openclaw - 💡(How to fix) Fix [Bug]: Responsibility Shift Logic Defect in AI Agent [1 participants]

Bug type

Behavior bug (incorrect output/state without crash)

Beta release blocker

No

Summary

When a user requests the Agent to perform an operation, but the Agent cannot execute it due to technical limitations, the Agent suggests that the user perform the operation themselves, resulting in a logical "responsibility shift."

Example Scenario: User: "Can you take a screenshot?" Agent: (Attempts screenshot, gets black image) Agent: "Sir, the screenshot is indeed all black... Please manually take a screenshot: use shortcuts..."

Logical Contradiction: If the user could perform the operation themselves, they wouldn't have requested the Agent to do it.

Root Cause Analysis

1. Intent Recognition Pipeline Defect: Misinterprets "request to perform action" as "request for information"
2. Failure Handling Logic Incomplete: Only considers technical feasibility, ignores agent relationship integrity
3. Response Generation Lacks Reasonableness Check: No verification that solution satisfies original intent

Impact Scope

• Damages trust in agent-user relationship
• Exposes logical consistency defects at architectural level
• Likely to recur in similar scenarios (file operations, permission-restricted operations, etc.)

Steps to reproduce

Reproduction Steps

1. In an environment without screen recording permissions (e.g., background service)
2. Request Agent: "Can you take a screenshot?"
3. Agent attempts screencapture, gets black screen
4. Agent analyzes image, confirms black screen
5. Agent suggests user manually take screenshot and send to himself.

Expected behavior

Suggested Fixes

1. Enhance Intent Classifier: Distinguish between "request to perform" vs "request for information"
2. Improve Failure Handling State Machine:

   if cannot_perform_requested_action():
       explain_limitation()
       offer_alternative_help()  # Do not transfer operation back to user

Actual behavior

When the user requests the Agent to perform an operation (e.g., "Can you take a screenshot?"), the Agent: Attempts the operation → Executes screencapture command Fails due to technical constraints → Generates a black image (verified via image analysis tool) Suggests user perform the operation themselves → Recommends: "Sir, please manually take a screenshot: use shortcuts ⌘+Shift+3/4..." Creates logical contradiction → Transfers responsibility back to the user for the same operation they requested the Agent to perform User-visible evidence: Black screenshot result from Agent's attempt Agent's recommendation for user to manually execute the requested operation Direct contradiction: If user could/would perform the operation, they wouldn't have requested the Agent to do it Core defect: The Agent fails to maintain the agent-user relationship when encountering technical limitations, suggesting the user perform the very operation they requested assistance with.

OpenClaw version

2026.3.23-2

Operating system

macOS (Darwin 25.4.0 arm64)

Install method

No response

Model

deepseek/deepseek-reasoner

Provider / routing chain

openclaw → deepseek

Additional provider/model setup details

No response

Logs, screenshots, and evidence

Impact and severity

No response

Additional information

No response