Security Operations | Hokstad Consulting

AI Agent Contracts: Liability Caps and Loss Recovery

November 09, 2026 Compliance Management Data Protection Risk Management Security Operations

Headline caps can mislead: test fixed, fee-based and risk-specific AI agent limits against recoverable losses, exclusions and supplier ability to pay.

Deep k-NN Flags Clean-Label Poisoning in Embeddings

November 08, 2026 Model Evaluation Data Protection Security Operations

Flag label–embedding mismatches with deep k‑NN, quarantine suspected samples for review, and validate settings before removing data.

Dependency Graphs Guide AI Agent Tool Execution

November 07, 2026 DevOps Management Automation Security Operations

Validate and run AI agent workflows with dependency graphs: map fields, reject cycles, control side effects, retries and review.

Claude API Tool Use: Integration Guide

November 06, 2026 Security Operations API Security Compliance Management DevOps Management

Connect Claude to backend APIs safely: read-only tool loop, server-side validation, timeouts, idempotency and audit logging.

AI Agent Compliance: 7 Evidence Checks Before Audit

November 05, 2026 Compliance Management Data Protection Security Operations

Seven evidence checks to verify AI agent identity, policies, access, logs, approvals, tests and incidents before an audit.

Omnichannel AI Agents: Context Across Web and Email

November 04, 2026 Security Operations Automation Collaboration Data Protection

Use one shared record to preserve context across web chat and email. Verify identity, avoid duplicate actions and test one workflow.

AI Agent Monitoring Readiness: Logs, Alerts and Traces

October 28, 2026 Security Operations Data Protection Model Evaluation

Monitoring is only ready when a responder can reconstruct test runs from stored logs, traces and alerts.

Activation Clustering vs Spectral Signatures

October 22, 2026 Model Evaluation Data Protection Security Operations

Use clustering to inspect suspicious groups and spectral analysis to rank suspect records — treat both as triage, not proof.

How to Implement Supervisor–Worker AI Coordination

October 19, 2026 DevOps Management Automation Security Operations

Five controls for safe supervisor–worker AI workflows: task contracts, capability routing, supervisor-owned state, result checks and bounded retries.

Low-Error Poisoned Samples Challenge Auto-Encoders

October 19, 2026 Model Evaluation Data Protection Security Operations

Low reconstruction error doesn't prove data is clean — auto-encoder scores can hide label or backdoor poisoning.

Zero Trust for AI: Microsegmentation Policy Blueprint

October 16, 2026 Security Operations Data Protection Model Evaluation

Microsegmentation blueprint for AI: map assets, deny-by-default, approve narrow agent access, assign owners and test policies.

Building AI Agent Message Flows with Azure Service Bus

October 14, 2026 Cloud Computing Cloud Optimization DevOps Management Security Operations

Set up queues, topics and versioned message contracts for session-ordered AI agent workflows with retries, security and dead-letter recovery.