238 docs tagged with "agent"

.NET MAUI cross-platform specialist — iOS, Android, Windows, macOS from single C# codebase, on-device AI inference (ONNX), MVVM architecture, and mobile-first A

Agent-to-Agent (A2A) protocol specialist — Google's agent interop standard, AgentCard discovery, task lifecycle, streaming artifacts, push notifications, and mu

Accessibility specialist — WCAG 2.2 AA/AAA compliance, ARIA 1.2 patterns, screen reader optimization, keyboard navigation, focus management, and inclusive desig

ADR writer — documents architecture decisions with MADR 3.0 template, context, alternatives, trade-off matrices, consequences, and WAF pillar impact analysis.

AG-UI protocol specialist — Agent-User Interaction standard, event-based rendering, streaming state updates, tool call lifecycle, and frontend integration for A

Agentic RAG builder — autonomous retrieval agent, multi-source fusion (Search+web+DB), iterative query refinement, citation pipeline, and reflection-based quali

Agentic RAG reviewer — retrieval autonomy audit, source selection review, iteration limit verification, citation accuracy check, and reflection quality assessme

Agentic RAG tuner — iteration depth config, source weight optimization, reflection threshold calibration, citation requirements, and per-query cost analysis.

Agentic retrieval specialist — autonomous source selection, iterative refinement with relevance scoring, multi-hop reasoning, query decomposition, and grounded

AI agents expert — ReAct loops, tool orchestration, memory tiers, multi-agent topologies (supervisor/pipeline/debate/swarm), agent determinism, and production g

AI infrastructure expert — GPU compute sizing (A100/H100), VRAM estimation, model serving (vLLM/TensorRT-LLM/Triton), AKS node pool design, PTU vs PAYG cost mod

AI Landing Zone Advanced builder — multi-region hub-spoke, Azure Firewall Premium with TLS/IDPS, policy-driven governance at scale, GPU quota orchestration, and

AI Landing Zone Advanced reviewer — multi-region networking audit, firewall rule review, policy compliance verification, GPU quota validation, and DR testing re

AI Landing Zone Advanced tuner — multi-region network sizing, firewall rule optimization, policy effect progression, GPU type selection, and DR cost optimizatio

AI Landing Zone builder — hub-spoke networking, private endpoints, Azure Firewall, DNS architecture, identity foundation, and governance baseline for enterprise

AI Landing Zone reviewer — network security audit, private endpoint verification, identity compliance, Azure Policy enforcement, and Bicep infrastructure review

AI Landing Zone tuner — network sizing, firewall rule optimization, SKU right-sizing, cost analysis, DR configuration, and production readiness verification.

AI Observability builder — Application Insights distributed tracing, KQL query library for AI metrics, Azure Workbooks dashboards, alerting rules, and FinOps te

AI Observability reviewer — telemetry coverage audit, KQL query accuracy, dashboard UX review, alert threshold calibration, and PII-in-logs verification.

AI Observability tuner — Log Analytics commitment tier selection, sampling rate config, alert threshold calibration, dashboard refresh optimization, and retenti

AI Search Portal builder — Azure AI Search index design, hybrid search with scoring profiles, faceted navigation, answer generation with citations, and auto-sug

AI Search Portal reviewer — index schema audit, search relevance testing, answer citation accuracy, facet UX review, and performance benchmarking.

AI Search Portal tuner — hybrid weight optimization, scoring profile calibration, reranker config, suggester tuning, and answer generation quality.

Angular 19+ specialist — signals-based reactivity, standalone components, SSR with hydration, zoneless change detection, control flow syntax, and AI chat compon

API gateway architect — Azure APIM patterns, rate limiting, token-based throttling, multi-region load balancing, backend circuit breakers, and cost-aware routin

Senior cloud-native solution architect — Azure Well-Architected Framework alignment, AI system design, multi-service integration, cost modeling, trade-off analy

Microsoft AutoGen multi-agent framework — ConversableAgent, GroupChat topologies, code execution sandboxing, nested chat orchestration, human-in-the-loop patter

Azure AI Foundry specialist — Hub/Project resource model, Model Catalog deployment, Prompt Flow orchestration, evaluation pipelines with groundedness and safety

Azure AI Search specialist — HNSW vector indexes, hybrid keyword+vector retrieval, semantic ranker, integrated vectorization pipelines, custom skillsets, scorin

Azure Kubernetes Service specialist — GPU node pools (A100/H100), NVIDIA device plugin, model serving with vLLM/TGI/Triton, HPA/KEDA autoscaling, and production

Azure API Management specialist — AI Gateway patterns, semantic caching, token metering, multi-backend load balancing, circuit breaker, rate limiting, and FinOp

Azure Front Door & CDN specialist — global content delivery, WAF policies, caching rules, edge optimization, SSL/TLS management, and Private Link origins for AI

Azure Container Apps specialist — serverless containers, Dapr sidecars, KEDA autoscaling, GPU workload profiles, scale-to-zero, and AI agent hosting patterns wi

Azure Cosmos DB specialist — partition key design, DiskANN vector search, multi-region writes, RU optimization, change feed processing, and conversation/session

Azure DevOps specialist — YAML multi-stage pipelines, environment protection rules, artifact feeds, workload identity federation, and AI-specific deployment qua

Azure Event Hubs specialist — partitioned event streaming, Kafka compatibility, Schema Registry governance, real-time AI inference pipelines, and high-throughpu

Azure Functions specialist — event-driven AI processing, Durable Functions for long-running agent orchestration, timer triggers for batch inference, and cold st

Azure identity and access management specialist — Entra ID, Managed Identity, DefaultAzureCredential, workload identity federation, RBAC, Conditional Access, an

Azure Key Vault specialist — secrets rotation, CMK encryption, certificate lifecycle, HSM-backed keys, Managed Identity integration, and zero-secret deployment

Azure Logic Apps specialist — low-code workflow automation, 1400+ connectors, AI integration actions, Durable orchestration, B2B/EDI, and enterprise integration

Azure Monitor specialist — Application Insights for AI distributed tracing, KQL for token analytics, custom dashboards for groundedness/coherence metrics, cost

Azure networking specialist — hub-spoke VNet design, Private Link for AI services, NSGs, Azure Firewall, DNS private zones, and zero-trust network architecture.

Azure OpenAI specialist — model deployment types (PTU/PAYG/Global), content filtering, structured output, token optimization, multi-region load balancing, and p

Azure Policy specialist — built-in/custom policy definitions, AI governance initiatives, compliance scanning, remediation tasks, and policy-as-code deployment p

Azure Service Bus specialist — queues, topics/subscriptions, dead-letter handling, session-based ordered messaging, saga patterns, and agent-to-agent communicat

Azure SQL specialist — Hyperscale, serverless auto-pause, native vector search, geo-replication, intelligent performance tuning, and AI integration patterns wit

Azure Storage specialist — Blob lifecycle tiers, ADLS Gen2 for data lakes, private endpoints, managed identity auth, and document/model artifact storage for AI

Batch processing specialist — Azure Batch pools, Global Batch API (50% cost savings), Durable Functions fan-out, large-scale document/embedding pipelines, and a

Blazor specialist — Server + WebAssembly + United (.NET 8+) render modes, streaming SSR, AI chat UI components, SignalR real-time, and Razor component architect

Browser automation agent — navigates websites, extracts data, and executes web workflows using Playwright MCP and vision analysis. Domain-restricted, no credent

Browser Agent builder — Playwright MCP integration, GPT-4o Vision page navigation, multi-step web task automation, form filling, data extraction, and domain-res

Browser Agent reviewer — domain allowlist verification, vision accuracy testing, credential security audit, error recovery review, and task completion validatio

Browser Agent tuner — screenshot resolution config, timeout calibration, retry strategy, domain allowlist management, and vision cost optimization.

Bun runtime specialist — ultra-fast JavaScript/TypeScript, built-in bundler, native SQLite, test runner, and HTTP server patterns for AI APIs and MCP servers.

C#/.NET specialist — modern C# 12+/.NET 9, Azure SDK integration, Semantic Kernel, async/await patterns, Polly resilience, minimal APIs, and AI-native applicati

C# MCP server development specialist — ModelContextProtocol NuGet package, [McpServerTool] attributes, dependency injection, stdio/SSE transport, and Azure-inte

Call Center Voice AI builder — STT→LLM→TTS streaming pipeline, Azure Communication Services, real-time transcription, intent classification, PII redaction, and

Call Center Voice AI reviewer — voice quality audit, pipeline latency review, PII redaction verification, TCPA compliance, and escalation trigger testing.

Call Center Voice AI tuner — speech config optimization, neural voice selection, latency tuning, escalation thresholds, cost-per-call analysis, and CSAT metric

AI capacity planning specialist — GPU sizing, PTU allocation, token volume forecasting, cost modeling, scaling strategy, and FinOps for Azure AI workloads.

CI/CD pipeline specialist — GitHub Actions with OIDC, multi-stage deployments, AI quality gates (eval.py), security scanning, and DORA metrics for AI applicatio

Cloudflare specialist — Workers AI for edge inference, Workers KV, D1 database, R2 storage, AI Gateway, and CDN optimization for AI application delivery.

Code review specialist — SOLID principles, clean code, OWASP security checks, AI-specific prompt injection auditing, and performance anti-pattern detection acro

Multi-agent debugging specialist — systematic root cause analysis, stack trace interpretation, Azure diagnostics, LLM-specific issue debugging, and performance

Multi-agent implementer — writes production code following TDD, implements features with Azure SDKs, generates Bicep infrastructure, and creates solution play c

Multi-agent orchestrator — routes tasks to specialist agents, manages turn limits, decomposes complex requests, synthesizes results, and ensures quality gates a

Multi-agent researcher — gathers information from knowledge bases, codebase search, documentation analysis, and web research to ground specialist agents with ve

Multi-agent reviewer — security audit, OWASP LLM Top 10, WAF compliance, code quality, AI safety checks, and PR review with severity-classified feedback.

Multi-agent tester — generates unit/integration/E2E tests, AI evaluation pipelines, mutation testing, and quality assurance for AI outputs with deterministic se

AI compliance specialist — EU AI Act risk classification, NIST AI RMF, GDPR data subject rights, HIPAA PHI handling, SOC 2 evidence collection, and Azure compli

Content Moderation builder — Azure Content Safety API integration, 4-category severity scoring, custom blocklists, APIM gateway middleware, and severity-based r

Content Moderation reviewer — safety coverage audit, severity threshold verification, blocklist completeness, bypass prevention, and human review workflow testi

Content Moderation tuner — per-category severity calibration, blocklist optimization, false positive reduction, routing distribution, and moderation cost analys

Content safety specialist — Azure AI Content Safety API, 4 harm categories with severity scoring, Prompt Shields for jailbreak defense, groundedness detection,

Microsoft Copilot ecosystem expert — M365 Copilot declarative agents, Copilot Studio, GitHub Copilot agent mode, Graph connectors, Adaptive Cards, and cross-pla

Copilot Studio Bot builder — declarative agent setup, topic design, SharePoint/Dataverse knowledge grounding, Power Platform connectors, and conversation guardr

Copilot Studio Bot reviewer — topic coverage audit, knowledge source validation, DLP compliance, guardrail verification, and conversation flow testing.

Copilot Studio Bot tuner — trigger phrase expansion, knowledge source optimization, response tone calibration, guardrail sensitivity, and conversation flow tuni

Copilot Teams Extension builder — M365 Copilot declarative agent, Microsoft Graph API integration, Adaptive Cards, Entra ID SSO, and Teams message extension dev

Copilot Teams Extension reviewer — Graph permission audit, SSO flow testing, Adaptive Card rendering review, message extension validation, and Teams policy comp

Copilot Teams Extension tuner — Graph scope minimization, knowledge source config, response tone calibration, Adaptive Card optimization, and permission tuning.

AI cost gateway specialist — APIM-based AI gateway with semantic caching, model routing by complexity, token budget enforcement, multi-region PTU load balancing

FinOps cost optimizer for AI workloads — model routing economics, semantic caching ROI, token budget design, PTU vs PAYG analysis, right-sizing recommendations,

Cost-Optimized AI Gateway builder — APIM AI gateway, semantic caching with Redis, smart model routing by complexity, token budget enforcement, and multi-region

Cost-Optimized AI Gateway reviewer — routing accuracy audit, cache quality verification, budget enforcement testing, security review, and cost savings validatio

Cost-Optimized AI Gateway tuner — semantic cache threshold calibration, routing complexity boundaries, token budget tiers, rate limits, and cost optimization an

CrewAI multi-agent framework specialist — crew composition, role-based agents with backstory, task delegation with expected output, sequential/hierarchical proc

Dapr distributed application runtime specialist — service invocation, state management, pub/sub messaging, bindings, secrets management, and sidecar-based AI mi

Data engineering specialist for AI — RAG ingestion pipelines, document chunking, ETL/ELT patterns, PII detection with Presidio, data quality scoring, and Azure

Datadog observability specialist — monitor creation, APM trace correlation, dashboard design, metric queries, and AI workload monitoring with custom metrics for

Systematic debugging specialist — reproduce-isolate-fix methodology, binary search isolation, stack trace interpretation, Application Insights transaction traci

Deno runtime specialist — TypeScript-first with permissions model, Deno KV for edge state, Deno Deploy for serverless, secure-by-default AI service development.

Deterministic Agent builder — zero-temperature architecture, seed pinning, structured JSON output, multi-layer guardrails, confidence scoring, and anti-hallucin

Deterministic Agent reviewer — reproducibility testing, guardrail completeness audit, anti-sycophancy verification, schema validation review, and confidence cal

Deterministic Agent tuner — confidence threshold optimization, guardrail severity calibration, evaluation metric tuning, retry config, and A/B testing for deter

Deterministic AI specialist — makes AI outputs reproducible, grounded, and auditable with temperature control, seed pinning, JSON schema output, RAG grounding,

DevOps lifecycle specialist — GitHub Actions OIDC, Infrastructure as Code (Bicep/Terraform), deployment strategies (blue-green/canary), SRE practices, DORA metr

Docker specialist — multi-stage builds, distroless images, GPU container support (CUDA/NVIDIA), ACR management, layer optimization, and container patterns for A

Document Intelligence builder — Azure AI Document Intelligence OCR, multi-format processing, GPT-4o field extraction, Cosmos DB storage, and validation pipeline

Document Intelligence reviewer — OCR accuracy audit, schema validation, PII handling review, pipeline error handling, and confidence threshold verification.

Document Intelligence tuner — OCR settings optimization, extraction confidence calibration, custom model training data, batch performance, and cost-per-document

Document Processing builder — GPT-4o Vision multi-modal analysis, Azure Document Intelligence, table extraction, classification pipeline, and PII-aware storage.

Document Processing reviewer — multi-modal extraction accuracy audit, table parsing quality, PII masking verification, pipeline error handling, and classificati

Document Processing tuner — GPT-4o Vision resolution settings, extraction confidence calibration, table detection thresholds, chart parsing config, and batch pe

DSPy framework specialist — declarative LM programs, signature-based modules, optimizers (BootstrapFewShot, MIPRO), assertions, metric-driven prompt optimizatio

Edge AI builder — Phi-4 on-device inference, ONNX quantization (INT4/INT8), Azure IoT Hub fleet management, offline-first architecture, and cloud fallback patte

Edge AI reviewer — quantized model quality audit, offline resilience testing, fleet rollout verification, cloud fallback review, and device security checks.

Edge AI tuner — quantization level selection, on-device latency optimization, sync schedule config, cloud fallback thresholds, and per-device cost analysis.

Elasticsearch specialist — index design, BM25 + kNN hybrid search, vector fields with HNSW, ILM lifecycle, cluster management, and RAG integration patterns.

Embedding specialist — text-embedding-3 model selection, Matryoshka dimension reduction, batch embedding pipelines, similarity metrics, chunking strategies, and

Enterprise RAG builder — hybrid search pipeline (BM25+vector), Azure AI Search indexing, OpenAI chat completions with citations, chunking strategies, and evalua

Enterprise RAG reviewer — RAG quality audit, citation accuracy, search config validation, security compliance, OWASP LLM Top 10, and WAF pillar alignment checks

Enterprise RAG tuner — config optimization for search quality, token costs, chunking parameters, evaluation thresholds, and model selection economics.

Epic breakdown specialist — decomposes large AI features into INVEST user stories with acceptance criteria, sprint-sized tasks, dependency mapping, and WSJF pri

Event-driven architecture specialist — Azure Event Grid, Service Bus, Event Hubs selection, event sourcing, CQRS, saga orchestration, and exactly-once processin

Fine-tuning and MLOps specialist — LoRA/QLoRA techniques, JSONL training data preparation, Azure OpenAI fine-tuning workflow, hyperparameter tuning, evaluation-

Fine-Tuning Workflow builder — Azure OpenAI fine-tuning, JSONL data preparation, LoRA/QLoRA techniques, MLflow experiment tracking, evaluation-driven iteration,

Fine-Tuning Workflow reviewer — training data quality audit, hyperparameter validation, evaluation methodology review, safety retesting, and alignment preservat

Fine-Tuning Workflow tuner — learning rate scheduling, LoRA rank/alpha optimization, epoch calibration, batch sizing, data quality filtering, and training cost

GenAI foundations expert — transformer architecture, tokenization, inference optimization (KV cache, speculative decoding), model taxonomy, prompt engineering t

Git workflow specialist — trunk-based development, conventional commits, PR best practices, branch protection, merge strategies, CODEOWNERS, and Git hooks for A

GitHub Actions specialist — OIDC federation to Azure, reusable workflows, matrix strategies, composite actions, caching, security hardening, and AI-specific CI/

Go development specialist — idiomatic Go 1.22+, goroutines/channels concurrency, Azure SDK for Go, high-performance HTTP servers, error handling patterns, and t

Go MCP server specialist — mcp-go SDK, struct-based tool definitions, context-aware handlers, stdio transport, concurrent tool execution, and Azure service inte

GraphQL specialist — schema design, resolver patterns, DataLoader N+1 prevention, subscriptions for AI streaming, federation, query complexity limits, and code

GraphRAG specialist — entity extraction, relationship mapping, knowledge graph construction, community detection, graph-based retrieval with Cosmos DB Gremlin/N

gRPC specialist — Protocol Buffers schema design, unary/streaming RPCs, interceptors for auth and tracing, load balancing, health checking, and high-performance

Microsoft Guidance specialist — constrained generation, token healing, regex patterns, guaranteed JSON/XML compliance, select/gen/each primitives, and grammar-e

htmx specialist — HTML-over-the-wire, hx-get/hx-post/hx-swap, server-sent events for AI streaming, progressive enhancement, and minimal-JavaScript AI chat inter

Internationalization specialist — multi-language AI responses, ICU message format, locale-aware formatting, Azure Translator integration, RTL support, and trans

Incident response specialist — severity classification (P0-P4), triage protocols, automated runbooks, war room coordination, root cause analysis, blameless post

IT Ticket Resolution builder — event-driven classification pipeline, auto-resolution via knowledge base, ServiceNow/Jira integration, skill-based routing, and S

IT Ticket Resolution reviewer — classification accuracy audit, auto-resolution quality, routing fairness, SLA compliance, ServiceNow integration security, and P

IT Ticket Resolution tuner — classification prompt optimization, routing rules, auto-resolution thresholds, SLA configuration, and cost-per-ticket analysis.

Java/Spring Boot specialist — Java 21+ virtual threads, Spring Boot 3.3, Spring AI for LLM integration, reactive streams for SSE, Azure SDK, and enterprise-grad

Java MCP server specialist — MCP SDK for Java, Spring Boot auto-configuration, @Tool annotation, reactive streams, enterprise service patterns, and Azure integr

Jira integration specialist — AI-powered ticket triage, sprint query automation, board management, release tracking, and project management workflow design.

Kotlin specialist — coroutines with structured concurrency, Ktor HTTP server, Flow for reactive AI streaming, Jetpack Compose UI, and Azure SDK suspend-friendly

Kotlin MCP server specialist — coroutine-based tool handlers, Ktor server transport, sealed class tool definitions, Flow-based streaming, and Azure suspend-frie

Kubernetes specialist — pod scheduling, GPU resource management, network policies, Helm charts, GitOps with Flux/ArgoCD, and production-grade AI workload orches

Azure AI Landing Zone architect — hub-spoke networking, private endpoints for all PaaS, managed identity, GPU quotas, governance policies, and Bicep-based enter

LangChain framework specialist — LCEL expression language, chains, agents with tool use, retrievers, memory, callbacks, LangSmith tracing, and production RAG pi

LlamaIndex data framework specialist — document loaders, index types (VectorStore/Summary/Knowledge Graph), query engines, response synthesizers, and agent tool

LLM landscape expert — model families (GPT, Claude, Llama, Gemini, Phi), benchmarks (MMLU, HumanEval, MT-Bench), deployment types, quantization, and model selec

Markdown specialist — CommonMark/GFM, agent markup (.agent.md/.instructions.md/SKILL.md), documentation standards (README/ADR/changelog), accessibility, and con

MCP protocol expert — Model Context Protocol specification, tool/resource/prompt primitives, stdio/SSE transports, server development patterns, and MCP ecosyste

Developer mentoring specialist — Socratic teaching, personalized learning paths, constructive code review feedback, skill gap analysis, and progressive complexi

Mermaid diagram specialist — flowcharts, sequence diagrams, architecture diagrams, ER diagrams, state machines, and Gantt charts for AI system documentation.

Migration specialist — legacy-to-cloud, .NET Framework upgrade, database migration, AI-native re-architecture, 6R framework, Azure Migrate, and incremental migr

ML engineering specialist — model training pipelines, LoRA/QLoRA fine-tuning, evaluation metrics, MLOps with Azure AI Foundry, model registry, and serving optim

MLflow specialist — experiment tracking, model registry, metric/artifact logging, Azure ML integration, deployment pipelines, and model lifecycle management.

Model Serving AKS builder — GPU cluster design, vLLM/TGI serving engines, NVIDIA device plugin, HPA/KEDA autoscaling, model versioning, and canary deployments.

Model Serving AKS reviewer — GPU cluster audit, vLLM config validation, autoscaling verification, pod security review, and inference latency benchmarking.

Model Serving AKS tuner — GPU SKU selection, vLLM memory/batching optimization, quantization decisions, autoscaling thresholds, and inference cost analysis.

MongoDB specialist — document schema design, aggregation pipelines, Atlas Vector Search for RAG, Cosmos DB MongoDB vCore, change streams, and AI application dat

Multi-Agent Service builder — supervisor orchestration pattern, agent registry, shared state via Cosmos DB/Redis, Dapr integration, tool routing, and loop preve

Multi-Agent Service reviewer — orchestration logic audit, state management review, loop prevention verification, agent security boundaries, and Dapr configurati

Multi-Agent Service tuner — supervisor routing config, per-agent token budgets, loop limits, model selection per role, memory TTL, and orchestration cost analys

NATS messaging specialist — JetStream for durable streams, key-value store, object store, request-reply, pub-sub, and lightweight event-driven AI microservice c

Neon serverless Postgres specialist — database branching, auto-scaling compute, pgvector for AI embeddings, connection pooling, and database-per-branch developm

OpenAPI specialist — API-first design, OpenAPI 3.1 spec authoring, code generation, validation middleware, and Copilot plugin API definition for AI applications

OpenTelemetry specialist — distributed tracing, metrics, logs with OTLP protocol, auto-instrumentation, custom spans for AI pipelines, and Azure Monitor exporte

PagerDuty incident management specialist — alert routing, escalation policies, on-call scheduling, automated incident creation, and AI-specific runbook integrat

Performance profiling specialist — latency analysis (P50/P95/P99), token optimization, GPU utilization profiling, bottleneck identification, cold start analysis

PHP 8.3+ specialist — modern PHP with attributes, typed properties, enums, fibers, Composer PSR standards, Laravel/Symfony patterns, and PHP-based AI API integr

PHP MCP server specialist — PHP 8.3+ attributes for tool registration, PSR standards, Composer dependency management, typed properties for JSON Schema, and stdi

FAI play dispatcher — routes user requests to the correct solution play based on intent classification, understands all 101 plays and their domains, delegates t

FAI play lifecycle manager — handles play initialization (scaffold file structure), Bicep deployment, evaluation quality gates, and config tuning for any of the

PostgreSQL specialist — pgvector for embedding storage, HNSW/IVFFlat indexes, query optimization with EXPLAIN ANALYZE, connection pooling (PgBouncer), partition

Power BI specialist — star schema data modeling, DAX formulas, report design, DirectQuery vs Import, AI-powered analytics with Azure OpenAI integration, and per

Power Platform specialist — Power Apps (Canvas + Model-driven), Power Automate cloud flows, Dataverse, custom connectors, DLP policies, and Copilot Studio integ

PRD writer — produces structured Product Requirements Documents with user personas, success metrics, AI-specific requirements (quality thresholds, safety), cons

AI product management specialist — requirements gathering, AI use case prioritization, evaluation metric design, go-to-market strategy, and responsible AI impac

Production AI patterns expert — hosting selection (Container Apps/AKS/Functions), APIM gateway patterns, streaming SSE, retry/circuit-breaker, health checks, an

Prompt engineering specialist — system message design, few-shot patterns, chain-of-thought, structured output schemas, anti-hallucination techniques, and evalua

Prompt Optimization builder — prompt versioning with semantic versions, A/B testing framework, Azure Prompt Flow, template engine with variable injection, and e

Prompt Optimization reviewer — version management audit, A/B test methodology review, template injection safety, evaluation pipeline validation, and prompt qual

Prompt Optimization tuner — system message clarity, few-shot example selection, A/B test config, template variable defaults, and prompt cost-quality trade-off a

Protocol Buffers specialist — proto3 schema design, backward compatible evolution, gRPC service definitions, code generation, and binary serialization for high-

Python development specialist — Python 3.12+, async/await patterns, Pydantic v2, FastAPI, pytest, type hints, Azure SDK, and production-grade AI application pat

Python MCP server specialist — FastMCP framework, @mcp.tool() decorators, async handlers, Pydantic input models, uv deployment, and Azure service integration fo

Qwik framework specialist — resumability (zero hydration), lazy loading, QwikCity routing, Island architecture, and instant-on AI-powered web applications.

Enterprise RAG architecture specialist — designs end-to-end retrieval-augmented generation pipelines with Azure AI Search, OpenAI embeddings, chunking strategie

RAG expert — advanced retrieval patterns (agentic, graph, multi-modal RAG), chunking strategies, hybrid search, re-ranking, evaluation metrics, and production R

Ray distributed computing specialist — Ray Serve for model serving, Ray Tune for hyperparameter optimization, Ray Data for preprocessing, and distributed traini

React/Next.js specialist — React 19 Server Components, Suspense streaming for AI chat, App Router, Tailwind CSS, useActionState, and accessibility-first pattern

Real-Time Analytics builder — Event Hub partitioned ingestion, Stream Analytics windowing, LLM-powered anomaly explanation, multi-signal scoring, and live dashb

Real-Time Analytics reviewer — ingestion reliability audit, windowing correctness, anomaly detection accuracy, scoring logic review, and alert quality verificat

Real-Time Analytics tuner — window size optimization, anomaly threshold calibration, baseline window selection, alert severity rules, and streaming cost analysi

AI red teaming specialist — prompt injection testing, jailbreak simulation, PyRIT automation, bias detection, adversarial dataset creation, and OWASP LLM Top 10

Redis specialist — caching patterns (TTL, LRU), semantic cache for AI (embedding similarity), pub/sub messaging, Redis Streams, and session storage for chat app

Code refactoring specialist — extract method, reduce cyclomatic complexity, improve testability, SOLID principles, design pattern application, and safe behavior

Remix framework specialist — nested routing, loaders/actions, progressive enhancement, streaming SSR, error boundaries, and AI-integrated full-stack patterns.

Responsible AI specialist — bias detection, fairness metrics, transparency requirements, EU AI Act compliance, content safety, groundedness evaluation, and AI g

Ruby 3.3+ specialist — pattern matching, Ractor concurrency, block DSL patterns, Rails 8, RuboCop standards, and AI API integration with httprb and ActiveJob.

Ruby MCP server specialist — mcp-rb gem, block DSL tool definitions, Rails integration, idiomatic Ruby patterns, and stdio transport for AI tool development.

Rust specialist — ownership/borrowing, async with tokio, serde serialization, error handling with thiserror/anyhow, and high-performance AI infrastructure (infe

Rust MCP server specialist — rmcp SDK, tokio async handlers, proc macro tool registration, serde for schemas, and ultra-high-performance MCP tool serving.

Salesforce specialist — Apex development, Lightning Web Components, Flow automation, Einstein AI, and enterprise CRM integration patterns with Azure OpenAI.

SAP integration specialist — SAP BTP, OData APIs, BAPI/RFC connectors, procurement/inventory/order processing, and AI-enhanced enterprise resource planning.

Security reviewer — audits code, infrastructure, and AI pipelines against OWASP Top 10, OWASP LLM Top 10, Azure security baselines, managed identity compliance,

Semantic Kernel specialist — plugins with function calling, KernelFilter middleware, memory/vector stores, agent group chat orchestration, and RAG pipeline patt

SEO specialist — structured data (JSON-LD), Core Web Vitals optimization, AI-generated content SEO, meta tags, sitemap generation, and search engine visibility

ServiceNow ITSM integration specialist — incident/change/request management via REST API, CMDB queries, knowledge base search, AI-powered ticket triage, and ser

Slack integration specialist — Bot API, Block Kit UI, slash commands, interactive modals, AI-powered conversation summarization, thread-based notifications, and

SolidJS specialist — fine-grained reactivity with signals, stores, createResource for AI data fetching, SolidStart SSR, and high-performance UI patterns.

Cloud solutions architect — end-to-end AI solution design, Azure service selection, multi-service integration, cost estimation, WAF trade-off analysis, and arch

Specification writer — generates AI-ready technical specifications with requirements, evaluation criteria, WAF alignment, API contracts, data models, and accept

SQL Server specialist — on-premises SQL Server, Always On Availability Groups, query optimization with EXPLAIN, and structured data integration for AI pipelines

Real-time streaming specialist — SSE for LLM token delivery, WebSocket for bidirectional chat, ReadableStream API, backpressure handling, and Azure Event Hubs s

Supabase specialist — pgvector for AI embeddings, real-time subscriptions, Edge Functions (Deno), Row Level Security, Storage for documents, and Auth for user m

Svelte 5 specialist — runes ($state, $derived, $effect), SvelteKit routing, server load functions, streaming SSR, and minimal-bundle AI chat interfaces.

Swarm Orchestration builder — mesh/star/hierarchical agent topologies, supervisor task decomposition, agent specialization, shared memory via Cosmos DB, and con

Swarm Orchestration reviewer — topology audit, supervisor logic review, agent specialization validation, shared memory consistency, and conflict resolution test

Swarm Orchestration tuner — topology selection, agent count optimization, consensus config, memory TTL calibration, and per-agent budget allocation.

Multi-agent swarm supervisor — routes tasks to specialist agents, manages turn limits and token budgets, handles agent coordination, conflict resolution, and sy

Swift specialist — structured concurrency (async/await, TaskGroup, actors), SwiftUI, Codable, and Apple platform AI integration with on-device Core ML and cloud

Swift MCP server specialist — actors for concurrency, Codable for JSON Schema, async/await handlers, and Apple platform MCP tool development.

TDD Green phase specialist — writes the minimal implementation to make failing tests pass, no more and no less. Follows the Red-Green-Refactor cycle.

TDD Red phase specialist — writes failing tests from requirements before any implementation. Covers happy path, error cases, edge cases, and AI-specific test sc

TDD Refactor phase specialist — improves code quality while keeping ALL tests green. Applies extract method, reduce complexity, improve naming, and design patte

Microsoft Teams integration specialist — Adaptive Cards, Bot Framework SDK, Graph API for channels/chats/meetings, AI-powered meeting summarization, and action

Tech debt analyst — identifies, quantifies, and prioritizes technical debt with cost-of-delay analysis, remediation plans, and sprint allocation recommendations

Technical documentation specialist — Diátaxis framework (tutorials/how-to/reference/explanation), API documentation, architecture docs, Mermaid diagrams, and RE

Temporal workflow orchestration specialist — durable execution, saga patterns, long-running AI workflows, activity retry policies, timeouts, and distributed tas

Terraform specialist — Azure provider, state management, module design, plan/apply workflow, drift detection, and multi-environment infrastructure deployment.

Test generation specialist — creates unit, integration, and E2E tests across Python (pytest), TypeScript (vitest), C# (xUnit), with AI-specific test patterns (g

Test planning specialist — designs test strategy, identifies coverage gaps, prioritizes test types (unit/integration/E2E/AI eval), and creates test plans with r

Test execution specialist — runs test suites, interprets results, identifies flaky tests, diagnoses failures, and reports coverage with actionable recommendatio

Turso specialist — libSQL (SQLite fork), edge replication, embedded vector search, multi-tenant databases, and low-latency AI data patterns.

TypeScript/Node.js specialist — strict mode, Zod validation, ESM modules, Vitest testing, Azure SDK integration, async patterns, and production-ready AI applica

TypeScript MCP server specialist — @modelcontextprotocol/sdk, McpServer class, Zod schema validation, async tool handlers, stdio/SSE transport, and npm distribu

AI UX designer — conversation design patterns, chatbot interaction flows, AI disclosure/transparency, loading states for streaming, confidence display, and acce

Vector database specialist — HNSW vs IVFFlat index selection, embedding storage with Qdrant/Pinecone/pgvector/Azure AI Search, similarity metrics, and performan

Vercel specialist — AI SDK (streaming useChat/useCompletion), Edge Functions, Next.js deployment, KV/Blob/Postgres storage, and serverless AI application patter

Vue.js 3 specialist — Composition API with script setup, Pinia state management, Nuxt 3 SSR/SSG, reactive streaming for AI chat, and TypeScript-first component

Weights & Biases specialist — experiment tracking, model versioning, hyperparameter sweeps, prompt tracing, evaluation dashboards, and LLM fine-tuning monitorin

WebAssembly specialist — WASI preview 2, Component Model, edge AI inference with Spin/Fermyon, Wasmtime runtime, and portable, sandboxed AI model execution.