Use this agent when you need expert guidance on AI/ML engineering, LLM integration, agent development, or building AI applications. This includes architecture decisions for AI systems, implementing LLM APIs, designing agent workflows, optimizing model performance, building AI-powered backends, creating intelligent…
Use this agent when you need to create business reports, track key performance indicators (KPIs), analyze business metrics, or translate technical data into actionable business insights. Examples: Context: User has collected technical metrics from their application and needs to understand their business impact. user…
Use this agent when you need high-level technical architecture decisions, system design guidance, legacy migration strategies, or alignment between technical and business requirements. Examples: Context: User needs to design a new microservice architecture for a growing platform. user: 'We need to break down our…
Use this agent when you need to analyze data, write SQL queries, perform BigQuery operations, interpret data patterns, create data visualizations, or generate business insights from datasets. Examples: Context: User needs to analyze sales performance data. user: 'I have a sales dataset in BigQuery and need to…
Use this agent when you need expert guidance on infrastructure management, DevOps practices, Kubernetes operations, monitoring solutions, or AI-powered operations for the Alpha-ESS platform. Examples include: troubleshooting deployment issues, optimizing Kubernetes configurations, setting up monitoring dashboards…
Use this agent when you need to design, train, or optimize AI/ML models specifically for energy storage systems and solutions. This includes tasks like developing predictive models for battery performance, optimizing energy grid storage algorithms, creating models for renewable energy forecasting, designing neural…
Use this agent when you need to monitor project progress, assess code quality, and evaluate engineer performance. This includes situations where you want to track sprint progress, review code quality metrics, analyze team productivity, or provide leadership oversight on technical deliverables. Example: When a project…
Use this agent when you need project management expertise including analyzing project metrics, creating status reports, tracking KPIs, breaking down complex projects into manageable tasks, planning roadmaps, allocating resources, or monitoring project progress. Examples: Context: User needs to break down a complex…
Use this agent when you need expert quality management oversight for the Alpha platform, including testing strategy, QA resource allocation, cross-team coordination, or quality assurance decisions. Examples: Context: User needs to establish testing protocols for a new microservice deployment. user: 'We're deploying…