digital ghost

Idempotent Redundancy

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React, Next.js, TypeScript frontend patterns - component design, state management, performance

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Full-stack backend architecture and frontend-backend integration guide. TRIGGER when: building a full-stack app, creating REST API with frontend, scaffolding backend service, building todo app, building CRUD app, building real-time app, building chat app, Express + React, Next.js API, Node.js backend, Python backend, Go backend, designing service layers, implementing error handling, managing config/auth, setting up API clients, implementing auth flows, handling file uploads, adding real-time features (SSE/WebSocket), hardening for production. DO NOT TRIGGER when: pure frontend UI work, pure CSS/styling, database schema only.

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Multi-page deep crawling - documentation sites, wikis, knowledge bases

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Adaptive content summarization - auto-detect content type and produce relevant summary

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Competitive intelligence - extract features, pricing, tech stack from competitor sites

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Marketing analytics - UTM, attribution, CAC, ROAS, conversion tracking.

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Implement technical plans from thoughts/shared/plans with verification

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Implement technical plans from thoughts/shared/plans with verification

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Agent arasi iletisim sablonlari. Standard handoff, QA verdict (PASS/FAIL), escalation, bug report, security finding ve status update formatlari.

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Protobuf schema design, streaming patterns, interceptor chains, deadline propagation, and error handling for gRPC services.

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Growth engineering - PLG, referral, viral loops, onboarding optimization.

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Schema design, resolver patterns, DataLoader, N+1 prevention, and subscription patterns for GraphQL APIs.

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Search GitHub code, repositories, issues, and PRs via MCP

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Git Commit Rules

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Cloud Run deployment, BigQuery optimization, Pub/Sub patterns, IAM best practices

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Phase transition validation with artifact checklists, PASS/FAIL/CONDITIONAL gates for workflows

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Single page smart extraction - articles, docs, blog posts to clean markdown

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Graceful Degradation with Helpful Messages

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GitHub MCP Server ile GitHub API erisimi. Repo, issue, PR, code search, release yonetimi.

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Go testing patterns including table-driven tests, subtests, benchmarks, fuzzing, and test coverage. Follows TDD methodology with idiomatic Go practices.

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Implementation agent that executes a single task and creates handoff on completion

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Pod design patterns, sidecar containers, init containers, config management, rolling updates, and resource limits.

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Structured data extraction - tables, pricing, products, API endpoints with schema

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