A software maintenance agent is configured to resolve a complex repository issue using an initial compact plan and defined completion contracts. Over hours of operation, the agent generates numerous tool calls, parses voluminous environment feedback, and attempts multiple local fixes. Eventually, the agent begins cycling through redundant status queries and halts before completing the repair.

Evaluate this agent's failure through the lens of control-signal dilution. Explain how the agent's exec

True/False: In control-signal dilution, the probability of an agent prematurely terminating its task decreases as its interaction trace lengthens.

Which two guiding elements experience a weakening influence over time during control-signal dilution?

Which statement best describes the underlying mechanism of control-signal dilution in long-horizon agents?

True/False: Control-signal dilution causes an agent to strictly adhere to its compact plan regardless of how long the interaction trace grows.

What three forms of accumulated data lengthen an agent's interaction trace and bury its initial plan during control-signal dilution?

Explain why control-signal dilution is categorized as an operational execution failure mode rather than an initial planning defect. In your response, contrast the state of the agent's guiding control signals at initialization with how runtime trace dynamics alter their influence over time.

As execution tokens accumulate in an append-only context, what operational behavioral symptoms typically manifest due to control-signal dilution?

In long-horizon agents, execution tokens accumulate in an append-only context from commands, observations, and intermediate repairs.

According to the definition of control-signal dilution, which two guiding elements experience a weakening influence over time?

Match each behavioral symptom of control-signal dilution to the specific behavior exhibited by the agent.

During extended agent runs, execution tokens from commands, observations, and repairs accumulate in an ___ context, leading to diminishing attention weight on the compact plan.

Order the progression of events that leads to an agent executing unguided actions due to control-signal dilution.

Identify the operational execution failure mode exhibited by the agent and describe the context dynamics that triggered its unproductive repetition and premature termination.