Problem
Multi-step agents hide consequential tool calls and make cost or failure difficult to attribute.
Agent execution should be inspectable while it is happening.
A Node API and WebSocket server with a React interface spanning roughly 36 TypeScript source files.
Interactive system walkthrough · simulated frontend data · not live telemetry
Multi-step agents hide consequential tool calls and make cost or failure difficult to attribute.
Stream execution events from a Node server into a React console and gate sensitive tools behind human approval.
Instrumented skill-level cost and success signals across deterministic mocked traces in this portfolio walkthrough.
A run-level success label can hide which skill or tool caused cost growth or failure.
Make observability granular to skills and tools, not only the final response.
A real-time interface for agent runs, approvals, skill costs, and outcomes.