Primitives

fai-essentials

The essential FAI toolkit — WAF-aligned agents (security reviewer, cost optimizer, architect), cross-cutting instructions (OWASP, agent-safety.

fai-protocol-starter

FAI Protocol Starter — quickstart for the FAI Protocol ecosystem. Scaffold fai-manifest.json, fai-context.json.

fine-tuning-mlops

Fine-Tuning & MLOps — dataset curation, model training, hyperparameter optimization, model registry.

fine-tuning-workflow

Fine-Tuning Workflow — dataset preparation, training job orchestration, evaluation pipelines, model registry.

frontend-web-development

Frontend Web Development — React, Angular, Vue, Svelte, Astro, and Tailwind CSS patterns. Component architecture, state management, accessibility.

go-development

Go Development — high-performance services, gRPC APIs, concurrent patterns, and cloud-native tooling. Idiomatic Go with table-driven tests.

go-mcp-development

Go MCP Development — build high-performance MCP servers in Go with goroutine concurrency, gRPC transport, and minimal memory footprint for edge deployment.

incident-response

Incident Response — on-call triage, KQL query generation, Azure resource diagnostics, runbook automation.

it-ticket-resolution

IT Ticket Resolution — automated incident classification, knowledge base search, resolution suggestion.

java-development

Java Development — Spring Boot, Quarkus, JUnit 5, Gradle/Maven builds, and microservice patterns. Enterprise Java with reactive streams.

java-mcp-development

Java MCP Development — build MCP servers in Java with Spring Boot, reactive streams, Maven/Gradle builds, and enterprise middleware integration.

kotlin-mcp-development

Kotlin MCP Development — build MCP servers in Kotlin with Ktor, coroutines, multiplatform support, and Android-compatible tool implementations.

kubernetes-orchestration

Kubernetes Orchestration — cluster setup, Helm charts, KEDA autoscaling, Dapr sidecars, Istio service mesh.

llm-observability

LLM Observability — trace every LLM call with input/output logging, token counts, latency percentiles, cost attribution.

mobile-development

Mobile Development — Swift/SwiftUI for iOS, Kotlin for Android, .NET MAUI for cross-platform.

model-serving-aks

Model Serving on AKS — GPU-accelerated inference, autoscaling with KEDA, model versioning, A/B deployment.

multi-agent-service

Multi-Agent Service — orchestrated agent teams with supervisor patterns, tool delegation, shared memory.

multi-agent-swarm

Deploy specialized AI agents that collaborate via supervisor, pipeline, and debate patterns — .

multi-modal-docproc

Multi-Modal Document Processing — combine OCR, vision, speech, and text analysis for complex document workflows. Extract structured data from PDFs.

oracle-migration

Oracle Migration — Oracle-to-PostgreSQL and Oracle-to-Azure SQL migration patterns. Schema conversion, PL/SQL translation, data pipeline design.

php-mcp-development

PHP MCP Development — build MCP servers in PHP with Laravel integration, Composer packaging, Swoole async runtime, and WordPress compatibility.

power-bi-analytics

Power BI Analytics — DAX formulas, data modeling, report design, dashboard layout.

power-platform

Power Platform AI integration — Power Apps code components, Power BI DAX and modeling, Power Automate flow design, Dataverse SDK patterns.

project-planning

Project Planning — PRDs, epic breakdown, implementation plans, technical spikes.