agentic-rag
Autonomous RAG where the AI agent controls retrieval โ decides when to search, which sources to query, iterates on results.
Autonomous RAG where the AI agent controls retrieval โ decides when to search, which sources to query, iterates on results.
AI Evaluation Suite โ groundedness, coherence, relevance, fluency, and safety scoring. Build evaluation pipelines with Azure AI Evaluation SDK.
Azure AI Landing Zone โ subscription vending, network topology, RBAC, policy enforcement.
Advanced AI Landing Zone โ multi-region deployment, private endpoints, Azure Firewall, DDoS protection, sovereign cloud patterns.
AI Observability โ distributed tracing for LLM calls, token usage dashboards, latency monitoring, evaluation score tracking.
AI Search Portal โ full-text and vector hybrid search with semantic ranking, faceted navigation, autocomplete.
Anomaly Detection โ real-time and batch anomaly detection for time-series, metrics, and log data. Uses Azure AI Anomaly Detector, custom ML models.
Architecture Patterns โ cloud design patterns, domain-driven design, microservices, event sourcing, CQRS.
Azure AI Services โ OpenAI, AI Search, Document Intelligence, Language, Speech, Vision.
Azure Containers โ AKS, Container Apps, Container Registry, and Dockerized deployment patterns. GPU workloads, KEDA autoscaling.
Azure Data Services โ Cosmos DB, SQL Database, Blob Storage, Data Explorer, and Redis Cache patterns. Schema design, partition strategies.
Azure Identity & Security โ Managed Identity, Key Vault, RBAC, Conditional Access.
Azure Infrastructure โ landing zones, hub-spoke networking, private endpoints, Azure Policy, RBAC.
Azure Messaging โ Service Bus, Event Hubs, and Event Grid patterns for async communication, event sourcing.
Azure Monitoring โ Application Insights, Log Analytics, KQL queries, alert rules, workbooks.
Azure Serverless โ Functions, Logic Apps, Event Grid, and Durable Functions patterns. Event-driven architectures with consumption-based scaling.
AI-driven web task execution using Playwright MCP and GPT-4o Vision โ navigate websites, extract data, fill forms.
Call Center Voice AI โ real-time speech-to-text, intent classification, sentiment analysis.
CI/CD Automation โ GitHub Actions, Azure DevOps pipelines, build matrices, deployment gates.
Code Quality โ automated code review, refactoring suggestions, dead code removal, complexity analysis.
Content Moderation โ real-time text, image, and multi-modal content safety with Azure AI Content Safety. Includes severity scoring.
Content Safety Toolkit โ Azure AI Content Safety integration, custom blocklists, severity thresholds, image moderation, prompt injection detection.
Context Engineering โ maximize AI effectiveness with structured context, memory banks, knowledge wiring.
Copilot Studio Bot โ custom copilot experiences with Microsoft Copilot Studio, Power Virtual Agents.
Copilot for Teams Extension โ declarative agents, API plugins, message extensions.
Cost-Optimized AI Gateway โ intelligent model routing, token budget enforcement, request caching, rate limiting.
C# .NET Development โ ASP.NET Core, Minimal API, Blazor, MAUI, EF Core, xUnit/NUnit testing.
C# MCP Development โ build Model Context Protocol servers in C# with .NET SDK, ASP.NET Core hosting, dependency injection, and Azure deployment patterns.
Database administration and optimization โ PostgreSQL, SQL Server, Cosmos DB modeling, query optimization, migration planning, and data pipeline patterns.
Design System โ UI components, design tokens, theming, responsive layouts, accessibility, animations, and form patterns. Build consistent.
Deterministic AI Agent โ finite state machines, rule-based routing, guardrailed tool use.
DevOps and on-call operations โ incident triage, Azure resource diagnostics, KQL query generation, deployment automation.
Docker Containerization โ multi-stage builds, distroless images, BuildKit caching, health checks.
Document Intelligence โ OCR, form extraction, table recognition.
Edge AI with Phi-4 โ deploy small language models on edge devices, IoT hubs, and local inference servers. Quantization, ONNX optimization.
Production-grade Retrieval-Augmented Generation pipeline with Azure AI Search, OpenAI embeddings, Container Apps deployment, and WAF-aligned evalua...
FAI Discovery โ meta-plugin for exploring and recommending agents, instructions, skills, hooks.
The essential FAI toolkit โ WAF-aligned agents (security reviewer, cost optimizer, architect), cross-cutting instructions (OWASP, agent-safety.
FAI Protocol Starter โ quickstart for the FAI Protocol ecosystem. Scaffold fai-manifest.json, fai-context.json.
Fine-Tuning & MLOps โ dataset curation, model training, hyperparameter optimization, model registry.
Fine-Tuning Workflow โ dataset preparation, training job orchestration, evaluation pipelines, model registry.
Frontend Web Development โ React, Angular, Vue, Svelte, Astro, and Tailwind CSS patterns. Component architecture, state management, accessibility.
Go Development โ high-performance services, gRPC APIs, concurrent patterns, and cloud-native tooling. Idiomatic Go with table-driven tests.
Go MCP Development โ build high-performance MCP servers in Go with goroutine concurrency, gRPC transport, and minimal memory footprint for edge deployment.
Incident Response โ on-call triage, KQL query generation, Azure resource diagnostics, runbook automation.
IT Ticket Resolution โ automated incident classification, knowledge base search, resolution suggestion.
Java Development โ Spring Boot, Quarkus, JUnit 5, Gradle/Maven builds, and microservice patterns. Enterprise Java with reactive streams.
Java MCP Development โ build MCP servers in Java with Spring Boot, reactive streams, Maven/Gradle builds, and enterprise middleware integration.
Kotlin MCP Development โ build MCP servers in Kotlin with Ktor, coroutines, multiplatform support, and Android-compatible tool implementations.
Kubernetes Orchestration โ cluster setup, Helm charts, KEDA autoscaling, Dapr sidecars, Istio service mesh.
LLM Observability โ trace every LLM call with input/output logging, token counts, latency percentiles, cost attribution.
Mobile Development โ Swift/SwiftUI for iOS, Kotlin for Android, .NET MAUI for cross-platform.
Model Serving on AKS โ GPU-accelerated inference, autoscaling with KEDA, model versioning, A/B deployment.
Multi-Agent Service โ orchestrated agent teams with supervisor patterns, tool delegation, shared memory.
Deploy specialized AI agents that collaborate via supervisor, pipeline, and debate patterns โ .
Multi-Modal Document Processing โ combine OCR, vision, speech, and text analysis for complex document workflows. Extract structured data from PDFs.
Oracle Migration โ Oracle-to-PostgreSQL and Oracle-to-Azure SQL migration patterns. Schema conversion, PL/SQL translation, data pipeline design.
PHP MCP Development โ build MCP servers in PHP with Laravel integration, Composer packaging, Swoole async runtime, and WordPress compatibility.
Power BI Analytics โ DAX formulas, data modeling, report design, dashboard layout.
Power Platform AI integration โ Power Apps code components, Power BI DAX and modeling, Power Automate flow design, Dataverse SDK patterns.
Project Planning โ PRDs, epic breakdown, implementation plans, technical spikes.
Prompt Engineering โ chain-of-thought, few-shot, tree-of-thought, and meta-prompting patterns. Template management, dynamic prompt assembly.
Prompt Management โ version-controlled prompt templates, A/B testing, evaluation pipelines.
Python Full-Stack โ FastAPI, Django, Flask, Pydantic, SQLAlchemy, pytest, and async patterns. Data science to web APIs with type safety.
Python MCP Development โ build MCP servers in Python with FastMCP, asyncio, Pydantic models, type-safe tool schemas, and Azure Functions hosting.
Responsible AI โ content safety, bias testing, fairness metrics, transparency cards.
Ruby MCP Development โ build MCP servers in Ruby with Rails integration, Rack middleware, Sorbet typing, and Bundler gem packaging.
Rust Development โ systems programming, zero-cost abstractions, async with Tokio, WASM targets.
Rust MCP Development โ build blazing-fast MCP servers in Rust with Tokio async runtime, RMCP SDK, WASM compilation, and zero-allocation tool handlers.
Salesforce Integration โ Apex development, Lightning Web Components, SOQL optimization, Salesforce MCP connectors.
Security Hardening โ OWASP Top 10, secrets scanning, dependency auditing, supply chain security, threat modeling.
Swift MCP Development โ build MCP servers in Swift with Vapor framework, SwiftUI tool previews, iOS/macOS native integration.
Technical Documentation โ API references, architecture guides, README generation, changelog automation, tutorials.
Terraform IaC โ module authoring, state management, workspace strategies, provider configuration.
AI-powered testing โ unit test generation, integration testing, E2E with Playwright, AI evaluation pipelines.
TypeScript Full-Stack โ Next.js, React, NestJS, Prisma, Zod, Vitest, and end-to-end type safety. Modern web development with server components.
TypeScript MCP Development โ build MCP servers in TypeScript with Node.js, Express/Fastify hosting, Zod schema validation, and npm package distribution.