Turn Microsoft Agent Framework’s shared-client concurrency contract into a host-level test grid
Test shared chat clients against event-loop, thread, session, and streaming boundaries before approving a Python agent-host topology.
Super Genius Labs Editorial · Sep 9, 2026 · 6 min readEngineeringVersion skew at the persistent agent-host boundary
A mixed-version drill separates protocol negotiation, effective capabilities, and session recovery before an agent-host rollout.
Super Genius Labs Editorial · Sep 3, 2026 · 4 min readEngineeringAn interoperability test for federated agent registries
A boundary-based test sequence separates ARD contract conformance from observed interoperability between federated agent registries.
Super Genius Labs Editorial · Aug 30, 2026 · 4 min readEngineeringModel session cardinality before choosing persistent agent compute
AgentCore Runtime Instances extend managed agent sessions to multi-day, specialized compute. An SGL worksheet turns session count, startup tolerance, storage retention, and deletion ownership into a concrete capacity decision.
Super Genius Labs Editorial · Aug 20, 2026 · 4 min readEngineeringGive every agent runtime contract a control owner, an enforcement point, and an evidence owner
An SGL responsibility matrix assigns each runtime-contract clause to a control-plane owner, an enforcement point, an evidence artifact, and a predetermined failure disposition.
Super Genius Labs Editorial · Aug 17, 2026 · 6 min readEngineeringSelf-healing agent infrastructure needs a permission ladder, not an autonomy switch
A proposed permission ladder separates observation, diagnosis, approval, remediation, verification, and reversal so incident automation can gain authority one bounded action at a time.
Super Genius Labs Editorial · Aug 15, 2026 · 4 min readEngineeringA workflow-level benchmark for agent infrastructure
A workflow-level benchmark can expose host work, boundary crossings, tool spikes, queueing, and idle-capacity overlap that token throughput alone does not describe.
Super Genius Labs Editorial · Aug 12, 2026 · 4 min readEngineeringRunning an agent team in production
The boring infrastructure problems you only meet after the demo is over.
Super Genius Labs Editorial · May 10, 2026 · 2 min read