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
Primary Pattern
Declared Patterns
Convergence Failure
A structural condition where sequential or parallel states fail to resolve into an equivalent or coherent structure under shared authority and constraints.
Circular Dependency
A structural condition where two or more elements depend on each other in a closed loop without an independent base condition or declared resolution mechanism.
Unconstrained Expansion
A structural condition where a region, process, authority, or effect expands without governing constraints limiting growth.
Derived Primary Lenses
Compression Lens
Reduces structural graphs into stable minimal representations for comparison, redundancy detection, and diffing.
Conflict Lens
Detects mutually incompatible constraints, claims, states, or declarations that cannot be simultaneously satisfied.
Convergence Lens
Compares parallel structural systems to determine whether they align under shared authority.
Escalation Gradient Lens
Measures structural growth or intensification across sequential executions, states, or transitions.
Propagation Lens
Traces how structural declarations, effects, or state changes propagate across boundaries or stages.
Derived Secondary Lenses
Normalization Lens
Transforms structurally equivalent variants into a canonical form to prevent false divergence.
Reconciliation Lens
Evaluates whether structural changes align with declared authority updates, version changes, or reconciliation rules.
Variance / Entropy Lens
Measures structural variability across repeated or comparable evaluations and identifies divergence beyond expected bounds.
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