Primitives

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-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-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-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-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-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-tuner

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

• cost-optimization
• performance-efficiency

fai-play-14-builder

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

• cost-optimization
• performance-efficiency
• reliability

fai-play-14-tuner

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

• cost-optimization
• performance-efficiency

fai-play-15-tuner

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

• cost-optimization
• performance-efficiency

fai-play-16-tuner

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

• security
• performance-efficiency

fai-play-18-builder

Prompt Optimization builder — prompt versioning with semantic versions, A/B testing framework, Azure Prompt Flow, template engine with variable injection, and evaluation-driven iteration.

• performance-efficiency
• cost-optimization
• reliability

fai-play-18-tuner

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

• cost-optimization
• performance-efficiency

fai-play-19-builder

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

• reliability
• performance-efficiency
• cost-optimization

fai-play-19-tuner

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

• cost-optimization
• performance-efficiency

fai-play-20-builder

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

• performance-efficiency
• reliability

fai-play-20-tuner

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

• cost-optimization
• performance-efficiency

fai-play-21-builder

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

• reliability
• performance-efficiency

fai-play-21-tuner

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

• cost-optimization
• performance-efficiency

fai-play-22-builder

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

• reliability
• performance-efficiency
• security

fai-play-22-tuner

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

• cost-optimization
• performance-efficiency

fai-play-23-tuner

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

• cost-optimization
• performance-efficiency