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Notes from the lab

Engineering, product, and POV on the agent teams Super Genius Labs is putting into production.

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Latest notes

Showing the latest 10 of 46 notes.

Product · Latest

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 read
Thinking

Meta 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 read
Engineering

Classify 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 read
Engineering

Test 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 read
Engineering

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 read
Thinking

OpenAI’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 read
Engineering

Stronger 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 read
Engineering

Commission 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 read
Thinking

AWS 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 read
Engineering

Version 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