Primitives

fai-play-05-tuner

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

• cost-optimization
• performance-efficiency

fai-play-06-builder

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

• reliability
• security
• operational-excellence

fai-play-06-reviewer

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

• security
• responsible-ai

fai-play-06-tuner

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

• cost-optimization
• performance-efficiency

fai-play-07-builder

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

• reliability
• security
• operational-excellence

fai-play-07-reviewer

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

• security
• responsible-ai

fai-play-07-tuner

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

• cost-optimization
• performance-efficiency

fai-play-08-builder

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

• reliability
• security
• operational-excellence

fai-play-08-reviewer

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

• security
• responsible-ai

fai-play-08-tuner

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

• cost-optimization
• performance-efficiency

fai-play-09-builder

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

• performance-efficiency
• reliability
• security

fai-play-09-reviewer

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

• security
• responsible-ai

fai-play-09-tuner

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

• cost-optimization
• performance-efficiency

fai-play-10-builder

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

• responsible-ai
• security

fai-play-10-reviewer

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

• responsible-ai
• security

fai-play-10-tuner

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

• responsible-ai
• cost-optimization

fai-play-11-builder

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

• reliability
• security
• operational-excellence

fai-play-11-reviewer

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

• security
• reliability

fai-play-11-tuner

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

• cost-optimization
• performance-efficiency

fai-play-12-builder

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

• performance-efficiency
• reliability
• cost-optimization

fai-play-12-reviewer

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

• security
• reliability

fai-play-12-tuner

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

• cost-optimization
• performance-efficiency

fai-play-13-builder

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

• operational-excellence
• cost-optimization
• responsible-ai

fai-play-13-reviewer

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

• responsible-ai
• security