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How UnfoldAI Works

UnfoldAI is a monitoring and observability layer for AI coding agents. It sits in your VS Code sidebar and watches what your agents do — so you can supervise confidently instead of watching every command.

The Supervision Model​

Unlike AI coding assistants that do the work, UnfoldAI watches the work. It runs passively in the background, monitoring activity across all your AI agents simultaneously.

┌─────────────┐     ┌───────────┐     ┌──────────────┐
│ You │◄────│ UnfoldAI │◄────│ AI Agents │
│ (Supervise) │ │ (Monitor) │ │ (Do the work)│
└─────────────┘ └───────────┘ └──────────────┘
│
Detects issues
Surfaces risks
Builds memory

UnfoldAI does not:

  • Intercept or modify agent commands
  • Slow down your agents
  • Require changes to how you use your agents
  • Need API keys from your agents

What Gets Monitored​

UnfoldAI tracks four categories of activity:

  • Terminal activity — Commands executed, their output, exit codes, and timing
  • File changes — What files your agents create, modify, or delete
  • Error patterns — When things go wrong and how they relate to each other
  • Behavioral patterns — Agent loops, drift, and non-productive sequences

Key Concepts​

Episodes​

An Episode is a grouped sequence of related events, typically centered around an error or issue. When UnfoldAI detects a problem, it bundles the relevant commands, file changes, and error output into a single Episode that you can investigate, chat about, or resolve.

Learn more about Episodes

Playbooks​

A Playbook is institutional memory — a saved solution to a problem that worked before. When UnfoldAI detects an issue similar to one you've resolved in the past, it surfaces the relevant Playbook so you don't have to re-diagnose from scratch.

Learn more about Playbooks

Proactive Alerts​

Proactive Alerts are contextual notifications that appear in UnfoldAI's conversation stream when something needs your attention. Unlike noisy notification systems, proactive alerts consolidate information and offer one-click actions — analyze, restore, generate a report, or dismiss.

Learn more about Proactive Alerts

Pre-Commit Summary​

The Pre-Commit Summary is a review checkpoint before you commit agent-written code. It shows what changed, highlights risks, surfaces dependency modifications, and generates an AI commit message — so you commit with confidence.

Learn more about Pre-Commit Summary

Restore Points​

Restore Points are snapshots of your workspace state that let you revert to a known-good state if an agent makes destructive changes. They can be created manually or automatically before risky operations like dependency installs.

Learn more about Restore Points

The Dashboard​

The Dashboard is your home screen — a single-pane view of workspace health, active issues, agent activity, and recent events. It's designed to give you a complete picture without scrolling.

Learn more about the Dashboard