Primitives

fai-play-14-reviewer

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

• security
• cost-optimization

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-17-builder

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

• operational-excellence
• cost-optimization
• reliability

fai-play-17-tuner

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

• cost-optimization
• operational-excellence

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-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-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-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

fai-power-bi-expert

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

• performance-efficiency
• cost-optimization

fai-qwik-expert

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

• performance-efficiency
• cost-optimization

fai-turso-expert

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

• performance-efficiency
• cost-optimization