Notes from the lab

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

72 notes3 tracksLatest Oct 22, 2026Editorial team RSS feed

Latest notes

Microsoft’s announced dynamic controls shift agent authorization review toward runtime authority transitions.

A compact test card checks whether recovered agent runs gain write authority and stale executions lose it at the storage boundary.

Containment reviews should cover model artifacts without turning replication experiments into claims of practical autonomous spread.

Separate concise incident disclosure from protected technical reconstruction while agent-reporting approaches remain unsettled.

A metric-version ledger can separate changed agent behavior from changed KPI definitions when observability formulas move.

Evaluate Haiku 5.5 by workload volume, latency tolerance, context size, and escalation cost before changing production routes.

A WebMCP review should reveal how each client interprets risk annotations across primary and fallback browser routes.

A decision-specific interview approach keeps healthcare AI research tied to setting, action, expectations, and evidence limits.

Measure repository writes, shared-ref contention, CI fan-out, cache behavior, and review queues before raising agent concurrency.

Treat an agent-generated infrastructure pull request as a handoff artifact, with deployment and cutover evidence still to come.