The Helix journal
AI & intelligence2 min read

Give AI context. Be explicit about authority.

Useful operational AI needs the right sources, permitted tools, and a clear boundary between a suggestion and a decision.

A well-informed draft and an authorized operational action are different things. Design both deliberately.

Start with a bounded question.

“Investigate this exception” is useful only if the assistant can identify the affected work, the effective instructions, the observations, and relevant history. More documents do not necessarily mean better context. The relationships and versions determine which information applies.

Ask for a specific output: an evidence summary, a comparison of revisions, or a draft investigation outline. Make its sources inspectable so a reviewer can judge the connection between a statement and the underlying record.

Define what the assistant may do.

Retrieving a record, drafting a proposed change, and activating that change have different consequences. Give a tool the narrow authority needed for its task. Enforce access and action rules on the server, even if the assistant’s instructions already describe them.

Human review is useful when the person can inspect the proposal, evidence, and expected effect. A generic confirmation button is a poor substitute for a decision screen that shows what will change and why.

Treat MCP as an interface, not a permission system.

MCP provides a way for an AI client to work with exposed resources and tools. A connection does not by itself establish which organization’s records a caller may see, whether an approval is valid, or whether an action can be committed.

Keep those decisions in Helix’s identity, scope, and workflow controls. Data returned from a document or external service should be treated as content, not as authority to override those controls.

Measure the work left for the reviewer.

An impressive paragraph can still create more review work than it saves. During a pilot, record how often citations are relevant, what the reviewer corrects, and whether important uncertainty is visible.

Begin with retrieval, reconciliation, and drafting before extending the action surface. Expand only when the organization can explain the permissions, failure behavior, and review responsibilities for the new task.

TAKE IT INTO YOUR NEXT EVALUATION
  • Use a bounded task with inspectable sources.
  • Separate drafting permission from activation authority.
  • Measure corrections and review effort, not just output volume.

Try it in your own workspace.

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