Anvayric

Engineering perspective / 30 October 2026

When should a workflow
become an agent?

Start with the task and the decisions it requires. Choose autonomy only where it makes the system more useful.

Choose the level of autonomy

Some steps need rules.
Some need judgment.

The design depends on whether the path is known. An agent is useful only when choosing the next step adds value.

Defined path

Business rules

Update a lead stage after a recorded event. Calculate attendance or revenue from records.

Predictable logic
Variable information

AI-assisted workflow

Interpret an enquiry, retrieve approved facts, then route it to a defined response or staff handoff.

Bounded interpretation
Variable path

Agentic system

Select tools and adapt the next step to a result, within limits on actions, time and cost.

Controlled tool use

Our evidence today: the IMFIT case supports the first two patterns. Agentic systems are a development direction that needs separate implementation and evaluation.

See the IMFIT workflow evidence

Give the term a precise meaning.

Anthropic distinguishes predefined workflows from agents that dynamically direct their own processes and tool use. That distinction is useful when deciding how much flexibility a task needs.

A connection is only the beginning.

MCP or an API can expose a business capability. A dependable application still needs appropriate permissions, clear tool behavior, state management, failure handling and evaluation.

What we would ask a pilot to prove.

  • Can it finish representative tasks using permitted tools?
  • Does it stop or ask for review when the task exceeds its authority?
  • Can an interrupted or repeated action be handled correctly?
  • Is the result worth the added latency and operating cost?

These are proposed acceptance questions, not claims of an existing Anvayric agent deployment.

Our direction: useful autonomy.

Agentic capabilities belong within our broader focus on AI applications and data integration. Business-specific context, a usable interface and reliable operations remain necessary whether the next step is chosen by a rule, a person or a model.

Reference

Anthropic: Building effective agents, published December 2024. Used for the workflow/agent distinction, not as a claim about current tooling. The publisher notes that its tooling guidance has since evolved.

Read the MCP explainer

Scoped AI engineering

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