First Fluke

Coordinate assigned specialist tasks and handoffs manually. Use when supervising a multi-agent project step by step.

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Find external documentation, web sources, or remote code with citations. Local code navigation uses the configured code tools.

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Mobile specialist for Flutter, React Native, and cross-platform mobile development. Use for mobile app, Flutter, Dart, iOS, Android, Riverpod, and widget work.

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Implement or modify web UI in React, Next.js, or Angular. Use for components, pages, styles, forms, and frontend state or data flows.

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Draft and revise academic prose against a rubric, evidence, and citation requirements. Use for essays, reports, literature reviews, or academic style audits.

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Explore goals, constraints, and alternative approaches before choosing a design. Use when the user requests ideation or design exploration.

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Configure development tasks, git hooks, CI/CD, or release automation. Use when creating or fixing a repository development workflow.

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Dispatch and supervise parallel specialist agents with durable task state. Use when automated multi-agent execution is requested.

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Turn product requirements into scoped tasks with dependencies and acceptance criteria. Use for implementation planning and prioritization.

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Manage Git branches, merges, conflicts, commits, and release baselines. Use for repository history and change-management operations.

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Restructure existing code while preserving observable behavior. Use for targeted technical debt or hotspot work with characterization tests.

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Summarize AI conversation histories for a specified date or period. Use for daily work recaps and cross-tool activity summaries.

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Evaluate system boundaries and architectural tradeoffs. Use for architecture decisions, design reviews, and ADRs.

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Design schemas and migrations, tune queries, or plan vector retrieval and database operations. Application API implementation uses oma-backend.

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Create an offline HTML explanation of a code change (diff, PR, branch) or of a topic, system, or question. Use when a visual walkthrough document is requested.

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Convert Hangul HWP, HWPX, or HWPML documents to Markdown with kordoc. Use for text, table, and image extraction from these formats.

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Create or review Terraform infrastructure and plans. Use for cloud resources, IAM, networking, state management, and infrastructure changes.

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Database specialist for SQL, NoSQL, and vector database modeling, schema design, normalization, indexing, transactions, integrity, concurrency control, backup, capacity planning, data standards, anti-pattern review, and compliance-aware database design. Use for database, schema, ERD, table design, document model, vector index design, RAG retrieval architecture, migration, query tuning, glossary, capacity estimation, backup strategy, database anti-pattern remediation work, and ISO 27001, ISO 27002, or ISO 22301-aware database recommendations.

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Implement Flutter, React Native, or native Swift apps. Use for mobile screens, widgets, platform integrations, and application data flows.

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Design or troubleshoot telemetry, SLOs, and incident diagnostics. Route to the relevant signal, system boundary, or vendor guide.

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Design-first ideation that explores user intent, constraints, and approaches before any planning or implementation. Use for brainstorming, ideation, exploring concepts, and evaluating approaches.

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Frontend specialist for React, Next.js, TypeScript with FSD-lite architecture, shadcn/ui, and design system alignment. Use for UI, component, page, layout, CSS, Tailwind, and shadcn work.

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Convert PDF files to Markdown using opendataloader-pdf. Extracts text, tables, headings, lists, and images with correct reading order. Use for PDF parsing, PDF to Markdown conversion, document extraction, and AI-ready data preparation.

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Check documentation references, sync docs to code changes, and detect translation drift. Use for documentation maintenance in a repository.

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