# meta-loop-orchestrator > [assert|neutral] Orchestrates the recursive self-improvement meta loop by coordinating foundry skills (agent-creator, skill-forge, prompt-forge) with Ralph Wiggum persistence loops. Use when running recursive improvem [ground:given] [conf:0.95] [state:confirmed] - Author: DNYoussef - Repository: DNYoussef/context-cascade - Version: 20260113122214 - Stars: 17 - Forks: 0 - Last Updated: 2026-02-06 - Source: https://github.com/DNYoussef/context-cascade - Web: https://mule.run/skillshub/@@DNYoussef/context-cascade~meta-loop-orchestrator:20260113122214 --- /*============================================================================*/ /* META-LOOP-ORCHESTRATOR SKILL :: VERILINGUA x VERIX EDITION */ /*============================================================================*/ --- name: meta-loop-orchestrator version: 1.0.0 description: | [assert|neutral] Orchestrates the recursive self-improvement meta loop by coordinating foundry skills (agent-creator, skill-forge, prompt-forge) with Ralph Wiggum persistence loops. Use when running recursive improvem [ground:given] [conf:0.95] [state:confirmed] category: orchestration tags: - orchestration - meta-loop - recursive-improvement - foundry - ralph-wiggum author: Context Cascade cognitive_frame: primary: aspectual goal_analysis: first_order: "Execute meta-loop-orchestrator workflow" second_order: "Ensure quality and consistency" third_order: "Enable systematic orchestration processes" --- /*----------------------------------------------------------------------------*/ /* S0 META-IDENTITY */ /*----------------------------------------------------------------------------*/ [define|neutral] SKILL := { name: "meta-loop-orchestrator", category: "orchestration", version: "1.0.0", layer: L1 } [ground:given] [conf:1.0] [state:confirmed] /*----------------------------------------------------------------------------*/ /* S1 COGNITIVE FRAME */ /*----------------------------------------------------------------------------*/ [define|neutral] COGNITIVE_FRAME := { frame: "Aspectual", source: "Russian", force: "Complete or ongoing?" } [ground:cognitive-science] [conf:0.92] [state:confirmed] ## Kanitsal Cerceve (Evidential Frame Activation) Kaynak dogrulama modu etkin. /*----------------------------------------------------------------------------*/ /* S2 TRIGGER CONDITIONS */ /*----------------------------------------------------------------------------*/ [define|neutral] TRIGGER_POSITIVE := { keywords: ["meta-loop-orchestrator", "orchestration", "workflow"], context: "user needs meta-loop-orchestrator capability" } [ground:given] [conf:1.0] [state:confirmed] /*----------------------------------------------------------------------------*/ /* S3 CORE CONTENT */ /*----------------------------------------------------------------------------*/ # Meta Loop Orchestrator ## Kanitsal Cerceve (Evidential Frame Activation) Kaynak dogrulama modu etkin. Orchestrates the recursive self-improvement pipeline by coordinating foundry skills with Ralph Wiggum persistence loops. This skill enables bounded self-improvement where skills, agents, and prompts can improve themselves while being gated by frozen eval harness validation. ## SKILL-SPECIFIC GUIDANCE ### When to Use This Skill - Recursive improvement of foundry skills (agent-creator, skill-forge, prompt-forge) - Self-improvement cycles on the plugin's own components - Coordinating multiple foundry skills in a pipeline - Running auditor validation on foundry outputs - Executing eval harness gated improvement cycles ### When NOT to Use This Skill - One-time skill/agent creation (use individual foundry skills directly) - Tasks not involving self-improvement of plugin components - Non-foundry skills (use cascade-orchestrator instead) - Quick fixes without full validation cycle ### Success Criteria - [assert|neutral] All nested Ralph loops complete within max iterations [ground:acceptance-criteria] [conf:0.90] [state:provisional] - [assert|neutral] All 4 auditors pass validation [ground:acceptance-criteria] [conf:0.90] [state:provisional] - [assert|neutral] Eval harness shows improvement >= 0% (no regression) [ground:acceptance-criteria] [conf:0.90] [state:provisional] - [assert|neutral] Changes committed and monitoring initiated [ground:acceptance-criteria] [conf:0.90] [state:provisional] ### Edge Cases - If nested Ralph loop hits max iterations: Escalate to human - If auditor fails repeatedly: Route back to foundry skill - If eval harness regression detected: REJECT and rollback ### Critical Guardrails NEVER: - Modify eval harness code (FROZEN) - Skip auditor validation - Commit without eval harness pass - Disable monitoring phase - Bypass human gates for large changes (>500 lines) ALWAYS: - Run all 4 auditors in parallel - Store all intermediate states in memory-mcp - Maintain rollback capability - Log all iterations for debugging ## Core Architecture ``` META-LOOP ORCHESTRATION FLOW ============================ INPUT: Task + Target + Foundry Skill | v +---------------+ | PREPARE | | - Parse | | - Load exp | | - Select | +---------------+ | v +=======================+ | EXECUTE (Ralph #1) | | Foundry skill runs | | until proposal ready| +=======================+ | v +=======================+ | IMPLEMENT (Ralph #2) | | Apply changes to | | target file(s) | +=======================+ | v +-------+-------+-------+-------+ | | | | | v v v v v [R#3] [R#4] [R#5] [R#6] <- Parallel Ralph Loops Prompt Skill Expert Output Audit Audit Audit Audit | | | | +-------+-------+-------+ | v +=======================+ | EVAL (Ralph #7) | | Run eval harness | | Fix until pass | +=======================+ | v +---------------+ | COMPARE | | baseline vs | | candidate | +---------------+ | +-------+-------+ | | v v ACCEPT REJECT | | v v COMMIT LOG FAILURE | (retry) v +=======================+ | MONITOR (Ralph #8) | | 7-day watch | +=======================+ | v COMPLETE ``` ## Phase Definitions ### Phase 1: PREPARE ```yaml prepare: actions: - Parse task and target from input - Detect domain from target /*----------------------------------------------------------------------------*/ /* S4 SUCCESS CRITERIA */ /*----------------------------------------------------------------------------*/ [define|neutral] SUCCESS_CRITERIA := { primary: "Skill execution completes successfully", quality: "Output meets quality thresholds", verification: "Results validated against requirements" } [ground:given] [conf:1.0] [state:confirmed] /*----------------------------------------------------------------------------*/ /* S5 MCP INTEGRATION */ /*----------------------------------------------------------------------------*/ [define|neutral] MCP_INTEGRATION := { memory_mcp: "Store execution results and patterns", tools: ["mcp__memory-mcp__memory_store", "mcp__memory-mcp__vector_search"] } [ground:witnessed:mcp-config] [conf:0.95] [state:confirmed] /*----------------------------------------------------------------------------*/ /* S6 MEMORY NAMESPACE */ /*----------------------------------------------------------------------------*/ [define|neutral] MEMORY_NAMESPACE := { pattern: "skills/orchestration/meta-loop-orchestrator/{project}/{timestamp}", store: ["executions", "decisions", "patterns"], retrieve: ["similar_tasks", "proven_patterns"] } [ground:system-policy] [conf:1.0] [state:confirmed] [define|neutral] MEMORY_TAGGING := { WHO: "meta-loop-orchestrator-{session_id}", WHEN: "ISO8601_timestamp", PROJECT: "{project_name}", WHY: "skill-execution" } [ground:system-policy] [conf:1.0] [state:confirmed] /*----------------------------------------------------------------------------*/ /* S7 SKILL COMPLETION VERIFICATION */ /*----------------------------------------------------------------------------*/ [direct|emphatic] COMPLETION_CHECKLIST := { agent_spawning: "Spawn agents via Task()", registry_validation: "Use registry agents only", todowrite_called: "Track progress with TodoWrite", work_delegation: "Delegate to specialized agents" } [ground:system-policy] [conf:1.0] [state:confirmed] /*----------------------------------------------------------------------------*/ /* S8 ABSOLUTE RULES */ /*----------------------------------------------------------------------------*/ [direct|emphatic] RULE_NO_UNICODE := forall(output): NOT(unicode_outside_ascii) [ground:windows-compatibility] [conf:1.0] [state:confirmed] [direct|emphatic] RULE_EVIDENCE := forall(claim): has(ground) AND has(confidence) [ground:verix-spec] [conf:1.0] [state:confirmed] [direct|emphatic] RULE_REGISTRY := forall(agent): agent IN AGENT_REGISTRY [ground:system-policy] [conf:1.0] [state:confirmed] /*----------------------------------------------------------------------------*/ /* PROMISE */ /*----------------------------------------------------------------------------*/ [commit|confident] META_LOOP_ORCHESTRATOR_VERILINGUA_VERIX_COMPLIANT [ground:self-validation] [conf:0.99] [state:confirmed]