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 68 notes.
When the agent stays the same but its success rate changes
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 readEvaluating Claude Haiku 5.5 as a workload-specific route
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 readWhere WebMCP risk annotations take effect
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 readWhat to ask when patients discuss trust in healthcare AI
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 readAn agent-scale Git readiness scorecard for writes, hot refs, and CI fan-out
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 readThe pull request is not the migration: define the handoff after agent-generated infrastructure
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 readBuying an AI receptionist without erasing patient channel choice
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 readA consumer-contract test pack for Claude Agent SDK 0.3.287
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 readWhere Sonnet 5.5 puts pressure on Opus pricing
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 readA channel-by-channel availability ledger for Grok 4.7
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