AI Agents vs Agentic AI Systems in Enterprise Deployments
Enterprise AI deployments fail without orchestration, not intelligence.
Rafael Castañeda-Wu
Staff Writer
Rafael Castañeda-Wu
Rafael came to Codebasing after three years building observability pipelines at a cloud monitoring startup, where he developed a specialty in tracing non-deterministic systems — experience he now applies to covering how teams instrument and audit AI agent behavior in real deployments.
11 stories
Generative AI Data Exposure Risks in Enterprise Deployments
Most enterprises using AI lack governance to prevent sensitive data leaks.
Rafael Castañeda-Wu
AI Cost Telemetry and Token Budget Enforcement at Scale
Falling AI prices triggered spending explosions that budgets couldn't predict or control.
Rafael Castañeda-Wu
AI Observability Platforms Compared for Enterprise Use
Most AI observability tools miss what enterprises actually need to govern and audit.
Rafael Castañeda-Wu
Evaluating AI Observability Tools for Security Operations
Security operations need observability built for threats, not model performance metrics.
Rafael Castañeda-Wu
Shadow AI Governance vs. Shadow IT Governance
AI agents pose three risks shadow IT governance was never built to handle.
Rafael Castañeda-Wu
NIST AI Risk Management Framework Applied to Enterprise AI Rollouts
How enterprises can govern AI agents before they spiral out of control.
Rafael Castañeda-Wu
SAML and OIDC for AI Tool Authentication in the Enterprise
SAML and OIDC solve different AI tool authentication problems, but neither handles AI agents.
Rafael Castañeda-Wu
RBAC Design for AI Agents in Enterprise Environments
Traditional RBAC assumes human sessions that agents simply don't create.
Rafael Castañeda-Wu
IGA Solutions Retrofitted for Service Account Sprawl
Service account governance breaks when IGA assumptions meet modern architectures.
Rafael Castañeda-Wu
AI Agent Identity and Authentication Patterns
Most AI agents run with ten times the access they actually need, leaving organizations exposed.
Rafael Castañeda-Wu