القائمة
Distill Emerge reverse flywheel raw operator events into a structured synthesis result. Use when a lead agent receives synthesis_job_ready with skill_name=emerge-reverse-synthesis.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
| name | emerge-reverse-synthesis |
| description | Distill Emerge reverse flywheel raw operator events into a structured synthesis result. Use when a lead agent receives synthesis_job_ready with skill_name=emerge-reverse-synthesis. |
Turn repeated raw operator events into a deterministic pipeline candidate. The daemon only packages the job and validates your result.
Use the synthesis_job_ready job payload:
normalized_intent: detected operator behaviorevents: raw operator eventsconnector_notes and synthesis_hintscontext_hint, machine_ids, detector_signals__args[...] only when they are likely inputs.__result for read mode or __action for write mode.rationale describing event evidence and parameter choices.icc_exec with no_replay=true; write only a pending artifact unless the operator explicitly approves activation.Use this shape in your working notes and pending artifact rationale:
{
"connector": "desktop_drafting_app",
"mode": "write",
"pipeline_name": "create_room_labels",
"code": "__action = {'ok': True, 'created': []}",
"confidence": 0.82,
"rationale": "raw operator events repeatedly added room labels on the same layer; label text is parameterized via __args.",
"verify_strategy": {
"required_fields": []
}
}
The generated code is compiled once, then runs without LLM. Treat this as compile-time distillation, not runtime reasoning.
Use when Emerge emits pattern_aggregated facts and Claude must decide whether runner suggestions justify a follow-up distillation task.
Use when an Emerge intent is marked synthesis_ready and Claude must inspect successful WAL samples to create a conservative pending pipeline artifact.
Use when an Emerge event stream contains pattern_observed, local_pattern_observed, pattern_aggregated, or pattern_pending_synthesis and Claude must turn raw runner/operator facts into one conservative pipeline candidate through normal mechanism tools.
Use when wiring a generic connector to capture remote operator actions and convert repeated event facts into pending pipeline work through Claude Code skills.
Distill Emerge forward flywheel WAL samples into a parameterized pipeline result. Use when a lead agent receives a forward_synthesis_pending event or a job with skill_name=emerge-forward-synthesis.
Use when a user asks to initialize a domain flywheel from natural language context, especially when environment details are incomplete or mixed with execution assumptions.