數據與 AI

Build automated machine learning pipelines with feature engineering, model selection, and hyperparameter tuning.Use when automating ML workflows from data preparation through model deployment.Trigger with phrases like "build automl pipeline", "automate ml workflow", or "create automated training pipeline".

Use when you need to work with database schema design.This skill provides schema design and migrations with comprehensive guidance and automation.Trigger with phrases like "design schema", "create migration",or "model database".

Detect and analyze SQL injection vulnerabilities in application code and database queries.Use when you need to scan code for SQL injection risks, review query construction, validate input sanitization, or implement secure query patterns.Trigger with phrases like "detect SQL injection", "scan for SQLi vulnerabilities", "review database queries", or "check SQL security".

Generate plots, charts, and graphs from data with automatic visualization type selection. Use when requesting "visualization", "plot", "chart", or "graph".

Use when you need to track database changes for compliance and security monitoring.This skill implements audit logging using triggers, application-level logging, CDC, or native logs.Trigger with phrases like "implement database audit logging", "add audit trails","track database changes", or "monitor database activity for compliance".

Execute chaos engineering experiments to test system resilience.Use when performing specialized testing.Trigger with phrases like "run chaos tests", "test resilience", or "inject failures".

Use when you need to archive historical database records to reduce primary database size.This skill automates moving old data to archive tables or cold storage (S3, Azure Blob, GCS).Trigger with phrases like "archive old database records", "implement data retention policy","move historical data to cold storage", or "reduce database size with archival".

Setup machine learning experiment tracking using MLflow or Weights & Biases. Configures environment and provides code for logging parameters, metrics, and artifacts. Use when asked to "setup experiment tracking" or "initialize MLflow".

Execute proactive auto-loading: automatically detects and loads agents.md files. Use when appropriate context detected. Trigger with relevant phrases based on skill purpose.

Monitor cross-chain bridge security, liquidity, and transaction status across networks.Use when monitoring cross-chain asset transfers.Trigger with phrases like "monitor bridges", "check cross-chain", or "track bridge transfers".

Use when you need to work with database operations.This skill provides database management and optimization with comprehensive guidance and automation.Trigger with phrases like "manage database", "optimize database",or "configure database".

Deploy and orchestrate Vertex AI ADK agents using A2A protocol. Manages AgentCard discovery, task submission, Code Execution Sandbox, and Memory Bank. Use when asked to "deploy ADK agent" or "orchestrate agents". Trigger with phrases like 'deploy', 'infrastructure', or 'CI/CD'.

Optimize deep learning models using Adam, SGD, and learning rate scheduling to improve accuracy and reduce training time. Use when asked to "optimize deep learning model" or "improve model performance".

Use when you need to work with ORM code generation.This skill provides ORM model and code generation with comprehensive guidance and automation.Trigger with phrases like "generate ORM models", "create entity classes",or "scaffold database models".

Identify significant price movements and unusual volume across crypto markets.Use when tracking significant price movements.Trigger with phrases like "scan market movers", "check biggest gainers", or "find pumps".

Use when you need to work with connection management.This skill provides connection pooling and management with comprehensive guidance and automation.Trigger with phrases like "manage connections", "configure pooling",or "optimize connection usage".

Analyze crypto market sentiment from social media, news, and on-chain metrics.Use when gauging market sentiment and social trends.Trigger with phrases like "analyze sentiment", "check market mood", or "gauge social trends".

Use when you need to work with database scalability.This skill provides replication and sharding with comprehensive guidance and automation.Trigger with phrases like "set up replication", "implement sharding",or "scale database".

Analyze and optimize system throughput including request handling, data processing, and resource utilization. Use when identifying capacity limits or evaluating scaling strategies. Trigger with phrases like "analyze throughput", "optimize capacity", or "identify bottlenecks".

Query and analyze blockchain data including blocks, transactions, and smart contracts.Use when querying blockchain data and transactions.Trigger with phrases like "explore blockchain", "query transactions", or "check on-chain data".