digital ghost

Module composition, state management, workspace strategy, provider versioning, and infrastructure-as-code best practices.

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SwiftUI view composition, @Observable patterns, async/await concurrency, TCA architecture, and Combine reactive streams.

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Data structure selection, pub/sub patterns, Lua scripting, pipelining, and cluster topology strategies.

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Search past reasoning for relevant decisions and approaches

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Code refactoring workflow - analyze → plan → implement → review → validate

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Check reference SDK implementations using btca ask

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Chunking strategies, embedding model selection, hybrid search, reranking, eval metrics

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Payment provider abstraction, webhook security, subscription lifecycle, dunning flows, pricing models, invoicing, tax handling, and refund patterns for SaaS applications.

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Upgrade any skill to v5 Hybrid format using decision theory + modal logic

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Self-evolving skill system. Skills are scored after execution (0-100) on 5 dimensions. Score 90+ over 5 runs = crystallized (locked). Score below 30 = auto-repair attempted. Skills improve themselves through usage feedback.

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Autonomous skill lifecycle manager. Reviews skill-compounder drafts, promotes high-confidence patterns, merges duplicates, archives low-quality drafts. Zero manual review required - runs on every session start.

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Code quality checks, formatting, and metrics via qlty CLI

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Skill Development Rules

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Query the memory system for relevant learnings from past sessions using semantic search.

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Claude Code session analysis, tool call patterns, efficiency metrics, and anti-pattern detection

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Lossless session context compression for token efficiency. Extracts entities, decisions, and state into compact format before context window fills. 10-30x reduction in context size while preserving all actionable information.

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Computational geometry with Shapely - create geometries, boolean operations, measurements, predicates

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Store a learning, pattern, or decision in the memory system for future recall.

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Security audit workflow - OWASP Top 10, input validation, auth, secret detection, vulnerability scan

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Circuit breaker, bulkhead, retry with jitter, graceful shutdown, health check patterns for production resilience.

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RevenueCat SDK entegrasyon pattern'leri. iOS (Swift), Android (Kotlin), React Native ve Flutter icin setup, offerings, entitlement checking, webhook integration, StoreKit 2 migration ve sandbox testing.

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Meta tag patterns, structured data (JSON-LD), Core Web Vitals optimization, and SSR/SSG strategies for search visibility.

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Self-healing codebase system. Monitors runtime errors, test failures, and build breaks. Automatically diagnoses root cause, generates fix, validates fix, and applies if safe. Zero human intervention for routine failures.

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Use this skill when adding authentication, handling user input, working with secrets, creating API endpoints, or implementing payment/sensitive features. Provides comprehensive security checklist and patterns.

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