Enterprise Service Coordination

Real Workflow

Enterprise service coordination scenarios apply to cross-role, cross-material, cross-timeline tasks. The real problem isn't "no one is doing it"—it's that goal decomposition, progress synchronization and result integration costs are too high.

Dimension	Real Situation
Trigger Point	New product launches, customer complaint escalations, compliance rectification, quarterly business reviews and other cross-department tasks
Existing Materials	Overall goal, deadlines, existing documents, related policies, pending decisions and involved roles
Pain Point	Many subtasks, unclear dependencies, scattered responsible parties; managers constantly chase progress and consolidate results
DesireCore Intervention	Core dispatcher decomposes tasks, delegates to agents, tracks blockers and centralizes items needing human decisions
Acceptance Result	Manager sees unified progress, deliverables and pending decisions rather than searching for information across multiple chat groups

Involved Agents

• DesireCore Core — Task orchestration, agent scheduling, global monitoring
• Legal Advisor — Compliance review
• AI Copywriter — Marketing material writing
• Finance Assistant — Cost accounting and pricing
• Product Manager — Release timeline and task allocation

Complete Conversation Example

One-Click Multi-Department Collaboration

You: We're releasing a new product next month and need to prepare all materials related to the release.

DesireCore: I'll help you coordinate this product release. I've broken it down into the following work:

        1. Legal Compliance Review — Check product copy, user agreement
        2. Marketing Material Preparation — Product introduction, promotional copy, social media content
        3. Financial Cost Accounting — Release costs, pricing strategy
        4. Project Planning — Release timeline, task allocation

        Delegated to respective agents to start work:
        → Legal Advisor: Reviewing product compliance
        → AI Copywriter: Preparing marketing material framework
        → Finance Assistant: Conducting cost estimation
        → Product Manager: Establishing release plan

        Expected to return preliminary plan within 30 minutes.

Real-Time Progress Monitoring

You: How is the progress now?

DesireCore: Progress of various work is as follows:

        Legal Compliance Review: Completed
        - Product copy has no compliance issues
        - User agreement needs to supplement data processing clauses

        Marketing Materials: In Progress (70%)
        - Product introduction draft completed
        - Social media content matrix in production

        Financial Accounting: Completed
        - Release budget: 850k
        - Suggested pricing range: 299-399 CNY

        Release Plan: Completed
        - Key milestones marked
        - Resource allocation has no conflicts

        Items requiring your confirmation:
        1. User agreement data processing clauses (Legal Advisor has drafted)
        2. Pricing choice 299 or 399 (Finance Assistant has provided analysis)

Emergency Task Insertion

You: Emergency! Important customer complained about product quality issue, needs immediate handling.

DesireCore: Received emergency task, adjusting resource priority...

        Current status:
        - AI Copywriter: Creating social media content (can pause)
        - Legal Advisor: Idle
        - Customer Service Center: Handling 2 normal inquiries

        Scheduling decision:
        → Pause AI Copywriter's social media task (progress saved)
        → Delegate Customer Service Center to fully handle complaint
        → Legal Advisor prepares possible response plan

        Expected first response to customer within 5 minutes.

Establish shared business context first

Multi-agent coordination cannot rely only on each member interpreting a separate prompt. Before entering a real enterprise process, the team should share explicit definitions for critical business concepts:

Ontology dimension	Enterprise-coordination example
Objects	Product, release plan, agreement, budget, complaint, deliverable
Links	Owner, task dependency, material source, decision impact
Rules	Compliance, budget threshold, deadline, priority, escalation
Actions	Delegate, pause, submit approval, release, notify, write back
Governance	Who can read or change, which actions need Human Gates, how receipts are retained

Use the Enterprise Business Ontology method to organize these semantics, rules, and action boundaries across AgentFS, Skills, Workflows, and Policies. Legal, finance, and product agents then use the same objects, state, and acceptance criteria when they discuss “release,” “risk,” or “done.”

note

A business ontology is an implementation method; it does not grant new permissions to any agent. Every member remains governed by its own Agent Permission Boundary, tool grants, Human Gates, and audit policy.

Core Capabilities

Task Orchestration

DesireCore can decompose a complex requirement into multiple subtasks, identify dependencies and arrange serial or parallel execution:

• Tasks without dependencies execute in parallel to shorten total time
• Tasks with dependencies are connected in series in sequence
• Automatically monitor completion status of each task
• Bind deliverables, responsible parties and deadlines to each subtask

Smart Scheduling

When system resources are tight or unexpected situations occur, DesireCore will:

• Reallocate resources based on task priority
• Emergency tasks automatically preempt resources from low-priority tasks
• When an agent fails, automatically reassign tasks to backup agents
• Centralize blockers for your review rather than scattering them across multiple conversations

Intent Recognition

DesireCore can distinguish whether you are Teaching or Delegating Tasks:

• "Use a relaxed tone for emails in the future" → Teaching, records preference and syncs to all copywriting agents
• "Help me write an email to the client" → Delegating, assigned to AI Copywriter for execution

Decision Point Management

Cross-department tasks most commonly get stuck at "no one to make the call." DesireCore will list items needing your decision separately:

Decision Point	Source	Impact	Next Step
Pricing: 299 or 399	Finance Assistant	Affects margin and market positioning	After you confirm pricing, AI Copywriter updates promotional materials
Accept data processing clauses in user agreement	Legal Advisor	Affects launch compliance	After you confirm, sync with Product Manager to schedule launch
Delay release date	Product Manager	Affects marketing cadence and CS preparation	After you confirm, readjust task dependencies

Final Deliverable

A trackable multi-agent collaboration workflow: tasks are decomposed, delegated, consolidated and cross-checked, ultimately forming unified deliverables, progress reports, blockers and pending decision lists.

DesireCore Capabilities Used

• Intelligent Task Orchestration: Identify intent, decompose subtasks, delegate to agents, track progress and consolidate receipts
• Team Mode / Swarm Mode: Long-term roles handle stable processes, temporary roles handle one-off complex tasks
• Decision Tree & Human Gate: Key branches and high-risk actions require your confirmation before continuing
• Replay & Audit: Review what each agent did, which step took the most time and where optimization is needed

Best Practices

• When describing requirements, state the overall goal (e.g., "release new product"), deadline, existing materials and non-negotiable constraints
• For projects with clear deadlines, inform time constraints from the start—the scheduler will prioritize tasks on the critical path
• Regularly check progress summaries and promptly respond to items requiring your decision to avoid blocking other agents' subsequent work