BlackArc5 papers
Business Process
Agentic BPM: goal-driven process design, process mining, workflow graphs, and governing non-deterministic work.
- Papers
- 5
- Read time
- 1.4h
- Avg length
- 16m
Agent Behavior Mining: Generative AI Agent Governance in Business Processes
Reformat every LLM agent's tool call, hand-off, and chain-of-thought into a standard XES event log — the file format process-mining tools have read for 15 years — so you can point ordinary process-mining software at a swarm of non-deterministic agents and get back the same discovery/conformance/cost dashboards you'd get from a deterministic workflow.
- Read
- 16 min
- Source
- arXiv:2606.20669
Agentic Business Process Management Systems
Business Process Management is shifting from *automation* (systems that execute pre-scripted rules) to *autonomy* (agents that sense, reason, and act beyond the script) — and this paper sketches the five-layer architecture, the autonomy spectrum, and the agent-orchestration patterns a BPM platform needs to actually support that shift.
- Read
- 13 min
- Source
- arXiv:2601.18833
Agentic Business Process Management: A Research Manifesto
Stop treating LLM agents as fancy task-runners bolted onto a workflow diagram — treat the agents themselves as the process, and build a "frame" around each one so its autonomy stays pointed at the organization's goals instead of its own.
- Read
- 20 min
- Source
- arXiv:2603.18916
An Agentic AI for a New Paradigm in Business Process Development
Instead of hard-wiring a business process as a fixed sequence of tasks, describe it as a set of *goals*, the *information objects* that prove each goal is met, and the autonomous *agents* that produce those objects — and let the runnable workflow emerge from which objects are ready.
- Read
- 14 min
- Source
- arXiv:2507.21823
Business World Model
Give an AI agent a live, structured map of your company — the entities it runs on, the ML models that predict how those entities move, and the short list of levers you can actually pull — so it can simulate several campaigns and their side effects before you run one, instead of just executing the campaign you already typed out.
- Read
- 18 min
- Source
- arXiv:2606.10044