policies to protect sensitive data

Convert red team prompts to Hugging Face Dataset format. Returns: DatasetDict with train split containing all prompts

Create a new dataset repository on Hugging Face Hub. Args: repo_name: Name for the new repository. Uses self.repo_id if None.

Create the golden dataset for date parsing. This is what a Senior Engineer writes instead of parseDate() implementation. 25 tricky,

Create a scoring rubric for date parsing. This is THE KEY INSIGHT: "If the answer is correct but rude, score 5/10" We evaluate on mu

Configuration for development and testing

Factory function to create a FlightRecorderEmitter. Args: flight_recorder: Agent OS FlightRecorder **kwargs: Additional conf

Create FastAPI router for metrics. Usage: from fastapi import FastAPI from agent_os_observability import create_fastapi_

Create a generic linear pipeline workflow. Args: steps: List of (step_id, worker_type, description) tuples Returns:

TODO: Create and return (evaluator, agent, scorer, audit_log). - evaluator: PolicyEvaluator loaded with POLICY_YAML - agent: AgentIdenti

Create a MAF agent with AGT governance middleware.

Factory function to create a GovernedEnvironment. Args: kernel: Agent OS KernelSpace **kwargs: Environment configuration

Create a MAF helpdesk agent with role-based governance.

Create initial trust context from identity.

Create a new legal matter.

Create a Mute Data Analyst configuration This agent: - Can read data files from /data directory - Can execute analytics queries

Create the CLI argument parser

Permissive risk policy for development

Configuration for production with strict limits

Create a new threshold profile. Args: name: Unique profile identifier drift_threshold: Maximum acceptable drift score

Create a manifest for a Reviewer Agent with read-only permissions.

Create a pre-configured toolkit of safe tools. Presets: - "minimal": Only calculator, datetime, text (no I/O) - "standar

Create sample benchmark tasks for testing.

Create a receipt with Ed25519 signature and hash-chain linkage.

Create specialist sub-agents with narrowed capabilities.

Strict risk policy for sensitive environments

Create a MAF support agent with injection detection.

Create a capability manifest for a trusted agent.

Create a new workflow. Args: name: Workflow name orchestration_type: How agents should be coordinate

credCollectPlaceholders walks a nested structure and returns the sorted set of placeholder names found.

Wrap a CrewAI Crew with governance.

Start decommissioning an agent.