Scott Miller

A Beginner's Guide to Agent Sandboxing: What Enterprise Backend Developers Need to Know Before Granting Multi-Agent Pipelines Write Access

AI Security

A Beginner's Guide to Agent Sandboxing: What Enterprise Backend Developers Need to Know Before Granting Multi-Agent Pipelines Write Access

Picture this: your team has just deployed a cutting-edge multi-agent pipeline. One agent reads customer records, another summarizes them, a third drafts follow-up actions, and a fourth writes those actions back to your production database. It works brilliantly in staging. Then, three days into production, a misrouted instruction causes one

By Scott Miller
How One Enterprise Backend Team Discovered Their Multi-Agent Pipeline Was Silently Leaking Sensitive Customer Data Through Foundation Model Context Windows

multi-agent AI

How One Enterprise Backend Team Discovered Their Multi-Agent Pipeline Was Silently Leaking Sensitive Customer Data Through Foundation Model Context Windows

It started with a routine internal audit. A senior backend engineer at a mid-sized financial services firm, call them Arcturus Financial (name changed for confidentiality), was reviewing log traces from their customer support automation platform. The platform had been live for eight months. It was praised internally for slashing ticket

By Scott Miller
7 Dangerous Myths Enterprise Backend Teams Still Believe About Multi-Agent Pipeline Audit Trail Completeness That Will Leave Them Defenseless During EU AI Act Compliance Audits in Q3 2026

EU AI Act

7 Dangerous Myths Enterprise Backend Teams Still Believe About Multi-Agent Pipeline Audit Trail Completeness That Will Leave Them Defenseless During EU AI Act Compliance Audits in Q3 2026

Q3 2026 is no longer a distant deadline on a roadmap slide. It is here. The EU AI Act's full enforcement cycle for high-risk AI systems is now in active motion, and national market surveillance authorities across the bloc are beginning their first wave of substantive technical audits.

By Scott Miller
7 Multi-Agent Pipeline Incident Postmortem Mistakes Enterprise Backend Teams Keep Making That Prevent Accurate Root Cause Attribution Between Orchestration Logic and Foundation Model Behavior

multi-agent AI

7 Multi-Agent Pipeline Incident Postmortem Mistakes Enterprise Backend Teams Keep Making That Prevent Accurate Root Cause Attribution Between Orchestration Logic and Foundation Model Behavior

It was 2:47 AM when the on-call engineer got paged. A critical customer-facing workflow had silently degraded for six hours, producing subtly wrong outputs that nobody caught until a downstream data pipeline exploded. By morning, a war room had formed. By afternoon, the postmortem doc was open. And by

By Scott Miller
FAQ: What Enterprise Backend Teams Keep Getting Wrong About Agent-to-Agent Authentication and Trust Boundary Enforcement When Scaling Multi-Agent Pipelines Across Internal Service Meshes in 2026

Multi-Agent Systems

FAQ: What Enterprise Backend Teams Keep Getting Wrong About Agent-to-Agent Authentication and Trust Boundary Enforcement When Scaling Multi-Agent Pipelines Across Internal Service Meshes in 2026

Multi-agent AI pipelines have moved from research curiosity to production backbone faster than most enterprise security teams were prepared for. In 2026, it is common to find dozens of specialized AI agents, each owning a slice of a business workflow, communicating across internal service meshes that were originally designed for

By Scott Miller
7 Agent Tool-Calling Governance Mistakes Enterprise Backend Teams Are Making That Will Trigger Unauthorized External API Actions in Production Multi-Agent Pipelines Before Q4 2026

AI Agents

7 Agent Tool-Calling Governance Mistakes Enterprise Backend Teams Are Making That Will Trigger Unauthorized External API Actions in Production Multi-Agent Pipelines Before Q4 2026

The shift to agentic AI architectures has been the defining backend engineering story of the past 18 months. Enterprises are no longer simply querying large language models for answers; they are deploying autonomous, multi-agent pipelines where AI systems plan, reason, and take actions on behalf of the business. Those actions

By Scott Miller
How to Build a Multi-Agent Pipeline Secret Rotation Strategy That Keeps Enterprise Backend Teams Compliant When Foundation Model Providers Deprecate API Key Authentication

multi-agent AI

How to Build a Multi-Agent Pipeline Secret Rotation Strategy That Keeps Enterprise Backend Teams Compliant When Foundation Model Providers Deprecate API Key Authentication

If your enterprise backend team is still authenticating to foundation model providers using long-lived API keys stored in environment variables or a secrets manager, you are already behind the curve. In early 2026, the industry-wide shift is well underway: major foundation model providers are deprecating static API key authentication in

By Scott Miller
FAQ: What Enterprise Backend Teams Keep Getting Wrong About Cross-Tenant Agent Isolation in Multi-Agent Pipelines

AI

FAQ: What Enterprise Backend Teams Keep Getting Wrong About Cross-Tenant Agent Isolation in Multi-Agent Pipelines

By 2026, the majority of enterprise AI deployments are no longer simple chatbot wrappers sitting on top of a foundation model API. They are sophisticated multi-agent pipelines: orchestrators spinning up sub-agents, retrieval-augmented generation (RAG) workers pulling from proprietary data stores, tool-calling agents executing code, and summarizer agents writing back to

By Scott Miller