Scott Miller

5 Dangerous Myths Enterprise Backend Teams Believe About Cost Predictability When Scaling Multi-Agent Pipelines Across Heterogeneous Cloud and On-Premises Inference Endpoints

multi-agent AI

5 Dangerous Myths Enterprise Backend Teams Believe About Cost Predictability When Scaling Multi-Agent Pipelines Across Heterogeneous Cloud and On-Premises Inference Endpoints

There is a quiet crisis unfolding inside enterprise backend teams right now. It does not show up in sprint reviews or architecture diagrams. It shows up in Q1 cloud invoices that are 3x what finance approved, in on-call alerts at 2 AM triggered by runaway agent loops, and in post-mortems

By Scott Miller
How Enterprise Backend Teams Should Architect Multi-Agent Pipeline Integration With the Big Four's AI Services Layer (And Why the KPMG-DeployCo Arms Race Changes Your Vendor Lock-In Calculus Forever)

multi-agent AI

How Enterprise Backend Teams Should Architect Multi-Agent Pipeline Integration With the Big Four's AI Services Layer (And Why the KPMG-DeployCo Arms Race Changes Your Vendor Lock-In Calculus Forever)

There is a quiet war happening at the infrastructure layer of enterprise AI, and most backend engineering teams are not positioned to survive it. The combatants are not the model providers or the hyperscalers, though they are certainly involved. The real action is happening inside the delivery arms of the

By Scott Miller
How to Design and Implement a Cross-Organizational Agent Permission Boundary System for Shared Multi-Agent Infrastructure in 2026

Multi-Agent Systems

How to Design and Implement a Cross-Organizational Agent Permission Boundary System for Shared Multi-Agent Infrastructure in 2026

Shared multi-agent infrastructure is the new reality for large enterprises. As backend platform teams provision a single, centralized agent runtime to serve multiple business units simultaneously, a critical and often underestimated problem emerges: how do you enforce meaningful, auditable, and tamper-resistant permission boundaries between agents that belong to entirely different

By Scott Miller
The Silent Breaking Change Problem: How Enterprise Backend Teams Should Design Agent Rollback and Version Pinning Strategies in 2026

AI Agents

The Silent Breaking Change Problem: How Enterprise Backend Teams Should Design Agent Rollback and Version Pinning Strategies in 2026

It happens quietly. No changelog entry. No deprecation email. No Slack notification from your vendor. One Tuesday morning, the GPT-5 or Claude 4 endpoint your production agent pipeline has been hitting for six months returns subtly different outputs. Your tool-calling format parses slightly differently. Your structured JSON schema extraction starts

By Scott Miller
5 Dangerous Myths Enterprise Backend Teams Believe About AI Pair Programming Tools Replacing Human Code Review in the Active Collaboration Era of 2026

AI pair programming

5 Dangerous Myths Enterprise Backend Teams Believe About AI Pair Programming Tools Replacing Human Code Review in the Active Collaboration Era of 2026

There is a seductive story circulating in enterprise engineering departments right now, and it goes something like this: "Our AI pair programming tools are so good, we can finally retire the slow, expensive, ego-bruising ritual of human code review." Slack channels are full of it. Engineering all-hands meetings

By Scott Miller
7 Ways Enterprise Backend Teams Are Misconfiguring Multi-Agent Pipeline Observability When Consolidating to OpenTelemetry-Native Platforms in 2026

OpenTelemetry

7 Ways Enterprise Backend Teams Are Misconfiguring Multi-Agent Pipeline Observability When Consolidating to OpenTelemetry-Native Platforms in 2026

The shift is well underway. Across enterprise engineering organizations in 2026, backend teams are tearing out their patchwork of fragmented tracing tools , Jaeger here, a proprietary APM agent there, a homegrown log aggregator somewhere in the middle , and replacing them with unified, OpenTelemetry-native observability platforms. The promise is compelling: a

By Scott Miller