digital ghost

Reference guide for Agentica multi-agent infrastructure APIs

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Agentica server + Claude proxy setup - architecture, startup sequence, debugging

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Spawn Agentica multi-agent patterns

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Backend architecture patterns, API design, database optimization, and server-side best practices for Node.js, Express, and Next.js API routes.

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Write reliable prompts for Agentica/REPL agents that avoid LLM instruction ambiguity

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Agentic Workflow Pattern

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Agent davranis testi ve protokol uyumluluk dogrulamasi. Agent'larin tanimli rollerine uygun davranip davranmadigini assertion-based test'lerle olcer. Personality drift, role violation ve output kalite regresyonu tespit eder.

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Agent Orchestration Rules

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Steam-style achievement system with XP, levels, streaks, and skill trees. Gamifies the development workflow. 25 achievements across 5 categories.

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Voice framework, visual identity standards, color palette management, typography specs, brand consistency

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Agent ve skill dosyalarinin yapisal dogrulamasi. Frontmatter kontrol, naming convention, zorunlu bolum kontrolu, tutarlilik denetimi. Yeni agent/skill eklendiginde veya mevcut dosyalar duzenlediginde otomatik calistirilir.

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Commit mesajlarina yapilandirilmis karar trailer'lari ekle. Constraint, Rejected, Confidence, Scope-risk, Not-tested trailer'lari ile karar baglamini koru.

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Post-implementation cleanup that removes AI-generated bloat while preserving functionality. Runs pass-by-pass with test verification after each pass. Activate after kraken/spark complete a feature, or when a codebase needs hygiene work.

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Framer Motion patterns, page transitions, skeleton loading, scroll-linked animations, and gesture-based interactions for React.

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Create git commits with user approval and no Claude attribution

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Claude Code CLI commands, flags, headless mode, and automation patterns

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API versioning strategies, breaking change detection, deprecation lifecycle, and migration guides

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Framework for measuring and tracking agent response quality over time. Detects regressions before they reach production. Use when evaluating agent changes, auditing quality, or establishing performance baselines.

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axe-core integration, WCAG 2.2 AA checklist, keyboard navigation testing, screen reader testing, and ARIA pattern validation.

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AI browser automation - navigate, interact, extract, verify via browser-use MCP

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Build Python agents with Agentica SDK - @agentic decorator, spawn(), persistence, MCP integration

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Agent hata toleransi ve devre kesici pattern. Ust uste hata yapan agent'i durdur, cooldown uygula, fallback'e gec. Kaskatli hatalari ve sonsuz retry dongularini onler.

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ClickHouse database patterns, query optimization, analytics, and data engineering best practices for high-performance analytical workloads.

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AI art direction system. Claude directs image generation models (Gemini, DALL-E, Flux) via structured prompts. Generate banners, diagrams, logos, screenshots, and social media visuals without leaving the terminal.

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