Ryas Rafi Karim
Community@ryasrk
Passionate about Machine Learning, Deep Learning, and LLMs. Skilled in Computer Vision, NLP, and AI model development.
Agent Skills by Ryas Rafi Karim
Showing 82 vetted skills indexed across 1 GitHub repositories.
ryasrkdjango-security
Secure Django web applications against common vulnerabilities with best practices.
ryasrkgolang-patterns
Provide idiomatic Go patterns for error handling, concurrency, and package organization.
ryasrkdjango-patterns
Guide Django architecture patterns, DRF API design, and ORM best practices.
ryasrkswift-concurrency-6-2
Guide Swift 6.2 concurrency migration with @concurrent and MainActor isolation.
ryasrkpython-testing
Guide Python testing with pytest, covering TDD, fixtures, mocking, and async tests.
ryasrkcost-aware-model-routing
Assign LLM model tiers to agents based on task complexity and reasoning needs.
ryasrkdocker-patterns
Generate docker-compose.yml configurations for multi-service local development.
ryasrkproject-guidelines-example
Provide project-specific development guidelines for Next.js, FastAPI, Supabase, and Cloud Run.
ryasrknanoclaw-repl
Operate and extend the NanoClaw v2 REPL with markdown-backed sessions.
ryasrkiterative-retrieval
Iteratively search, evaluate, and refine codebase context retrieval for multi-agent workflows.
ryasrkspringboot-patterns
Provide Java code examples and architectural guidance for scalable Spring Boot applications.
ryasrklibrary-docs-verification
Verify library documentation and check version compatibility across Python, Node.js, Go, and Rust projects.
ryasrkpostgres-patterns
Provide PostgreSQL patterns for query optimization, schema design, indexing, and security.
ryasrkcpp-testing
Write and configure C++ tests with GoogleTest, GoogleMock, and CMake.
ryasrkenterprise-agent-ops
Manage agent runtime lifecycle, observability, and security boundaries.
ryasrkcomputer-vision-patterns
Implement YOLO object detection, OpenCV image processing, OCR, and model export for edge deployment.
ryasrkclickhouse-io
Design ClickHouse schemas and optimize queries for analytical workloads.
ryasrkautonomous-loops
Design autonomous AI agent loop architectures from sequential pipelines to RFC-driven DAGs.
ryasrkliquid-glass-design
Implement iOS 26 Liquid Glass effects in SwiftUI, UIKit, and WidgetKit.
ryasrkspringboot-security
Enforce Spring Security best practices for Java Spring Boot services.
ryasrkmemory-blackboard
Implement a shared memory blackboard protocol for multi-agent session communication.
ryasrkswift-actor-persistence
Creates actor-based repositories with in-memory cache and file-backed storage for Swift apps.
ryasrkcoding-standards
Enforce coding standards and best practices for TypeScript, JavaScript, React, and Node.js projects.
ryasrkstate-management-patterns
Guide React state management with useState, Context, Zustand, and React Query.