Evaluating 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 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 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 readAmazon Ads Agent is three control modes, not one automation setting
A comparison card separates Amazon Ads Agent’s manual, assisted, and delegated modes from their availability states.
Super Genius Labs Editorial · Oct 1, 2026 · 4 min readOpenShell and Sentry occupy different parts of NVIDIA’s agent-safety stack
OpenShell provides runtime controls, while NVIDIA’s Sentry design places a separate watchdog on BlueField-4 hardware.
Super Genius Labs Editorial · Sep 29, 2026 · 3 min readTest the seam between agent infrastructure and domain configuration
Use one representative workflow to expose the work left to buyers of managed runtimes and domain-specialist agents.
Super Genius Labs Editorial · Sep 24, 2026 · 3 min readHow to read frontier-model disclosures without inventing an incident rate
A six-field comparison card helps buyers interpret frontier-model disclosures without turning report counts into false incident rates.
Super Genius Labs Editorial · Sep 23, 2026 · 4 min readThe agent-distribution split: post-click Sponsored Agents versus a continuing personal agent
Two September announcements frame agent distribution around different triggers, channels, continuity, and approval moments.
Super Genius Labs Editorial · Sep 21, 2026 · 5 min readWhat on-premise clinical AI evidence can support
On-premise deployment can support institutional control, while clinical authority requires evidence tied to the proposed action.
Super Genius Labs Editorial · Sep 18, 2026 · 3 min readReading the ADVOCATE awards through seven evidence states
A seven-state map helps operators distinguish ADVOCATE’s announced awards from authorization, deployment, and measured outcomes.
Super Genius Labs Editorial · Sep 16, 2026 · 3 min readMeta 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 readOpenAI’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 readAWS 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 readAnthropic is turning frontier-model safeguards into a product tier
Fable 5.1 and Mythos 5.1 show why model procurement now has to capture access, safeguards, routing, retention, and cost.
Super Genius Labs Editorial · Sep 2, 2026 · 4 min readGoogle’s agent pricing now turns usage forecasts into commitment risk
Google’s new agent billing options make workload variability, unused spend, and commitment duration part of the platform decision.
Super Genius Labs Editorial · Aug 27, 2026 · 4 min readWhat a publication-date filter can prove
Date filters can enforce retrieval eligibility, but historical claims need a separate check of what each result contained at the cutoff.
Super Genius Labs Editorial · Aug 25, 2026 · 4 min readTreat frontier-model safety pauses as vendor-continuity signals
OpenAI’s disclosed Astra slowdown offers a bounded procurement signal. Provider-controlled capability thresholds and research-environment changes can alter roadmap assumptions even while release timing and capability assessments remain unresolved.
Super Genius Labs Editorial · Aug 24, 2026 · 3 min readThe FDA’s GenAI-device paper is a question set, not a compliance checklist
FDA is considering a competency-based evaluation model for generative-AI medical devices. Its discussion paper offers diligence questions about the finished device, intended use, clinical confirmation, and postmarket monitoring, not adopted requirements.
Super Genius Labs Editorial · Aug 23, 2026 · 4 min readCan the receptionist actually change the schedule? A write-path test for voice-AI buyers
A scheduling conversation is not the same as a completed scheduling transaction. This write-path test traces discovery, booking, rescheduling, and cancellation from caller request to committed record, exception, and handoff.
Super Genius Labs Editorial · Aug 22, 2026 · 5 min readWhat 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 readRead 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 readAI disclosure should survive the interaction
A footer or opening message can leave channel transitions, handoffs, or generated-media paths untested. Model disclosure as owned product states with reviewable regression evidence.
Super Genius Labs Editorial · Aug 7, 2026 · 5 min readAudit the workflow before buying healthcare voice automation
Map the scheduling rules, financial barriers, queues, callbacks, and ownership behind patient-access work before comparing healthcare voice products.
Super Genius Labs Editorial · Aug 4, 2026 · 3 min readMeasure healthcare call resolution beyond handling rates
A single automation or containment rate can hide materially different outcomes. Separate access, administrative task completion, callbacks, and human escalation.
Super Genius Labs Editorial · Aug 2, 2026 · 4 min readWelcome to Super Genius Labs
Notes on why we built a lab around agent teams, not chatbots.
Super Genius Labs Editorial · May 21, 2026 · 1 min read