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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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Showing the latest 10 of 68 notes.

When the agent stays the same but its success rate changes

Engineering · Latest

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

Super Genius Labs Editorial · Oct 16, 2026 · 5 min read

Evaluating Claude Haiku 5.5 as a workload-specific route

Thinking

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

Super Genius Labs Editorial · Oct 15, 2026 · 3 min read

Where WebMCP risk annotations take effect

Engineering

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

Super Genius Labs Editorial · Oct 14, 2026 · 4 min read

What to ask when patients discuss trust in healthcare AI

Thinking

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

Super Genius Labs Editorial · Oct 13, 2026 · 3 min read

An agent-scale Git readiness scorecard for writes, hot refs, and CI fan-out

Engineering

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

Super Genius Labs Editorial · Oct 11, 2026 · 5 min read

The pull request is not the migration: define the handoff after agent-generated infrastructure

Engineering

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

Super Genius Labs Editorial · Oct 7, 2026 · 5 min read

Buying an AI receptionist without erasing patient channel choice

Product

A channel-choice test helps medical practices assess whether an AI receptionist preserves usable routes and clear next steps.

Super Genius Labs Editorial · Oct 6, 2026 · 4 min read

A consumer-contract test pack for Claude Agent SDK 0.3.287

Engineering

Turn Claude Agent SDK 0.3.287 release notes into focused regression fixtures for host-visible events, states, and cleanup.

Super Genius Labs Editorial · Oct 5, 2026 · 5 min read

Where Sonnet 5.5 puts pressure on Opus pricing

Thinking

Sonnet 5.5 pairs half the listed token price of Opus 5.5 with a nearby result on one reported benchmark.

Super Genius Labs Editorial · Oct 4, 2026 · 3 min read

A channel-by-channel availability ledger for Grok 4.7

Thinking

A route-level ledger separates Grok 4.7’s umbrella launch from dated availability records for its API, Copilot, and Bedrock.

Super Genius Labs Editorial · Oct 3, 2026 · 4 min read