Research · Included system skill

Web Research Agent Skill

Research current questions against live public sources and return a concise, cited answer.

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What is the Web Research Agent Skill?

The Web Research Agent Skill gives an agent a repeatable method for investigating current questions, checking live sources, separating evidence from inference, and returning citations. It is designed for work where freshness matters, while access to web tools remains controlled by the agent’s assigned permissions.

Product behaviour reviewed against VDF AI Cloud · 2026-09-04
At a glance

When to use Web Research

Match the Skill to the job, provide the required context, and decide what a useful output must contain before the agent begins.

Best for

  • Market and company research
  • Current regulations and releases
  • Source-backed fact checking

Inputs

  • A research question
  • Optional URLs or constraints
  • Freshness and source requirements

Outputs

  • Direct answer
  • Source-linked evidence
  • Uncertainty and gaps
Repeatable workflow

How the Web Research procedure works

The Skill supplies structured judgement and sequencing. VDF AI supplies the separately governed capabilities used during each step.

01

Frame

Clarify the decision, date sensitivity, geography, and evidence standard before searching.

02

Search

Find primary and authoritative sources that address the question from more than one angle.

03

Inspect

Open the strongest sources, check publication context, and distinguish facts from inference.

04

Synthesize

Answer the question directly, attach citations to supported claims, and surface unresolved gaps.

Tool boundary

Capabilities the procedure can use

Web Research can call these capabilities only when they are assigned to the agent and authorised for the user. The Skill itself never expands access.

Practical example

A representative web research request

Example request

“Research the latest EU guidance on general-purpose AI models and give me a cited executive brief.”

Expected outcome

A dated answer with links to primary guidance, a short interpretation, and clearly labelled open questions.

How the capability model fits together

A procedure between the agent and its tools

Web Research gives the agent a repeatable method. Tool permissions stay separate, and the capability can run inside a governed multi-agent Network.

  1. 1
    Agent The governed worker Identity, model, instructions, access, and runtime policy.
  2. 2
    Skill Web Research The procedure and supporting context for specialised work.
  3. 3
    Tool Permitted capabilities Search, parse, generate, analyse, or write under access control.
  4. 4
    Network Orchestrated execution Model-driven nodes compose Skills into observable workflows.
  5. 5
    Outcome Reviewable work Evidence, files, decisions, or approved external actions.
Where it fits

Agents, use cases, and Network patterns

Use these relationships as starting points, then narrow the agent’s access and workflow to the actual business context.

Network patterns

  • Research then review
  • Evidence gathering for a decision node
  • Source collection before document generation
Governance and limitations

What remains under platform and human control

A reliable Agent Skill states its boundaries as clearly as its capabilities, especially when the workflow can influence decisions or external systems.

Operational controls

  • Web tools must be granted to the agent
  • Citations remain visible for review
  • Uncertainty is reported rather than hidden

Known boundaries

  • Cannot access sources blocked by authentication or robots policy
  • Source quality still requires human judgement
  • Automatic activation varies by model provider
FAQ

Questions about Web Research

Does the Web Research skill browse the live web?

Yes, when the agent has the required Web Search and Web Crawler tools. The skill itself does not grant those tools; it supplies the research procedure used after access is configured.

Does it include citations?

The workflow is designed to attach sources to claims and to distinguish sourced facts from the agent’s interpretation. Reviewers can open the referenced pages before using the result.

Can it research private company knowledge?

Use Connected Knowledge Search for indexed internal systems. A network can combine both skills when a question needs public evidence and private organisational context.

Put the procedure to work

Try Web Research in VDF AI

Assign the Skill, grant only the tools the agent needs, and test the workflow with your own controlled context.

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