Waxell blog: AI Agent Approval Workflows

Human in the Loop Isn't Optional: Designing Approval Workflows for AI Agents

Human in the Loop Isn't Optional: Designing Approval Workflows for AI Agents

Only 19.7% of orgs ship AI agents with full approval. Three workflow architectures that add human oversight without killing velocity or burning out reviewers.

Logan Kelly

Waxell blog cover: AI agent cost enforcement before and after

AI Agent Cost Enforcement: What Actually Changes When You Add Hard Limits

AI Agent Cost Enforcement: What Actually Changes When You Add Hard Limits

Uber hit its 2026 AI budget by April. One company got a $500M Claude bill. Here's what changes when teams move from cost alerts to enforcement.

Logan Kelly

Waxell blog cover: DeepMind AI control roadmap insider threat governance

DeepMind's AI Control Roadmap Treats Agents as Insider Threats — And Sets the Bar for Every Team

DeepMind's AI Control Roadmap Treats Agents as Insider Threats — And Sets the Bar for Every Team

DeepMind's AI Control Roadmap treats deployed agents as insider threats. Here's the defense-in-depth framework it established — and how Waxell Runtime enforces it without rebuilds.

Logan Kelly

Waxell blog cover: multi-agent governance coordinator planner worker roles

Multi-Agent Governance: Why Treating Every Agent the Same Breaks Coordinator, Planner, and Worker Systems

Multi-Agent Governance: Why Treating Every Agent the Same Breaks Coordinator, Planner, and Worker Systems

Most governance tools apply identical policies to every agent. Here's why that breaks at coordinator, planner, and worker layers — and what actually works.

Logan Kelly

Waxell blog cover: SOC 2 attribution gap for AI agents

SOC 2 for AI Agents: Why Autonomous Actions Create an Attribution Problem Auditors Will Flag

SOC 2 for AI Agents: Why Autonomous Actions Create an Attribution Problem Auditors Will Flag

SOC 2's CC6.3 requires privileged actions traced to an accountable individual. AI agents act without human authorization. Here's how to close the gap.

Logan Kelly

A single workspace folder open on a desk, with three short setup notes beside it

Getting Started with AI Agents: Pick One Workflow and Build for It

Getting Started with AI Agents: Pick One Workflow and Build for It

Don't set up your whole business in Connect on day one. Pick one workflow, build a workspace for it, and let that teach you how to do everything else.

Frances @ Waxell

Waxell

Waxell provides observability and governance for AI agents in production. Bring your own framework.

© 2026 Waxell. All rights reserved.

Patent Pending.

Waxell

Waxell provides observability and governance for AI agents in production. Bring your own framework.

© 2026 Waxell. All rights reserved.

Patent Pending.

Waxell

Waxell provides observability and governance for AI agents in production. Bring your own framework.

© 2026 Waxell. All rights reserved.

Patent Pending.