Notes from the lab
Engineering, product, and POV on the agent teams Super Genius Labs is putting into production.
Latest notes
Showing the latest 10 of 46 notes.
The prior-authorization callback test for AI receptionist buyers
A proposed buyer test follows prior-authorization calls through waiting, denial, callback, and escalation—not just initial intake.
Super Genius Labs Editorial · Sep 15, 2026 · 5 min readMeta Muse’s dedicated per-user VM does not prevent provider access
Meta documents a dedicated per-user VM for Muse, while provider-access prevention remains a planned confidential-computing capability.
Super Genius Labs Editorial · Sep 14, 2026 · 3 min readEngineeringClassify AWS DevOps Agent changes by infrastructure lifecycle
Review AWS DevOps Agent configuration changes by lifecycle effect, with replacement checks and post-apply inventory verification.
Super Genius Labs Editorial · Sep 13, 2026 · 3 min readEngineeringTest session continuity across a hosted agent harness and a self-hosted executor
A failure-injection drill can test identity, reconnection, retained state, idle shutdown, and clean restart across an agent runtime boundary.
Super Genius Labs Editorial · Sep 11, 2026 · 4 min readEngineeringTurn 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 readThinkingOpenAI’s “automated research intern” is an internal measurement claim, not a portable productivity benchmark
OpenAI’s research-intern milestone separates agent runtime, spending, activity, and research progress into distinct measurement layers.
Super Genius Labs Editorial · Sep 8, 2026 · 4 min readEngineeringStronger restriction-following can coincide with lower monitorability
Review behavioral control and operational observability separately when approving an agent deployment.
Super Genius Labs Editorial · Sep 7, 2026 · 4 min readEngineeringCommission the machine boundary before an AI agent touches the controls
Document the physical control boundary, evidence, and safe recovery conditions before an AI agent receives write access.
Super Genius Labs Editorial · Sep 5, 2026 · 5 min readThinkingAWS and Google Cloud agent governance: a source-bounded capability matrix
Compare AWS and Google Cloud’s documented agent-governance scope without mistaking vendor descriptions for operating evidence.
Super Genius Labs Editorial · Sep 4, 2026 · 4 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 read