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Latest source check 2026-11-07
The AI news desk.
New models, useful research, and the details behind the headlines. Read the source. Check the access. Keep a little perspective.
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Microsoft lists November 12 for changes to some older Copilot Studio agent models. Check whether your setup is affected before the automatic move.
Copilot Studio agent model retirement catch-upFor makers and experienced technicians maintaining Standard-harness agents. Documentation reviewed; no tenant, agent, or migration test performed.
The new option can pick a different model for each step of a coding task. You can see which one answered and what it cost.
Coding tools and editorial analysisFor developers who already use OpenRouter in a coding tool or send it requests directly. Use the model ID openrouter/auto-code where you would otherwise choose a specific model. [2] [3]
Arete-27B is a downloadable model trained to answer sensitive questions from a different viewpoint. When the framing changes, the facts still need checking.
Language models and editorial analysisThe Arete-27B model files are publicly listed on Hugging Face under Apache 2.0. Running them requires compatible software and hardware. [2]
Try a fictional plan with one lasting preference and one temporary change to see what carries over.
AI assistants and editorial analysisMeta says it is rolling out updated models to people who use Muse and Meta AI. Its announcement gives no account-specific timetable. [1]
Give a coding task its own thread, then check which project the agent plans to change.
Coding collaboration and editorial analysisGitHub lists both integrations for paid Copilot plans. Workspace app access, a linked GitHub account, and repository permissions apply. [2] [3]
Ask the coding assistant what it changed while it works, then compare what you heard with the written changes.
Coding tools and editorial analysisCursor documents voice chat in the Agents Window, its code editor, on the web, and on iOS. It requires a signed-in Cursor account and microphone access. Cursor lists a daily limit and gives no number in the guide. [1] [2]
A browser preview streams new views as you move a camera. You can explore scenes the company picked.
World models and editorial analysisWorld Labs links to the Frameboy demo for its selected scenes. The separate Viewfinder tool for creating a scene from your own material remains in closed beta, with a waitlist. [1] [2]
Security teams can use the model to check a fix. First confirm the organization and project have access.
Cybersecurity tools and editorial analysisOpenAI says initial API and Codex access is limited to selected Daybreak Red customers. API requests also require an approved organization and project. [3] [4]
Start with one small process. Check where its data goes and what happens when a run restarts.
Agent workflows and editorial analysisMistral documents Managed Agents, the Agents software development kit, and Workflows as public preview. It describes private cloud and on-premises Studio deployments for enterprise customers.
Start with one small code change and compare the edits before giving the assistant a bigger job.
Local coding setup and editorial analysisThe GitHub Copilot app supports adding your own model provider in public preview. GitHub sign-in is required, and a Copilot plan is optional when you use your own provider. [3]
People in the U.S. can start seeing a phone icon for talking with Muse, with a choice of voice alone or an animated character on screen.
AI voice and editorial analysisMeta says the rollout starts in the U.S. in the Muse app on mobile, web, and Mac. It points to a phone icon in the upper-right corner for accounts that have voice. [1]
Teams can see what happened to Copilot feedback on merged changes. A reply promising a fix later counts toward the rate.
Code review and editorial analysisThe new fields appear in daily repository reports for organizations and enterprises. GitHub requires usage metrics to be enabled and access through a listed role or the View Copilot Metrics permission. [1] [2]
An event organizer can look for patterns across questions, then check how many people each pattern represents.
Survey tools and editorial analysisGoogle lists eligible Workspace and Google AI plans. Its gradual rollout started November 2 for Rapid Release organizations and is scheduled to start November 19 for Scheduled Release organizations. Check the plan list and rollout group if Actionable Insights is missing. [1]
Google’s video model can make longer clips and lets you ask for a follow-up edit. Access depends on which Google app or developer tool you use.
AI video and editorial analysisGoogle says people with a Google account or Workspace subscription can generate 15-second clips in Google Vids at no additional cost. In the Gemini app, it describes a rollout to Google AI Ultra subscribers. It also lists availability through its developer tools. [1] [2]
Developers running several coding tasks can see which results are waiting and inspect proposed file changes at the approval prompt.
Coding tools and editorial analysisOpenAI published stable version 0.167.0 of Codex CLI, the command-line version of its coding assistant. The release notes describe the changes for that terminal tool. [1] [2]
The new feature can help you find recurring charges. Linking an account shares its balances and transaction history with Claude.
Consumer AI and editorial analysisAnthropic says the beta is rolling out gradually to U.S. subscribers with personal Pro, Max, or Ultra accounts. Its help page says Personal Finance appears in the side menu when available. [1] [2]
One limits where requests can come from. The other signs a member out after a lost device or similar incident.
Organization security and editorial analysisAnthropic lists a Claude Console network restriction beta and a separate Admin API sign-out beta for enrolled Claude Enterprise organizations.
Teams can use the model as a starting point for further training. Even the smaller set of files is listed at about 288 GB.
Open model files and editorial analysisBaidu lists two public versions of the model files and publishes its own ERNIE 5.5 Flash Base Model License Agreement. Review that agreement for the intended use before downloading. [1] [2] [3] [4]
The software can pause AI workers that are waiting, then restore their work when they have something to do.
AI infrastructure and editorial analysisThe project's stable v1.0.0 release is public on GitHub. Google calls the managed Google Kubernetes Engine offering generally available. Its current installation guide gives cluster requirements and calls for separate approval to use optional Filestore agent volumes in production. [1] [2] [3]
Before confirming a purchase, match the exact item, seller, and total with the order you intended.
Canadian shopping rollout and editorial analysisCanadian rollout at eligible retailers; shopper access and merchant onboarding have different timetables.
Cloud workspaces become read-only November 13. Move the projects and chats you still need while you can check the copy.
Coding tools and editorial analysisFor existing Conductor Cloud users. Conductor gives separate instructions for moving a workspace to a Mac and exporting an account archive. [1] [2]
Try one small movement, then watch how the end joins the beginning before you share it.
Image creation and editorial analysisOpenAI lists Images 2.6 across ChatGPT and Codex subscription tiers. Its ChatGPT notes describe GIF creation as a rollout.
Experimental checks use tiny test models to flag unexpected behavior after software changes.
Hugging Face model-testing explanation catch-upFor experienced technicians maintaining AI software. Public documentation reviewed; no installation, model run, or regression test performed.
Teacher-assigned study help begins a global Classroom rollout. Search pilots and new school controls follow later.
Google Classroom Guided Learning rollout and school-control plansTeacher-assigned Classroom rollout announced globally; no account-level access or hands-on verification.
Mistral says a memory-saving design hurt multistep task performance during Large 4’s development. Its new report explains the tradeoff; this is documentation for an existing model.
Research reportPublic technical report; no new model release or weight update established.
LongCat says its new model can follow pictures and written instructions while coding. The developer update lists it as available, while download links still say “Coming soon.”
Model release and API availabilityAPI documented as available; downloadable releases still marked coming soon.
The specialist AI model could help organize a research calculation. Its examples need expert review, and running the full model takes substantial equipment.
Specialist model catch-upPublic model card and file metadata checked; weight access is gated; no download or model test.
For covered models, request format and conversation tracking affect intervention. Earlier actions are not automatically reversed.
Agent monitoring report and API documentationPublic report and API documentation reviewed; no account/API request, monitoring efficacy, model, or intervention test. Source date conflict retained.
Official FP8 and NVFP4 files follow the API preview. The storage and licensing requirements deserve a separate check.
Open-weight availability follow-upPublic documentation and file listings inspected; no weight download, model run, benchmark, or license eligibility determination. October29 catch-up, not a post-cutoff launch claim.
A previously announced Claude transition reaches its scheduled date. Retained chats and model availability are separate questions.
Previously announced consumer-selector transitionPublic primary documentation reviewed; no customer-account, generation, billing, enforcement, or model-transition test
OpenAI is rolling out iMessage and RCS texting to a limited number of US Pro users. The messaging path and saved history deserve a look before you connect.
Messaging beta, privacy boundaries and editorial analysisOfficial release notes, setup guide, and channel documentation reviewed; no phone linking, eligibility, delivery, plugin, encryption, or account test; exact announcement hour not established
Amazon’s default-on classifier can review eligible actions in Quick’s desktop and mobile apps. Connector permissions decide where human approval stays mandatory.
Agent approvals, permission boundaries and editorial analysisOriginal announcement and full administrator guide reviewed; no Quick account, classifier, connector, or billing test; tier eligibility not established
The provider says its new routing weighs speed and reliability alongside cost. Its announcement and routing guide disagree about the default, so inspect the actual request and bill.
Provider-routing rollout, price/performance trade-offs and source conflictFull official announcement and provider guide reviewed; default-rollout conflict retained; no API request, account change, or independent benchmark
NVIDIA’s new recorded-audio model combines transcription and other speech tasks. Its active-parameter count is smaller than its full checkpoint, and lighter-variant availability needs checking.
Open-weight recorded-audio model, hardware requirements and editorial analysisNVIDIA-authored launch, full model card, public base-repository metadata/file listing, and original license reviewed; no weights downloaded, audio submitted, model installed, or benchmark run
Agentic Workflows is generally available in Actions. Shared Copilot Automations is a separate rollout that changes team visibility, ownership, and billing.
Automation availability, permissions, billing and editorial analysisOctober 28 announcements and rollout-linked Automations documentation reviewed; documentation versions differed during source fetching; no account, workflow, permission, billing, repository, or safety test; exact announcement hours not established
Microsoft offers a managed agent harness in Foundry. Experienced technicians should check regional access, stored conversations, and the costs outside its runtime promotion.
Managed-agent preview, storage and billing analysisPublic announcement, limits, and setup documentation reviewed; no Azure account, agent, region, model, storage, billing, or safety test; exact announcement hour unestablished
The image tool is a public preview. Current plan documentation, credit usage, and provenance controls need separate checks.
Copilot image-generation preview, access, billing and provenancePublic primary documentation reviewed; no customer-account, generation, billing, enforcement, or model-transition test
GitHub offers reusable service connections across supported Copilot tools, with policy gates and an important exception for GitHub Actions sessions.
Connector public preview, authorization policies and supported agent sessionsOfficial announcement and connector guide reviewed; no service login, connector authorization, tool call, or policy test
Memory is generally available on paid plans. Opt-in Dreaming is a separate preview that can change context and spend credits.
Developer context and background-work availabilityPublic announcement and documentation reviewed; no Copilot account, background-run, model, billing, or quality test.
GitHub’s model-routing system is generally available. Experienced technicians should check the models charged, effort level, and actual workspace changes.
Model orchestration availability and editorial analysisOfficial announcement and Fusion documentation reviewed; no Copilot account, model-routing, billing, file-edit, benchmark, or local-model test; exact announcement hour not established
Enterprise reports, surveys, and pooled budgets have different privacy, eligibility, and spending rules. Smart reports and individual attribution are both off by default.
Enterprise transcript analysis, report access and shared usage budgetsEnterprise announcement and report, survey, and budget guides reviewed; no employee data, report generation, or organization/billing test
Eligible Pro and Business subscriptions can fund one API organization. Activation, ownership, billing periods, and existing paid balances still matter.
API-credit eligibility, expiration and billing boundariesOfficial release notes, benefit terms, and developer guide reviewed; no benefit activation, API call, organization, key, or billing test
SAP says early adopter customers can design and run n8n workflows in Joule Studio. Experienced SAP administrators should check eligibility, fair-use limits, and runtime terms before planning a pilot.
Enterprise workflow availability and editorial analysisPublic SAP announcement reviewed; linked innovation guide inaccessible; no tenant eligibility check, account access, workflow execution, or product test
Oracle’s OpenAI announcement includes a limited-availability package for small businesses. Its product page separates cloud credits, a one-time ChatGPT credit, and capped free tiers.
Small-business AI package availability and editorial analysisPublic vendor announcements, OpenAI partner page, and Oracle bundle page reviewed; no application, eligibility decision, account authorization, product execution, or independent cost test; vendor claims attributed, no exact first-public-hour established
An October 27 notice describes a narrow retention exception. Gateway promises, model-provider rules, and application logs have different scopes.
Gateway screening, retention exceptions and inference-provider boundariesPublic primary documentation reviewed; no customer-account, generation, billing, enforcement, or model-transition test
Liquid AI lists downloadable LFM3 weights. Its text model targets specialized work, with important limits on reasoning, runtime memory, and commercial use.
Small-model availability, memory, licensing and editorial analysisOctober 27 catch-up; official launch search text, model card, file listing, and license reviewed; no model download, execution, fine-tuning, hardware, benchmark, or safety test
IBM’s October 27 bundle mixes generally available identity and evaluation capabilities with preview discovery and containment. Experienced technicians should check the exact feature, permissions, and deployment terms.
Enterprise agent controls and editorial analysisPublic IBM announcements reviewed; product editions, regional access, setup requirements, and pricing were not established, and no controls were tested
GitHub’s authentication preview gives an organization-installed app its own Copilot identity. Experienced technicians should check billing and stopping controls separately.
Organization authentication public preview and editorial analysisOfficial announcement and current SDK/admin documentation reviewed; public preview for eligible organization installations; no customer-account, credential, SDK, token-refresh, policy, billing, or revocation test; no exact first-public-hour established
OpenAI is rolling out separate iCloud Mail and Calendar plugins. For beginners, the useful first check is which account and service a connection can actually reach.
Connected app availability and editorial analysisPublic OpenAI release notes and setup documentation reviewed; no iCloud connection, account authorization, mailbox access, calendar change, or product test; vendor claims attributed, no exact first-public-hour established
Baidu’s public document-parsing model targets long, connected documents. Its own report explains why headings, tables, and memory requirements still deserve careful checks.
Open document model catch-up and editorial analysisPublic model card, listed weights, technical report, and repository license reviewed; no model download, execution, hardware test, or independent benchmark reproduction
OpenAI reports major results in mathematics, computer science, and physics. Its release shows why a claim, a formal proof, and scientific understanding deserve separate checks.
Research catch-up and editorial analysisPublic announcement and linked Lean scope documentation reviewed; no proof compilation, mathematical validation, or product test performed
Google changes request logging for new paid-tier projects. Existing settings stay in place; check the project, client, and retention controls before sending real information.
Developer configuration report and editorial analysisPublic Gemini API documentation; no account inspection, API call, or SDK test performed
OpenAI’s new model targets visual work and computer tasks at lower standard API prices. Check which product offers it, what tools it needs, and how much a checked result actually costs.
Model availability report and editorial analysisOfficial launch announcement and product/API documentation reviewed; no independent model, API, or app task test performed
The announcement separates £100 million of government funding from up to £200 million in company commitments, with practical results still to demonstrate.
AI safety funding and institutional plansPlanned institution and partner commitments; public model access and operating results are not established
A new report separates internal frontier research from customer use. Its incident timeline offers builders a concrete lesson about alerts, network limits, and stopping a run.
Research containment report and editorial analysisPublic research reports; no new model release, infrastructure audit, or experiment reproduced
A separate group of older API models has an October 23 shutdown date. The exact snapshot matters more than the family name.
Legacy API model shutdown deadline and operational commentaryPublic API deprecation notice; affected model IDs and fine-tuned versions; no account availability or migration test
Moonshot advertises a new flagship and a faster variant, while local deployment remains a future release to verify.
Hosted model launch and editorial analysisHosted Kimi products and metered API; Enterprise enablement required; full weights promised by November 4, 2026; no product test
The API notice names a specific legacy agent. Check the agent parameter, the date caveat, and the still-preview replacements.
Legacy managed research agent listed shutdown date and operational commentaryPublic Gemini API documentation; legacy managed agent schedule and preview replacements; no account availability or migration test
One app combines notifications and Copilot, but the migration path, preview requirements, and conversation context deserve a check.
Teams app migration and editorial analysisCopilot cloud agent public preview on paid Copilot plans; setup and organization requirements apply; no integration test
New Anthropic and UK AISI analyses revisit a July incident. For people building agents, the useful questions concern permissions, actions, and human oversight.
Research analysisPublic research summaries; older Mythos 5 evaluation with open internet and general-release cyber safeguards disabled; no reproduction or full technical-paper review
The developer API returns typed answers for routing and checking tasks. Useful categories still need evidence and a fallback.
API general-availability update and editorial analysisDeveloper API using gpt-6-luna; general availability follows an existing public beta; no API or workflow test
Ai2’s annual satellite features and browser Explorer offer a way to investigate places, with year-specific coverage and reuse terms to check.
Satellite-model announcement and editorial analysisPublic artifacts under the custom OlmoEarth Artifact License; vendor-described browser Explorer; geographic coverage varies by year; no model or Explorer workflow test
A higher-level way to describe chart interactions could help agent builders, but supported rendering and working linked views still need verification.
Interactive-chart tooling explainer and editorial analysisPublic MIT-licensed project and integration documentation; interaction presets currently support Vega-Lite; MCP or application setup required; no installation or performance test
A new technical guide shows how existing Granite forecasters combine their answers. A useful average does not guarantee a reliable forecast interval.
Time-series forecasting recipe explanation and editorial analysisPublic recipe and software; member downloads and local integration required; no installation, accuracy, or hardware test
The released inference framework gives infrastructure teams code to inspect, with specific accelerator requirements and more serving work to complete.
Source-code catch-up and editorial analysisPublic Apache 2.0 framework source; NVIDIA SM100 or Huawei Ascend 950 listed; separate model download and service integration; no installation or benchmark test
GitHub announced gradual enforcement for October 22–26. Explicit settings, previews, and model availability remain distinct.
Team administration policy rollout and editorial analysisCopilot Business and Copilot Enterprise administration; announced gradual rollout; no customer-account test
Anthropic and Theorem report machine-checked software proofs. The property, build, and public evidence determine what the result means.
AI-assisted formal verification and practical evidence limitsPublic research report and partial proof repository; advanced technical workflows; no proof execution by us
The new option combines Claude’s API with Google authentication and billing. Separate organizations and agent lifecycles still need attention.
Cloud API availability update and editorial analysisGenerally available service; requires Google Cloud Marketplace and IAM setup; no API or agent-lifecycle test
Anthropic’s donation gives an existing workflow format a foundation home. Reusable instructions still need a trusted source and a compatible agent.
Agent standard governance update and editorial analysisExisting open Agent Skills format; no AAIF membership needed to use or contribute; client capabilities and dependencies vary; no skill installation test
AWS’s code-vulnerability service links code and cloud context with remediation proposals; its launch sources differ on autonomous fixes.
Security-service general availability and editorial analysisPaid AWS service with account and code/context setup; regional availability and actual account controls must be checked; no hands-on service test
The upcoming policy distinguishes services offering direct model access from applications that use AI for their own features.
Upcoming model-access policy and editorial analysisUpcoming Usage Policies effective November 20, 2026; service-specific applicability requires provider confirmation; no account or enforcement test
A new enterprise access and billing route is taking shape; broad availability and some security options are still planned.
Enterprise model-access announcement and editorial analysisSelect-enterprise private preview; general availability planned in coming weeks; no account or feature test
Tables and time series call for different tools. Experienced technicians should match the prediction task, component terms, and deployment requirements.
Open structured-data prediction models and developer toolsPublic model weights, code, and documentation; component-specific licenses and runtime requirements; no installation or hands-on test
An October 21 briefing explains specialized document-search models. Their release dates, licenses, and hardware requirements need separate checks.
Document retrieval models and deployment choicesPublic model cards and serving examples; model-specific licenses and NVIDIA GPU requirements; no hands-on test
The incident affects software used to route AI requests. Removing a package from a registry does not clean an installation.
AI gateway software supply-chain incidentIncident reporting; no package installation, malware execution, local exposure assessment, or remediation performed
The vLLM plugin helps developers observe and steer model internals. Useful monitoring still needs its own evaluation and operating boundaries.
Open-model runtime inspection and steering pluginPublic Apache 2.0 repository and technical documentation; specific serving-stack and GPU requirements; no installation or benchmark performed
Three speech-model updates target different jobs. Match the recording, language, and output you need before choosing one.
Open speech transcription, translation and speaker-attribution modelsPublic ungated model repositories with Apache 2.0 license metadata; model-specific software and hardware checks required; no hands-on test
US Pro and Max subscribers can join a waitlist; background activity shares their existing Claude limits.
Proactive assistant research preview and editorial analysisResearch preview waitlist for US Claude Pro and Max; shared plan usage limits; Team and Enterprise not included yet; no account or product test
OpenAI’s expansion also brings a closer look at how its separate ads system uses conversational context.
Consumer advertising expansion and editorial analysisAds expansion for Free and Go; Plus, Pro, and Enterprise described as ad-free; no advertising or privacy audit
PHP’s fixes are available. For website owners, the practical question is whether the actual serving software contains them.
AI-assisted vulnerability discovery and maintainer-led security responsePublic advisories and patched upstream releases; distribution and hosting-provider packages require their own checks; no server test
The October 20 release concerns operating model-serving infrastructure. Optional fairness policies and rollout prerequisites need an operator’s attention.
Inference-operations release and editorial analysisOpen-source serving infrastructure; deployment and accelerator prerequisites vary
Mistral describes a voice-agent pipeline. Its launch page and linked speech model card disagree on language coverage and pricing, so check the exact component.
Voice-agent announcement and editorial analysisAPI announcement with component-specific documentation and preview limits; account availability not tested
Google’s October 20 announcements add PyTorch routes for TPU workloads. Serving plugins have different hardware, Python, and model-support requirements.
Accelerator-software announcement and editorial analysisPublic open-source backend and serving plugins; suitable TPU infrastructure required
Google’s personalized assistant starts rolling out on Android Auto. Cars with Google built-in follow later, and account and regional limits still apply.
Consumer AI rollout and editorial analysisPersonal Intelligence rolling out on Android Auto; Google built-in cars follow in coming months; eligible personal accounts only; no hands-on test
An ALTK-Evolve research report shows gains without changing model weights, alongside higher measured cost and separate leaderboard caveats.
Agent evaluation research and editorial analysisPublished research and open-source ALTK-Evolve; author-reported simulated customer-service evaluation, no reproduction by Tinker & Tokens
Google is rolling out branding, finance, and connected-app tools. A global rollout does not remove each app’s account and regional requirements.
Small-business product announcement and editorial analysisAnnounced gradual global Gemini-app rollout; individual connected apps retain their own eligibility; account activation not tested
Google’s update covers an open 32-bit design and compiler. Board availability and simulator examples need separate checks.
Edge-AI architecture and compiler announcement with editorial analysisPublic design/compiler repositories; Google reports Coralboard SL general availability while Synaptics labels SR Coming Soon; no hardware test
An organization’s security server can decide whether covered requests proceed. Enforcement still depends on configuration and documented limits.
Enterprise policy-control availability and editorial analysisClaude Enterprise organizations; Platform API organizations, Amazon Bedrock, and Google Cloud excluded; no feature test
Hugging Face’s October 20 explainer covers a library released October 13. Local and hosted models share an interface, with different capabilities and data routes.
New developer explainer and release catch-upSwift library for supported local and hosted backends; requirements vary by backend
Inception’s new diffusion language model comes with a larger context window and launch API pricing. Existing Mercury 2 and 2.5 users also face an access deadline.
Model launch, migration notice and editorial analysisHosted API launch; Mercury 2/2.5 access differs for new users, existing users, and enterprise agreements
GitHub confirms scheduled retirements and announces a model-policy API. One model still appears differently in its current documentation.
Copilot model retirement, administration controls and editorial analysisModel availability depends on the Copilot experience, plan, and applicable organization or enterprise policies
An early Workers AI preview returns typed fields from text and images. Confidence scores and tidy output still need checking; downloadable weights are only planned.
Hosted extraction-model preview and editorial analysisEarly hosted preview on Workers AI; open weights planned without a release date
Public BF16 weights are available; running a useful coding workflow still depends on hardware and review.
Open model availability and editorial analysisPublic BF16 weights; Apache 2.0 label; no Hugging Face Inference Provider deployment shown; no model test
MiniMax sets October 19 access and routing changes and November 18 retirement. Its FAQ also labels the models retired, so confirm your account’s status.
Practical migration notice and editorial analysisAPI and M Plan/Token Plan users; provider notice with conflicting status labels
Security tools can look inside local Cowork tasks. Check vendor readiness and what information leaves the workspace.
Claude Cowork local security monitoring and vendor readiness briefingFor experienced technicians managing workplace AI. Current documentation and dated partner announcements reviewed; no installation or security test.
No briefings match this search and filter. Try a shorter phrase or choose All briefings.
The review shelf
Read the outside evaluations.
Links to Artificial Analysis reports. These are their measurements, not our own tests. Settings, dates, and task coverage matter.
An external evaluation of two distinct configurations. The report says Wonder Full is limited to Muse Code at launch; this site has not tested either model.
An earlier independent evaluation published while model weights were still pending. Its dated comparison is not a current ranking; this site has not tested K3.