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Decompose DAGs into execution chains using width bounds, stratification, virtual nodes, and matching. Use when minimizing workflow lanes in dependency graphs. NOT for cyclic graphs, generic scheduling, or one-off queries with no preprocessing payoff.
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Warehouse cost reduction, auto-scaling, query optimization, and lifecycle policies for data infrastructure. Activate on: data cost, warehouse credits, cost reduction, auto-scaling, lifecycle policy, cold storage, cost monitoring, resource optimization. NOT for: query performance tuning (use data-warehouse-optimizer), batch job optimization (use batch-processing-optimizer).
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Render mathematically-faithful Turkish marbling (Ebru) and paper-marbling with closed-form coordinate-deformation maps — a drop is a radial outward push, a comb/tine is a decaying shear, all composed as homeomorphisms over colored region boundaries. No fluid solver, runs 60fps on a 2D canvas. Use when building a marbling/Ebru toy or generative-art renderer, implementing drop/comb/wave/swirl deformations, scripting traditional patterns (Battal, Gel-Git, Şal, Bülbül Yuvası), keeping combed edges crisp via adaptive resampling, modeling ox-gall shouldering for crisp ring-in-ring drops, or exporting high-DPI marbled prints. NOT for real fluid / Navier-Stokes simulation, metaball / alpha-blended "smoke" blob effects, raster image-processing filters, or non-marbling generative art.
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Expert in color theory, palette harmony, and perceptual color science for computational photo composition. Specializes in earth-mover distance optimization, warm/cool alternation, diversity-aware palette selection, and hue-based photo sequencing. Activate on "color palette", "color harmony", "warm cool", "earth mover distance", "Wasserstein", "LAB space", "hue sorted", "palette matching". NOT for basic RGB manipulation (use standard image processing), single-photo color grading (use native-app-designer), UI color schemes (use vaporwave-glassomorphic-ui-designer), or color blindness simulation (accessibility specialists).
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Build audio transcription pipelines with Whisper, Deepgram, and AssemblyAI including speaker diarization and real-time streaming. Activate on: transcription, speech-to-text, diarization, audio processing, meeting transcripts. NOT for: text-to-speech synthesis (voice-audio-engineer), music generation (ai-engineer).
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Find and identify the CCSGameRules::TerminateRound function in the CS2 server binary using IDA Pro MCP. Use this skill when reverse engineering CS2 server.dll or libserver.so to locate the round-end-processing function by finding the code that references both the bare "TerminateRound" debug tag string and the "TerminateRound: unknown round end ID %i\n" warning-format string — both are referenced from the same function. Trigger: CCSGameRules_TerminateRound
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Comprehensive guide for developing WebGPU-enabled Three.js applications using TSL (Three.js Shading Language). Covers WebGPU renderer setup, node materials, compute shaders, post-processing, and WGSL integration. Use when working with Three.js WebGPU, TSL shaders, or GPU compute pipelines.
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Nutrient DWS APIを使用したドキュメントの処理、変換、OCR、抽出、墨消し、署名、フォーム入力。PDF、DOCX、XLSX、PPTX、HTML、画像に対応。
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Expert knowledge of trygdeavgift (social insurance charge) domain in melosys-api. Use when: (1) Understanding avgift calculation for different member types, (2) Debugging årsavregning (annual reconciliation) processing, (3) Understanding fakturering flow to OEBS/faktureringskomponenten, (4) Investigating avgiftssatser and calculation rules per year, (5) Understanding skatteforhold and inntektskilder, (6) Debugging trygdeavgiftsperiode generation and storage, (7) Understanding the 25% rule and minstebeløp calculations.
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Expert knowledge of vedtak (verdict) processing in melosys-api using the saksflyt saga pattern. Use when: (1) Debugging vedtak-related issues or failures in IVERKSETT_VEDTAK_* processes, (2) Investigating race conditions where vedtak fails due to concurrent operations, (3) Understanding how fattVedtak triggers MEDL updates, letters, invoices, and case closure, (4) Tracing why vedtak got stuck or failed at specific steps, (5) Understanding the relationship between VedtakService classes and Prosessinstans, (6) Debugging issues with brev (letters), fakturering (invoicing), or MEDL registration.
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Expert knowledge of Kafka event streaming patterns in melosys-api. Use when: (1) Understanding Kafka producers and consumers, (2) Debugging Kafka message processing issues, (3) Understanding topic configuration and message schemas, (4) Investigating SkippableKafkaErrorHandler and error handling, (5) Understanding Aiven Kafka setup and security configuration.
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Expert knowledge of income and tax integrations in melosys-api. Use when: (1) Understanding Inntektskomponenten/A-inntekt lookups, (2) Debugging skattehendelser Kafka processing, (3) Understanding årsavregning triggered by skatteoppgjør, (4) Investigating income data for trygdeavgift calculations.
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Expert knowledge of bilateral social security agreements (trygdeavtaler) in melosys-api. Use when: (1) Understanding which countries have agreements with Norway, (2) Debugging Sakstyper.TRYGDEAVTALE processing, (3) Understanding lovvalgsbestemmelser for specific agreement countries, (4) Investigating TrygdeavtaleVedtakService and attestation generation, (5) Understanding differences between EU/EEA and bilateral agreement handling.
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Expert knowledge of lovvalg (law determination/applicable legislation) domain in melosys-api. Use when: (1) Understanding which EU/EEA article applies (11, 12, 13, 16), (2) Debugging LA_BUC processing and SED sending/receiving, (3) Understanding A1 attestation generation, (4) Investigating lovvalgsperiode and unntaksperiode management, (5) Understanding automatic vs manual lovvalg determination, (6) Debugging lovvalgsbeslutning status transitions, (7) Understanding the mapping between regulations and kodeverk.
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Generates Chain of Responsibility pattern for PHP 8.5. Creates handler chains for request processing with middleware-style composition. Includes unit tests.
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Interactive review sessions with academic PDFs (lectures, research papers, book chapters). Extract concepts, run Q&A sessions, generate quizzes with scoring. Preserves mathematical formulas in LaTeX format. Privacy-preserving local processing - PDFs never uploaded. Use when studying academic materials, reviewing research, or preparing for exams.
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Ably real-time messaging patterns, WebSocket channel management, message validation and processing, staleness filtering, error recovery strategies, collaborative editing with drag-and-drop, optimistic updates for voting, real-time board collaboration, and Ably integration best practices for ree-board project
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ALWAYS use this skill when user needs ANY API functionality (AI models, image generation, video, audio, text processing, etc.). Automatically search 302.AI's 1400+ APIs and generate integration code. Use proactively whenever APIs or AI capabilities are mentioned.
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Spring Boot architecture patterns, REST API design, layered services, data access, caching, async processing, and logging. Use for Java Spring Boot backend work.
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Process, convert, OCR, extract, redact, sign, and fill documents using the Nutrient DWS API. Works with PDFs, DOCX, XLSX, PPTX, HTML, and images.
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Codified expertise for returns authorization, receipt and inspection, disposition decisions, refund processing, fraud detection, and warranty claims management. Informed by returns operations managers with 15+ years experience. Includes grading frameworks, disposition economics, fraud pattern recognition, and vendor recovery processes. Use when handling product returns, reverse logistics, refund decisions, return fraud detection, or warranty claims.
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Cache expensive file processing results using SHA-256 content hashes — path-independent, auto-invalidating, with service layer separation.
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Azure Queue Storage SDK for Python. Use for reliable message queuing, task distribution, and asynchronous processing.
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BullMQ expert for Redis-backed job queues, background processing, and reliable async execution in Node.js/TypeScript applications.
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