P05 / Expertise

AI Agents & Multi-Agent Systems

Build bounded AI agents and coordinated agent systems that can reason over context, use approved tools and hand work to people when needed.

Cluster Map

What this pillar covers.

These child clusters organize related buyer questions and search language. Standalone pages are used only where the intent is distinct enough to deserve one; other clusters resolve to an existing service, solution or resource.

AI Agent Development

Develop bounded AI agents that can interpret context, use approved tools, preserve auditability and escalate when authority or confidence is insufficient.

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Agentic AI

Design agentic systems that pursue defined goals through controlled reasoning and tool use without turning business processes into opaque autonomy.

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Multi-Agent Systems

Coordinate specialized agents when task decomposition, parallel work or distinct permissions create a real advantage over a single-agent design.

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Design Inputs

Questions to resolve before implementation.

  • Tool permissions and authority
  • State and memory design
  • Human approval points
  • Failure recovery and auditability

How We Use This Map

Depth without navigation sprawl.

The expertise taxonomy supports search discovery, buyer education and internal linking. It does not turn every keyword variation into a landing page or alter the main navigation.

For AI Agents & Multi-Agent Systems, that means weighing tool permissions and authority before any page or workflow gets built out further — the map only expands where a distinct buyer question genuinely needs its own page.

When a topic already has a stronger PlanckCyber page, this map points there rather than creating a competing destination.

Adjacent Expertise

Related system layers.

Generative AI & LLM Engineering

Design and build production LLM and generative-AI systems with explicit evaluation, retrieval, integration and operating requirements.

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AI Automation & Workflow Automation

Combine deterministic automation with AI where interpretation is useful, while keeping actions, approvals and exceptions visible.

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Data, RAG & Knowledge Intelligence

Make organizational knowledge retrievable, permission-aware and useful to people, applications and AI agents.

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Start with the problem

Have a problem AI might solve?

You do not need a specification. Tell us what you are trying to improve.