PENGO Workbench
Workbench / Issues / Agent Never Settles on Final Answer

Issue

Agent Never Settles on Final Answer

The agent keeps revising, rechecking, planning, or branching instead of converging on a final answer or completed result.

What This Looks Like

The agent keeps revising, planning, checking, branching, or reconsidering instead of returning a final answer. It may repeatedly say more work is needed, open new paths, ask for another pass, or keep refining the same output without reaching a stable completion point.

Why It Matters

Agent work needs convergence. If the agent cannot settle, the user cannot know when the task is done or which output should be trusted. This can turn a bounded request into an open loop of partial work, repeated review, and unfinished decisions.

Structural Signal

The workflow lacks a stable finalization point. The issue is not that the agent needs one reasonable correction; it is that the agent’s process does not converge on a final answer under the declared task constraints.

Common Triggers

  • The task has no declared done condition
  • The agent is allowed to keep improving without a stopping rule
  • Review or self-check loops create new work each pass
  • The agent treats uncertainty as permission to continue indefinitely
  • Tool results or critiques create new branches instead of closing the task
  • The workflow does not distinguish final output from draft or analysis state

When to Use This Issue

Use this Issue when the agent’s main failure is inability to settle on a final answer, final artifact, or completed state.

When Not to Use This Issue

Do not use this Issue when the agent expands the task but still completes a final output. Do not use it for one bad answer or one ordinary revision cycle. This Issue applies when the agent cannot converge.

Category

Loops & Resolution

Primary Pattern

PAT-0320 — Convergence Failure

Declared Patterns

Derived Primary Lenses

Derived Secondary Lenses

Related AI-Adjacent Issues

Search Intents

  • agent never settles on final answer
  • AI agent will not finish
  • agent keeps revising instead of answering
  • AI keeps checking and never completes
  • agent cannot finalize response
  • agent loops without final answer