Main entry point.

Example usage demonstrating brand validation

* One-time provisioning. Creates, in order: * * environment a cloud sandbox that can reach exactly two hosts * reviewer a second agent:

Append log events the array does not have yet. The log's order wins.

Calculate BLEU score using NLTK and evaluate against a threshold. Args: output (str): The output to evaluate. ground_truth (str): Th

Perform one-way sensitivity analysis. Args: variable_name: Name of variable to test base_value: Base case va

Create a PagerDuty incident.

Get PagerDuty incident details.

List PagerDuty incidents.

Update a PagerDuty incident status.

Parse a single content block from a message.

Ack and create a sandbox for one work item. * Raises on ack failure or Vercel API errors — the caller treats any raise * as "skip this item and keep

Process multiple files concurrently. MULTIPLE BUGS: 1. self.processed_count is incremented without locking 2. self.r

Process the investigation in the background, streaming output to Slack. Args: incident_text: The incident description or follow-up reques

Process a ticket: assign priority and team

Query Prometheus with a PromQL expression.

Rank multiple candidates

Read a configuration file from the project directory.

Write a JSON object to an S3 bucket :param bucket_name: Name of the S3 bucket :param file_name: Name of the file to be creat

Scrub credential shapes before mirroring an error message to the function log.

Scrub credential shapes before mirroring sandbox output to the function log.

Scrub credential shapes before mirroring an error message to the function log.

POST the request body to the agent pod and return a raw-SSE byte stream. The upstream connection is established **before** this coroutine returns

Render a code_execution_tool_result content block.

Render a single content block based on its type.

Render a server_tool_use content block.

Render a text content block.

Render a tool_result content block.

Render a tool_use content block.

Evaluate summary using ROUGE scores. Args: summary (str): The summary to evaluate. ground_truth (str): The ground_truth summary.

* Heartbeat the lease + run the session tool runner; force-stop on exit. * `SessionToolRunner` only owns the dispatch loop, so the work-item lifecy

Run a single conversation turn, handling tool uses. Args: client: Anthropic client instance model: Model to use mess

Run validation in batches with user control.

Run pytest with the given arguments.

Run quick validation on a single notebook.

Session 1: Learn debugging patterns.

Session 2: Apply learned patterns.

Session 3: Long session with context editing.

Run a shell command in the project directory.

Run tox with the specified environment.

Scrape multiple URLs concurrently. BUG: self.results is accessed from multiple threads without locking! This causes race con

Search users by term. BUG: SQL INJECTION through LIKE clause!

Send a query to the research agent with web search and multimodal support. Args: prompt: The query to send activity_handler:

Set projection assumptions. Args: projection_years: Number of years to project revenue_growth: Annual revenu

Set historical financial data. Args: revenue: Historical revenue ebitda: Historical EBITDA capex

Show the difference between current and expected order.

Sort and write authors.yaml. Returns True if file was/would be changed.

Start the webhook server for PagerDuty events.

Stream a session's events and print until the agent finishes its turn. `session.status_idle` is not always terminal: with `stop_reason.type ==

Flatten the text blocks of a Managed Agents content array.

Create tornado diagram data showing relative impact of variables. Args: variables: Dictionary of variables with base, lo

* Which items hold themselves open: every live item, plus items whose * stream just ended and are inside the 500ms linger before the collapse * anim

Below 880px the rail becomes a drawer and the header drops its wide-only items.

Perform complete brand validation Returns: ValidationResult

Validate brand name usage and capitalization Returns: (violations, warnings)

Validate color usage in content (hex codes, RGB, color names) Returns: (violations, warnings)

Validate font usage in content Returns: (violations, warnings)

Validate that there are no empty cells. Returns a list of warnings (empty cells are often intentional).

Validate a single notebook.

Validate tone and messaging Returns: (violations, warnings)

Validate that API keys are loaded from environment variables. Returns a list of warnings if API key usage doesn't follow best practices.

Render the full conversation as a styled HTML timeline. Displays system init, tool calls, assistant responses, and subagent delegations

Poll until the session's server-side status field is `idle`. The `session.status_idle` event in the SSE stream can arrive slightly before `se

Poll until the server-side status is `idle`. The `session.status_idle` stream event can arrive slightly before `sessions.retrieve` reports `s

Write a JSON object to an S3 bucket :param bucket_name: Name of the S3 bucket :param file_name: Name of the file to be creat

Write a post-mortem report to the postmortems/ directory.