Jul 13, 2026 · Artificial Intelligence

When AI Agents Meet Cloud‑Native: Practical Multi‑Agent Orchestration for High‑Concurrency Scenarios

The article explains why naïve multi‑agent demos fail in production, defines the core concepts of Task, Step, Agent Role and Event, proposes a four‑plane cloud‑native architecture, shows concrete Go and Python code, and provides detailed guidance on state machines, reliability, observability, security and budget governance for building scalable, production‑grade AI agent systems.

AI agentsCloud NativeKubernetes

0 likes · 36 min read

When AI Agents Meet Cloud‑Native: Practical Multi‑Agent Orchestration for High‑Concurrency Scenarios

Smart Workplace Lab

Jun 26, 2026 · Operations

AI Budget Overruns? A Three‑Step Protocol to Align Cross‑Department Compute Costs and Demand

The article explains why naïve per‑head AI token budgeting fails, introduces a three‑step cross‑department compute‑cost attribution and settlement protocol, and shows how transparent logging, weighted mapping, and automated routing can cut dispute resolution time from days to hours while preventing budget overruns.

AI costbudget governancecompute budgeting

0 likes · 8 min read

AI Budget Overruns? A Three‑Step Protocol to Align Cross‑Department Compute Costs and Demand