Published articles
Dynamic agent permissions turn authorization into a control loop
Microsoft’s announced dynamic controls shift agent authorization review toward runtime authority transitions.
Super Genius Labs Editorial · Oct 22, 2026 · 5 min readTest write-authority transfer after durable-run takeover
A compact test card checks whether recovered agent runs gain write authority and stale executions lose it at the storage boundary.
Super Genius Labs Editorial · Oct 21, 2026 · 5 min readAdd model-weight mobility to the agent containment review
Containment reviews should cover model artifacts without turning replication experiments into claims of practical autonomous spread.
Super Genius Labs Editorial · Oct 19, 2026 · 3 min readOne agent incident needs two records: disclosure and reconstruction
Separate concise incident disclosure from protected technical reconstruction while agent-reporting approaches remain unsettled.
Super Genius Labs Editorial · Oct 17, 2026 · 5 min readWhen 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 readPlan a harness change as a system migration
A harness switch can change agent behavior, retained state, controls, and consumption, so evaluate the full system configuration.
Super Genius Labs Editorial · Oct 2, 2026 · 5 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 readSnapshot restore changes what “startup” means for an agent runtime
AgentCore Runtime V2 makes snapshot timing part of state isolation, turning initialization boundaries into migration tests.
Super Genius Labs Editorial · Sep 22, 2026 · 5 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 readA status sentence is not a receipt: bind agent updates to the run that earned them
Bind each agent status update to retained execution evidence, including failures, partial work, timing, and configuration identity.
Super Genius Labs Editorial · Sep 19, 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 readA completion state machine for Gemini 3.8 Live voice agents
A migration test table separates spoken acknowledgment from asynchronous tool results and final confirmation in Gemini 3.8 Live.
Super Genius Labs Editorial · Sep 17, 2026 · 6 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 readThe prior-authorization callback test for AI receptionist buyers
A proposed buyer test follows prior-authorization calls through waiting, denial, callback, and escalation, not just initial intake.
Super Genius Labs Editorial · Sep 15, 2026 · 5 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 readClassify AWS DevOps Agent changes by infrastructure lifecycle
Review AWS DevOps Agent configuration changes by lifecycle effect, with replacement checks and post-apply inventory verification.
Super Genius Labs Editorial · Sep 13, 2026 · 3 min readWhen a persistent personal agent should lose access
Persistent agents need access rules that respond to elapsed time, inactivity, account changes, and completed work.
Super Genius Labs Editorial · Sep 12, 2026 · 6 min readTest session continuity across a hosted agent harness and a self-hosted executor
A failure-injection drill can test identity, reconnection, retained state, idle shutdown, and clean restart across an agent runtime boundary.
Super Genius Labs Editorial · Sep 11, 2026 · 4 min readTurn Microsoft Agent Framework’s shared-client concurrency contract into a host-level test grid
Test shared chat clients against event-loop, thread, session, and streaming boundaries before approving a Python agent-host topology.
Super Genius Labs Editorial · Sep 9, 2026 · 6 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 readStronger restriction-following can coincide with lower monitorability
Review behavioral control and operational observability separately when approving an agent deployment.
Super Genius Labs Editorial · Sep 7, 2026 · 4 min readCommission the machine boundary before an AI agent touches the controls
Document the physical control boundary, evidence, and safe recovery conditions before an AI agent receives write access.
Super Genius Labs Editorial · Sep 5, 2026 · 5 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 readVersion skew at the persistent agent-host boundary
A mixed-version drill separates protocol negotiation, effective capabilities, and session recovery before an agent-host rollout.
Super Genius Labs Editorial · Sep 3, 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 readBenchmark improvement is not alignment transfer. A review gate for automated alignment research
A review gate separates benchmark gains in automated alignment research from evidence that a method will transfer to another model or setting.
Super Genius Labs Editorial · Sep 1, 2026 · 5 min read“Local-first” agents need an escalation ledger
A proposed escalation ledger links each cloud approval to its workflow step, disclosed payload, destination, and returned result.
Super Genius Labs Editorial · Aug 31, 2026 · 5 min readAn interoperability test for federated agent registries
A boundary-based test sequence separates ARD contract conformance from observed interoperability between federated agent registries.
Super Genius Labs Editorial · Aug 30, 2026 · 4 min readTracing authority through AC2’s user-controlled signing flow
Trace AC2 signing from reviewed request to execution evidence while keeping credential custody and protocol limits explicit.
Super Genius Labs Editorial · Aug 29, 2026 · 4 min readFramework-agnostic agent evaluation still has an instrumentation contract
A six-part compatibility record shows whether an agent deployment supplies the telemetry that framework-agnostic evaluation expects.
Super Genius Labs Editorial · Aug 28, 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 readIs an AI answering service HIPAA compliant? What practices need to check
No answering service is HIPAA compliant on its own. What HIPAA requires of a phone vendor, 7 questions to ask an AI receptionist, and the gaps that fail audits.
Super Genius Labs Editorial · Aug 25, 2026 · 7 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 readAnswering service cost in 2026. Human vs virtual vs AI
Answering service cost in 2026 from published pricing. Per-minute live services, virtual receptionist tiers, flat-rate AI, plus a worked sizing example.
Super Genius Labs Editorial · Aug 24, 2026 · 7 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 readThe best AI receptionist for small business. An honest 2026 comparison
Five AI receptionists compared on published pricing, industry fit, and what happens when the AI cannot handle the call. We build one of them, and it is not the right pick for most readers.
Super Genius Labs Editorial · Aug 23, 2026 · 5 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 readModel 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 readA 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 readA 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 readGive 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 readWhere 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 readSelf-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 readAn 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 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 readA 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 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 readTest the effective policy of every coding-agent surface
Turn shared coding-agent settings into surface-specific acceptance tests for policy source, precedence, refresh behavior, denial outcomes, and retained evidence.
Super Genius Labs Editorial · Aug 10, 2026 · 5 min readA model score is sometimes a system score. An attribution sheet for multi-model agents
A named model may sit inside a routed, multi-agent harness. Record the models, routing, tools, benchmark configuration, access tier, and evidence owner behind the score.
Super Genius Labs Editorial · Aug 8, 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 readOpus 5 effort belongs in the release configuration
Version model ID, thinking state, effort, output budget, endpoint, and fallback policy together, then evaluate that tuple across quality, completion, latency, turns, and cost.
Super Genius Labs Editorial · Aug 6, 2026 · 5 min readTreat agent evaluation sandboxes like connected production systems
A sandbox label does not describe every reachable system. Review egress, intermediaries, credentials, blast radius, kill authority, forensics, and notification before the run.
Super Genius Labs Editorial · Aug 5, 2026 · 6 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 readFrom agent traces to release decisions
A production trace becomes release evidence only after scoring, review, regression, and an explicit decision. Automated evaluation contributes evidence, not proof of correctness.
Super Genius Labs Editorial · Aug 3, 2026 · 4 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 readSix authorization controls for AI agents
NIST’s agent-specific work is still developing. This six-control review connects established NIST baselines with OWASP’s finalized agentic risk guidance.
Super Genius Labs Editorial · Aug 1, 2026 · 7 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 readGenius Care. Building a reliable voice receptionist
What the current receptionist can do, where it hands off, and what remains bounded.
Super Genius Labs Editorial · May 15, 2026 · 1 min readRunning an agent team in production
The boring infrastructure problems you only meet after the demo is over.
Super Genius Labs Editorial · May 10, 2026 · 2 min read