Vector Search Patterns
Vector search (also known as semantic search or similarity search) enables
Rag Citations Grounding
RAG citations grounding covers systematic process of collecting, managing,
Kafka Streams
Comprehensive guide to Apache Kafka patterns and Kafka Streams for real-time
Mqtt Integration
MQTT (Message Queuing Telemetry Transport) is a lightweight publish/subscribe
Queue Monitoring
Comprehensive guide to monitoring message queues including RabbitMQ,
Llm Local Deployment
Comprehensive guide for deploying LLMs locally using Ollama, vLLM, and
Llm Integration
Comprehensive guide for LLM API integration covering OpenAI, Anthropic,
Llm Guardrails
This skill provides comprehensive guidance on implementing guardrails
Llm Function Calling
LLM function calling (also known as tool use) enables Large Language
Langchain Patterns
LangChain is a framework for building applications powered by LLMs. It
Embedding Models
Comprehensive guide for text embedding models and usage. This skill covers
Agent Patterns
AI agents are autonomous systems that use Large Language Models (LLMs)
Yolo Integration
YOLO (You Only Look Once) is a state-of-the-art object detection model
Pytorch Deployment
PyTorch deployment involves exporting models to production-ready formats,
Model Versioning
Model versioning is practice of tracking and managing different versions
Model Training
Model training is the process of teaching machine learning models to
Model Optimization
Model optimization is process of improving machine learning models for
Label Studio Setup
'Label Studio is an open-source data labeling platform that provides
Distributed Training
'This skill covers **when and how** to scale training beyond a single
Data Preprocessing
Data preprocessing is a critical step in machine learning pipelines that
Runbooks
Runbooks provide step-by-step procedures for operating and troubleshooting
Code Commentary Standards
Code commentary (comments) should explain "why" code exists, not "what"
Changelog Management
Changelogs document changes to software over time, helping users and
Api Documentation
API documentation is critical for enabling developers to effectively
Llm Txt Protocol
LLM Text Protocol provides standardized patterns for text-based interactions
Document Ingestion Pipeline
Document ingestion pipeline covers the complete workflow of processing
Nextjs Seo
Next.js provides excellent SEO capabilities out of the box. This guide
Structured Data
Structured data (Schema.org) is a standardized format for providing information
Sitemap Robots
Sitemaps and robots.txt are essential files for search engine optimization.
Page Speed
Page speed is a critical ranking factor and user experience metric. This
Meta Tags
Meta tags are HTML elements that provide metadata about your webpage.
Core Web Vitals
Core Web Vitals are a set of metrics that measure real-world user experience.
User Stories
User stories are short, simple descriptions of a feature told from the
Technical Specifications
Technical specifications (tech specs) are detailed documents that describe
Risk Management
Risk management is process of identifying, assessing, and mitigating
Requirement Analysis
Requirement analysis is process of defining, documenting, and maintaining
Project Planning
Project planning is foundation of successful software delivery. This
Estimation Techniques
Software estimation is the process of predicting the effort, time, and
Agile Scrum
Agile Scrum is an iterative framework for managing complex projects through
Thai Cultural Events
Domain knowledge for Thai ceremonies, rituals, and cultural practices
Rate Limiting
Rate limiting controls the rate of incoming requests to protect your
Qr Code Features
QR code generation, scanning, validation, and use cases for events, payments,
Notification System
A notification system delivers messages to users through various channels.
Multi Tenancy
Multi-tenancy allows multiple customers (tenants) to share the same application
Multi Tenancy Advanced
'Advanced multi-tenancy focuses on isolation, scaling, and operational
Feature Flags
'Feature flags allow you to enable or disable features without deploying
Api Versioning
API versioning allows you to evolve your API while maintaining backward
Api Versioning Strategies
API versioning protects clients from breaking changes while allowing
Analytics Tracking
'Analytics and event tracking help understand user behavior and measure
Vitest Patterns
Vitest is a modern testing framework designed for the Vite ecosystem,
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