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autonomous-skill-orchestrator

Deterministically coordinates autonomous planning and execution across available skills under strict guardrails. Use only when the user explicitly activates thi

Introduction

## 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.

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