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Engineering

Model 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 read
Engineering

A migration worksheet for MCP’s stateless 2026-07-28 wire model

The MCP 2026-07-28 revision documents a stateless transport model, per-request metadata, and standardized HTTP requirements. This worksheet turns those documented changes into bounded inventory and test questions for teams upgrading remote servers, with the official C# SDK as an implementation lens.

Super Genius Labs Editorial · Aug 19, 2026 · 3 min read
Engineering

A two-plane worksheet for agent operating systems—and an explicit infrastructure boundary

A two-plane worksheet helps platform teams separate governance decisions from runtime coordination, then make deployment context and infrastructure ownership reviewable at every boundary.

Super Genius Labs Editorial · Aug 18, 2026 · 3 min read
Engineering

Give 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 read
Engineering

Where to place the trust boundaries for shared agent memory

Persistent memory can carry influence across agent runs. An SGL decision map separates storage, provenance, retrieval, authority, and recovery so one session boundary does not bear the entire security model.

Super Genius Labs Editorial · Aug 16, 2026 · 5 min read
Engineering

Self-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 read
Engineering

An admission gate for third-party agent skills

Third-party agent skills can combine runtime instructions with executable scripts. A bounded admission process can verify provenance, content, permissions, isolation, updates, and revocation before granting access.

Super Genius Labs Editorial · Aug 14, 2026 · 5 min read
Thinking

What evidence should healthcare AI operators retain for non-device software?

FDA’s patient-safety inquiry gives healthcare AI operators a bounded prompt: preserve intended use, observed benefits, safety signals, implementation lessons, governance practices, and evidence ownership without treating an operational record as a legal classification or proof of safety.

Super Genius Labs Editorial · Aug 13, 2026 · 4 min read
Engineering

A 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 read
Thinking

Read Cortex AI Gateway as an announced control plane—not a verified operating result

Snowflake has announced one control layer for agent access, activity records, interoperability, and AI spending. Preview status leaves its behavior, coverage, and enforcement open to operator verification.

Super Genius Labs Editorial · Aug 11, 2026 · 3 min read