GitHub-related errors.

A single raw event from an API source, before normalization.

Transaction details passed to workflow.

Result model for arXiv search operations

Multi-collection corpus manager with guaranteed vector search

Raised when the generated game still fails review after the repair pass.

Result model for memory search operations

A single writing profile.

Response model for transaction decision.

A LinkedIn post.

Advanced transaction scenarios demonstrating system capabilities.

Binary pass/fail LLM judge for LinkedIn post evaluation. Evaluates a generated post against the guideline and writing profiles. No ground tru

A stable, color-coded card for one speaker, opened before its content.

A compact data-agent pipeline: route, write SQL, validate, execute, answer.

A multi-stage research workflow that: 1. Gathers information from the web using advanced scraping tools. 2. Analyzes and synthesizes the

Small SQLite-backed dataset for the PoC. The database is rebuilt in memory from CSV files each time the process starts. That keeps the reposi

A single local evaluation result.

GitHub rate limit exceeded.

GitHub repository not found.

Plain local score result for the binary judge.

Vector store operation errors.

Raised when the exploration call budget would be exceeded.

Structured description of the company and its AI needs.

Application configuration from environment variables.

ChatNebius that surfaces the non-standard ``reasoning`` field. The Cosmos reasoner served by Token Factory frequently returns its answer in t

A single entry in the LinkedIn posts dataset.

Container for few-shot examples loaded from the dataset.

Result of transaction decision.

No local memory fallback; used only when Engram is not configured.

Main application class for Doc-MCP Gradio interface.

Handles document ingestion with progress tracking.

Document metadata structure.