Agentic Release Risk Copilot

Track target: UiPath AgentHack 2026, Track 3 - UiPath Test Cloud

Overview

Agentic Release Risk Copilot helps enterprise automation teams decide what to test before a release. It reads a requirements note, repository diff, test inventory, and failed-test log, then produces:

• Risk-ranked release areas
• Suggested regression scenarios
• Brittle selector warnings
• Remediation recommendations
• Human approval checkpoints for high-risk changes

The local prototype is deliberately dependency-free so it can run before UiPath Labs access arrives. Once Labs access is granted, UiPath Automation Cloud/Test Cloud becomes the orchestration and governance layer around this analysis flow.

Why UiPath

In the final AgentHack version, UiPath coordinates the long-running release validation process:

• A UiPath workflow ingests change artifacts from GitHub, CI, or Test Cloud.
• A coded agent performs risk analysis and generates test recommendations.
• Test Cloud executes or schedules the selected test set.
• High-risk releases route to a human approval step before deployment.
• Results are logged as auditable release evidence.

Quick Start

python3 -m unittest discover -s tests
python3 src/release_risk_copilot/cli.py --output out/demo-report.json --markdown out/demo-report.md

The command uses the sample data in data/ and writes a JSON report plus a Markdown demo report.

Sample Output

The report includes:

• summary: total risk count and highest severity
• risk_items: area-level risk findings
• test_plan: recommended scenarios to run
• human_approval_queue: items requiring reviewer approval
• uipath_next_steps: how to connect the prototype to UiPath Labs

Submission Assets

• Presentation deck
• Deck notes
• Architecture
• Demo report snapshot

Repository Layout

data/                      Synthetic sample inputs
docs/                      Architecture and submission drafts
src/release_risk_copilot/  Dependency-free prototype
tests/                     Unit tests

Submission Status

This is a working local prototype and documentation scaffold. The remaining external blocker is UiPath Labs access, which was requested through the official form and may take up to 3 business days.