๐Ÿ† UiPath AgentHack โ€” Track 2: UiPath Maestro BPMN

Agentic Cloud-GPU
Orchestrator

An autonomous humanoid RL training fleet manager built end-to-end on UiPath Maestro BPMN. AI agents analyze anomalies, humans approve critical gates, RPA robots execute โ€” all governed by BPMN.

8 BPMN Process Containers
3 AI Agents
9 BPMN Swimlane Roles
$48K Grand Prize Pool
โ–ถ Run Live Demo View on GitHub
THE PROBLEM

Humanoid RL Training is Chaos

๐Ÿ’ธ

Idle GPU Waste

Teams burn thousands of dollars on cloud GPU instances (AWS, GCP, AMD) that sit completely idle after training finishes.

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Silent Divergence

RL runs silently diverge or collapse for hours โ€” reward flatlines, gradients vanish โ€” before anyone notices.

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No Governance

No unified system for anomaly triage, human-in-the-loop approvals, and auditable write-back to cloud registries.

SENTINEL SOLVES THIS

One BPMN process. AI agents detect. Humans approve. RPA robots execute. Every decision is audited.

THE ARCHITECTURE

BPMN Orchestration Flow

๐Ÿ“ก
Incident Trigger
IncidentReports Queue
โ†’
๐Ÿง 
Telemetry Analyst
AI Agent (Claude/Gemini)
AI AGENT
โ†’
โ—ˆ
HITL Required?
Exclusive Gateway
GATEWAY
HIGH RISK โ†’ HITL
๐Ÿ‘จโ€๐Ÿ’ผ
Review Board
Action Center (Human)
HUMAN GATE
LOW RISK โ†’ AUTO
โšก
Fast Track
Autonomous Remediation
AUTO
โ†’
๐Ÿค–
RPA Write-Back
Cloud Console / Registry
RPA ROBOT
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๐Ÿ“‹
Audit Log
Immutable Trace
LIVE SIMULATION

Watch Sentinel in Action

Click "Run Pipeline" to simulate 8 real training anomalies being triaged by AI agents

Processed: 0 HITL: 0 Auto: 0
sentinel@uipath-maestro-ecm ~ python run_pipeline.py
$ Waiting for pipeline to start...
BUILT WITH

UiPath Full Stack

UiPath Maestro BPMN
Primary orchestration engine. Models the full 8-container training lifecycle.
UiPath Agent Builder
Coordinates Telemetry Analyst, Risk Agent, and Cost Agent with structured prompts.
UiPath Action Center
Renders rich HITL forms for researchers to approve/reject anomaly remediation.
UiPath RPA Robots
Executes cloud-console interactions, SSH termination, and model registry updates.
Orchestrator Queues
High-reliability IncidentReports queue triggers process executions on new anomalies.
Claude + Gemini APIs
Powers the coded AI agents for real-time telemetry analysis and risk scoring.
THE TEAM

Built by Forenly AI

DM
Diya Majee
Lead Architect & UiPath Maestro
SG
Swati Gupta
AI Agent Integration & Queue Consumer
Wired Claude/Gemini APIs ยท Built Orchestrator queue consumer ยท CRM integration ยท Test coverage
DL
Dundu Lawan
Trigger Samples & Environment Setup
SJ
Soujanya
Devpost & Architecture Docs