---
description: Deep technical references on AI control implementation, judge model selection, anomaly detection, RAG security, and SOC integration.
---

# Technical Extensions

Deep dives on controls, infrastructure, and metrics.

## Reference

| Document | Description |
|----------|-------------|
| [current-solutions.md](current-solutions.md) | **Industry solutions implementing this pattern** - guardrails, evaluation frameworks, safety models |

## Implementation Guidance

| Document | Description |
|----------|-------------|
| [judge-model-selection.md](judge-model-selection.md) | Judge model selection principles |
| [bypass-prevention.md](bypass-prevention.md) | Bypass taxonomy and defence strategies |
| [technical-controls.md](technical-controls.md) | Network, WAF, DLP, gateway controls |
| [ai-endpoint-hardening.md](ai-endpoint-hardening.md) | Model endpoint, gateway, and tool server hardening |
| [Control Families](control-families.md) | Detailed control family definitions |
| [Agentic Controls (Extended)](agentic-controls-extended.md) | Extended agentic control guidance |
| [LLM-as-Judge Implementation](llm-as-judge-implementation.md) | Detailed Judge implementation |
| [operational-metrics.md](operational-metrics.md) | Comprehensive metrics catalogue |
| [control-selection-guide.md](control-selection-guide.md) | Control selection methodology |
| [ai-specific-risks.md](novel-ai-risks.md) | AI-specific risk categories |
| [support-systems-risk.md](support-systems-risk.md) | Feeder system risk analysis |
| [emerging-trends-impact.md](emerging-trends-impact.md) | Technology trend impact assessment |

## Operations

| Document | Description |
|----------|-------------|
| [soc-integration.md](soc-integration.md) | SOC architecture, alert taxonomy, and triage procedures |
| [soc-content-pack.md](soc-content-pack.md) | Ready-to-deploy SIEM detection rules, correlation searches, and dashboards |
| [anomaly-detection-ops.md](anomaly-detection-ops.md) | Behavioral anomaly detection operations |
| [nhi-lifecycle.md](nhi-lifecycle.md) | Non-human identity lifecycle management |
| [supply-chain.md](supply-chain.md) | AI supply chain security controls |
| [rag-security.md](rag-security.md) | RAG pipeline security |
| [cost-and-latency.md](cost-and-latency.md) | Cost and latency impact analysis |

