AI agents

How to Build a Per-Tenant AI Agent Secret and API Credential Rotation Pipeline That Automatically Reissues Foundation Model Provider Keys Across Active Agentic Workflows Without Dropping In-Flight Tasks

AI agents

How to Build a Per-Tenant AI Agent Secret and API Credential Rotation Pipeline That Automatically Reissues Foundation Model Provider Keys Across Active Agentic Workflows Without Dropping In-Flight Tasks

In 2026, agentic AI systems are no longer a novelty. They are the operational backbone of SaaS platforms, enterprise automation suites, and developer tooling. Thousands of concurrent AI agents, each acting on behalf of a specific tenant, are calling foundation model providers like OpenAI, Anthropic, Google Gemini, and Mistral around

By Scott Miller
How to Build a Per-Tenant AI Agent Context Window Budget Enforcement Pipeline That Stops Token Sprawl from Silently Inflating Inference Costs Across Heterogeneous Foundation Models

AI agents

How to Build a Per-Tenant AI Agent Context Window Budget Enforcement Pipeline That Stops Token Sprawl from Silently Inflating Inference Costs Across Heterogeneous Foundation Models

There is a quiet budget leak running inside thousands of AI-powered SaaS products right now. It does not trigger an alarm. It does not throw an exception. It simply accumulates, line by line, token by token, until your monthly inference bill arrives and the number on it looks like a

By Scott Miller
Workflow Replay vs. Event Sourcing for Per-Tenant AI Agents: Which Audit and Recovery Architecture Actually Holds Up in 2026?

AI agents

Workflow Replay vs. Event Sourcing for Per-Tenant AI Agents: Which Audit and Recovery Architecture Actually Holds Up in 2026?

Multi-model AI agent pipelines are no longer experimental infrastructure. In 2026, they are the backbone of production SaaS platforms, powering everything from autonomous customer support agents to multi-step financial analysis workflows. And with that maturity comes a problem that backend engineers are increasingly losing sleep over: what happens when a

By Scott Miller
7 Ways Backend Engineers Are Failing to Enforce Per-Tenant AI Agent Audit Log Immutability Across Multi-Region Compliance Boundaries in 2026

Backend Engineering

7 Ways Backend Engineers Are Failing to Enforce Per-Tenant AI Agent Audit Log Immutability Across Multi-Region Compliance Boundaries in 2026

AI agents are no longer a novelty. In 2026, they are deeply embedded in production systems: scheduling tasks, querying databases, drafting communications, and making decisions on behalf of users across dozens of enterprise platforms. But with that power comes an uncomfortable truth that many backend teams are quietly avoiding: the

By Scott Miller
How to Build a Per-Tenant AI Agent Rate Limit Negotiation Pipeline That Dynamically Reclassifies Tenant Priority Tiers During Upstream Foundation Model Provider Outages

AI agents

How to Build a Per-Tenant AI Agent Rate Limit Negotiation Pipeline That Dynamically Reclassifies Tenant Priority Tiers During Upstream Foundation Model Provider Outages

Here is a scenario that will feel familiar to any platform engineer running a multi-tenant AI product in 2026: it is 2:17 AM, your on-call alert fires, and your upstream foundation model provider (OpenAI, Anthropic, Google Gemini, or one of the newer players like xAI Grok API) is experiencing

By Scott Miller
FAQ: Why Are Backend Engineers Scrambling to Build Per-Tenant AI Agent Consent and Data Residency Enforcement Pipelines in Q2 2026, and What Does a Legally Defensible Cross-Border Agentic Workflow Architecture Actually Look Like?

AI agents

FAQ: Why Are Backend Engineers Scrambling to Build Per-Tenant AI Agent Consent and Data Residency Enforcement Pipelines in Q2 2026, and What Does a Legally Defensible Cross-Border Agentic Workflow Architecture Actually Look Like?

If you have spent any time in backend engineering Slack channels, conference hallways, or architecture review meetings in Q2 2026, you have probably noticed a recurring theme: engineers are not just building AI agents anymore. They are scrambling to build the governance scaffolding around them. Consent enforcement, per-tenant data residency,

By Scott Miller