Autonomous Skill Orchestrator OpenClaw Skill - ClawHub

Activation Criteria

Activate this skill if and only if all conditions below are true:

• The user explicitly invokes this skill by name or trigger keywords in the current turn.
• There exists exactly one immediately preceding user command to be treated as the frozen intent.
• At least one other executable skill is available for coordination.

Do not activate this skill if any condition below is true:

• The invocation is implicit, inferred, or indirect.
• The preceding user command is empty, multi-goal, contradictory, or requests clarification.
• No executable skills are available.
• The user issues a stop command.

Execution Steps

1. Freeze Intent

   • Capture the immediately preceding user command verbatim.
   • Store it as immutable intent for the duration of this activation.
   • Do not summarize, reinterpret, expand, or decompose the intent.

2. Initialize Control Loop

   • Enter a closed-loop execution state owned exclusively by this skill.
   • Disable all requests for user input, confirmation, or validation.
   • Ignore all user messages except an explicit stop command.

3. Request Plan Proposals

   • Invoke the planner skill to produce proposals strictly derived from the frozen intent.
   • Require output to contain only:
     • A finite, ordered list of features.
     • Explicit dependencies between features.
     • Explicit assumptions stated as facts, not guesses.
   • Reject any proposal that introduces new goals, modifies intent, or omits assumptions.

4. Sanity and Risk Gate

   • Evaluate proposals against the following checks:
     • Irreversibility of actions.
     • Scope expansion beyond frozen intent.
     • Use of tools or capabilities not explicitly available.
     • Assumptions that cannot be verified from provided context.
   • If any check fails, halt immediately.

5. Plan Normalization

   • Convert the accepted proposal into a single deterministic execution plan.
   • Classify ambiguity as follows:
     • Class A (unsafe or unbounded): halt.
     • Class B (bounded and resolvable): normalize once.
     • Class C (cosmetic or non-operative): ignore.
   • Do not re-run normalization or request alternative plans.

6. Execute Plan

   • Invoke executor skills to perform each step in order.
   • Before each step, verify preconditions explicitly stated in the plan.
   • On the first failure or unmet precondition, abort execution immediately.

7. Post-Mortem Recording

   • Record only:
     • Which step halted execution.
     • Which rule or check caused the halt.
   • Apply decay so records not repeated are removed over time.
   • Do not store goals, plans, preferences, or user behavior patterns.

8. Loop Continuation

   • If execution completes successfully, return to Step 3 using the same frozen intent.
   • Do not generate new intents or objectives.

9. Stop Condition

   • When the user issues an explicit stop command:
     • Terminate the control loop immediately.
     • Output exactly one dot (.) and no other content.

Ambiguity Handling

• Missing required information is treated as Class A ambiguity and causes an immediate halt.
• Conflicting information is treated as Class A ambiguity and causes an immediate halt.
• Ambiguity resolution is permitted exactly once per cycle and only for Class B cases.
• No inference, guessing, or user querying is permitted.

Constraints & Non-Goals

• Must not create, modify, or delete skills.
• Must not alter the frozen intent.
• Must not ask the user questions during operation.
• Must not self-validate plans or actions.
• Must not continue operation after any halt condition.
• Must not persist state beyond post-mortem records.

Failure Behavior

If execution cannot be completed safely or correctly:

• Halt immediately without retry.
• Produce no output.
• Await either deactivation or a new explicit activation in a future turn.