Evaluates machine learning models for performance, fairness, and reliability using appropriate metrics and validation techniques. Covers training debugging, hyperparameter tuning, and production...
Build and edit Dify workflow DSL files. Use when creating new Dify workflows from scratch, modifying existing workflows (adding/removing nodes, changing connections), validating workflow...
Build neuro-symbolic LLM applications with Synalinks framework. Use when working with DataModel, Program, Generator, Module, training LLM pipelines, in-context learning, structured output, JSON...
Local-first backlog workflow. Use when planning work, creating/updating backlog items, writing ADRs, enforcing Ready gate, generating views, or maintaining derived indexes (SQLite/FTS/embeddings).
Everyday data transformations using functional patterns - arrays, objects, grouping, aggregation, and null-safe access
Deep dive into Swift's async/await runtime, Sendable enforcement, actors, and migration strategies.
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Complete Meteora DeFi SDK suite for building liquidity pools, AMMs, bonding curves, vaults, token launches, and zap operations on Solana. Use when integrating DLMM, DAMM v2, DAMM v1, Dynamic...
Multimodal media authentication and deepfake forensics. PRNU analysis, IGH classification, DQ detection, semantic forensics, and LLM-augmented sensemaking for the post-empirical era.
Comprehensive guide for refactoring imperative TypeScript code to fp-ts functional patterns
Performance testing and load testing expertise including k6, locust, JMeter, Gatling, artillery, API load testing, database query optimization, benchmarking strategies, profiling techniques,...
Provide expert guidance on backend and database services. Advises on database design, APIs, authentication, and deployment.
Autonomous coding agent that breaks features into small user stories and implements them iteratively with fresh context per iteration. Use when asked to: build a feature autonomously, create a...
Expert DevOps and SRE advisor providing strategic guidance with AWS Well-Architected Framework alignment, scalability patterns, FinOps practices, and infrastructure-as-code expertise. Presents...
Modern coding patterns for clean, maintainable code - use before implementing complex logic; includes orchestration, pure functions, function decomposition, vertical slice, composition, DI, SOLID,...