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Introducing Apache Airflow 3 on Amazon MWAA: New options and capabilities

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Introducing Apache Airflow 3 on Amazon MWAA: New options and capabilities

Right this moment, Amazon Net Providers (AWS) introduced the final availability of Apache Airflow 3 on Amazon Managed Workflows for Apache Airflow (Amazon MWAA). This launch transforms how organizations use Apache Airflow to orchestrate knowledge pipelines and enterprise processes within the cloud, bringing enhanced safety, improved efficiency, and trendy workflow orchestration capabilities to Amazon MWAA prospects.

Amazon MWAA introduces Airflow 3 options that modernize workflow administration for AWS prospects. Following the April 2025 launch of Airflow 3 by the Apache group, AWS has included these capabilities into Amazon MWAA. Airflow now encompasses a fully redesigned, intuitive UI that simplifies workflow orchestration for customers throughout expertise ranges. With the Process Execution Interface (Process API), duties can run each inside Airflow and as standalone Python scripts, bettering code portability and testing. Scheduler-managed Backfill strikes operations from the CLI to the scheduler, offering centralized management and visibility by means of the Airflow UI. CLI safety enhancements change direct database entry with API calls, sustaining constant safety throughout interfaces. Airflow now helps event-driven workflows, enabling triggers from AWS companies and exterior sources. Amazon MWAA additionally provides help for Python 3.12, bringing the newest language capabilities to workflow growth.

This put up explores the options of Airflow 3 on Amazon MWAA and descriptions enhancements that enhance your workflow orchestration capabilities. The service maintains the Amazon MWAA pay-as-you-go pricing mannequin with no upfront commitments. You may start instantly by visiting the Amazon MWAA console, launching new Apache Airflow environments by means of the AWS Administration Console, AWS Command Line Interface (AWS CLI), AWS CloudFormation, or AWS SDK inside minutes.

Architectural developments in Airflow 3 on Amazon MWAA

Airflow 3 on Amazon MWAA introduces vital architectural enhancements that improve safety, efficiency, and adaptability. These developments create a extra strong basis for workflow orchestration whereas sustaining backward compatibility with current workflows.

Enhanced safety

Amazon MWAA with Airflow 3 modifications the safety mannequin by making part isolation an ordinary apply relatively than non-compulsory. In Airflow 2, the DAG processor (the part that parses and processes DAG recordsdata) runs inside the scheduler course of by default, however can optionally be separated into its personal course of for higher scalability and safety isolation. Airflow 3 makes this separation normal, sustaining constant safety practices throughout deployments.

API server and Process API

Constructing on this safety basis, a brand new API server part is launched in Amazon MWAA with Airflow 3, which serves as an middleman between process situations and the Airflow metadata database. This transformation improves your workflows’ safety posture by minimizing direct entry to the Airflow metadata database from duties. Duties now function with least privilege database entry, lowering the danger of 1 process affecting others and bettering general system stability by means of fewer direct database connections.

The standardized communication by means of well-defined API endpoints creates a basis for safer, scalable, and versatile workflow orchestration. The Process Execution Interface (Process API) helps duties run each inside Airflow and as standalone Python scripts, bettering code portability and testing capabilities.

From data-aware to event-driven scheduling

Airflow’s evolution towards event-driven scheduling started with the introduction of data-aware scheduling in Airflow 2.4, so DAGs might be triggered based mostly on knowledge availability relatively than time schedules alone. Amazon MWAA with Airflow 3 builds on this basis by means of a transition that features the renaming of datasets to property and introduces superior capabilities, together with asset partitions, exterior occasion integration, and asset-centric workflow design.

The transition from datasets to property represents greater than a easy rename. A knowledge asset is a set of logically associated knowledge that may characterize various knowledge merchandise, together with database tables, persevered ML fashions, embedded dashboards, or directories containing recordsdata.

Amazon MWAA with Airflow 3 introduces a brand new asset-centric syntax that represents an essential shift in how workflows will be designed. The @asset decorator helps builders put knowledge property on the middle of their workflow design, creating extra intuitive asset-driven pipelines.

The next code is an instance of asset-aware DAG scheduling:

from airflow.sdk import DAG, Asset from airflow.suppliers.normal.operators.python import PythonOperator # Outline the asset customer_data_asset = Asset(title="customer_data", uri="s3://my-bucket/customer-data.csv") def process_customer_data():     """Course of buyer knowledge..."""     # Implementation right here # Create the DAG and process with DAG(dag_id="process_customer_data", schedule="@day by day"):     PythonOperator(         task_id="process_data",          retailers=[customer_data_asset],          python_callable=process_customer_data     )

The next code reveals an asset-centric strategy with the @asset decorator:

from airflow.sdk import asset @asset(uri="s3://my-bucket/customer-data.csv", schedule="@day by day") def customer_data():     """Course of buyer knowledge..."""     # Implementation right here

The @asset decorator mechanically creates an asset with the operate title, a DAG with the identical identifier, and a process that produces the asset. This reduces code complexity and facilitates computerized DAG creation, the place every asset turns into a self-contained workflow unit.

Exterior event-driven scheduling with Asset Watchers

A big development in Amazon MWAA with Airflow 3 is the introduction of Asset Watchers, which assist Airflow react to occasions occurring exterior of the Airflow system itself. Whereas earlier variations supported inner cross-DAG dependencies, Asset Watchers prolong this functionality to exterior knowledge methods and message queues by means of the AssetWatcher class.

Amazon MWAA with Airflow 3 contains help for Amazon Easy Queue Service (Amazon SQS) by means of Asset Watchers. This enables your workflows to be triggered by exterior messages and facilitates extra event-driven scheduling. Airflow now helps event-driven workflows, enabling triggers from AWS companies and exterior sources. Asset Watchers monitor exterior methods asynchronously and set off workflow execution when particular occasions happen, enabling workflows to answer enterprise occasions, knowledge updates, or system notifications with out the overhead of conventional sensor-based polling mechanisms.

Fashionable React-based UI

Amazon MWAA with Airflow 3 encompasses a fully redesigned, intuitive UI constructed with React and FastAPI that simplifies workflow orchestration for customers throughout expertise ranges. The brand new interface supplies extra intuitive navigation and workflow visualization, with an enhanced grid view that gives higher visibility into process standing and historical past. Customers will respect the addition of darkish mode help, which reduces eye pressure throughout prolonged use, and the general quicker efficiency that’s particularly noticeable when working with massive DAGs.

The brand new UI maintains acquainted workflows whereas offering a extra trendy and environment friendly expertise for DAG administration and monitoring, making day by day operations extra productive for each builders and operators. The legacy UI has been fully eliminated, providing a cleaner, extra constant expertise throughout the system. The muse for the brand new UI is constructed on REST APIs and a set of inner APIs for UI operations, each of which are actually based mostly on FastAPI, making a extra cohesive and safe structure for each programmatic entry and UI operations.

Scheduler optimizations

Amazon MWAA with Airflow 3’s enhanced scheduler delivers efficiency enhancements for process execution and workflow administration. The redesigned scheduling engine processes duties extra effectively, lowering the time between process submissions and executions. This optimization advantages knowledge pipeline operations that require fast process processing and well timed workflow completion.

The scheduler now manages computing sources extra successfully, enabling steady efficiency whilst workloads scale. When working a number of DAGs concurrently, the improved useful resource allocation system helps stop bottlenecks and maintains constant execution speeds. This development is especially helpful for organizations working advanced workflows with various useful resource necessities. The brand new scheduler additionally handles concurrent operations with elevated precision, so groups can run a number of DAG situations concurrently whereas sustaining system stability and predictable efficiency.

Enhanced scheduler backfill operations

Scheduler-managed backfill (the method of working DAGs for historic dates) strikes operations from the CLI to the scheduler, offering centralized management and visibility by means of the Airflow UI. Amazon MWAA with Airflow 3 delivers essential upgrades to the scheduler’s backfill capabilities, serving to knowledge groups course of historic knowledge extra effectively. The backfill course of has been optimized for higher efficiency, lowering the database load throughout these operations and ensuring backfills will be accomplished extra shortly, minimizing the influence on close to real-time workflow execution.

Amazon MWAA with Airflow 3 additionally improves the administration of backfill operations, with the scheduler offering higher isolation between backfill jobs and supporting extra environment friendly processing of historic datasets. Operators now have higher monitoring instruments to trace the progress and standing of their backfill jobs, leading to more practical administration of those important knowledge processing duties.

Developer-focused enhancements

Airflow 3 on Amazon MWAA delivers a number of enhancements designed to enhance the developer expertise, from simplified process definition to higher workflow administration capabilities.

Process SDK

The Process SDK supplies a extra intuitive technique to outline duties and DAGs:

# Instance utilizing the Process SDK from airflow.sdk import dag, process from datetime import datetime @dag(     start_date=datetime(2023, 1, 1),     schedule="@day by day",     catchup=False ) def modern_etl_workflow():          @process     def extract():         # Extract knowledge from supply         return {"knowledge": [1, 2, 3, 4, 5]}          @process     def remodel(input_data):         # Rework the info         return [x * 10 for x in input_data]          @process     def load(transformed_data):         # Load knowledge to vacation spot         print(f"Loading knowledge: {transformed_data}")          # Outline the workflow     extracted_data = extract()     transformed_data = remodel(extracted_data["data"])     load(transformed_data) # Instantiate the DAG etl_dag = modern_etl_workflow()

This strategy affords extra intuitive knowledge stream between duties, higher built-in growth setting (IDE) help with improved kind hinting, and extra easy unit testing of process logic. The result’s cleaner, extra maintainable code that higher represents the precise knowledge stream of your pipelines. Groups adopting this sample usually discover their DAGs change into extra readable and less complicated to keep up over time, particularly as workflows develop in complexity.

DAG versioning

Amazon MWAA with Airflow 3 contains primary DAG versioning capabilities that come by default with Airflow 3. Every time a DAG is modified and deployed, Airflow serializes and shops the DAG definition to protect historical past. This computerized model monitoring minimizes the necessity for guide record-keeping and ensures each modification is documented.

By way of the Airflow UI, groups can entry and evaluate the historical past of their DAGs. This visible illustration reveals model numbers (v1, v2, v3, and so forth.) and helps groups perceive how their workflows have advanced over time.

The DAG versioning supported in Amazon MWAA supplies the potential to see totally different DAG variations that have been run within the Airflow UI, providing improved workflow visibility and enhanced collaboration for knowledge engineering groups managing advanced, evolving knowledge pipelines.

Python 3.12 help

Amazon MWAA provides help for Python 3.12, bringing the newest language capabilities to workflow growth. This improve supplies entry to the newest Python language enhancements, efficiency enhancements, and library updates, holding your knowledge pipelines trendy and environment friendly.

Options not at the moment supported in Amazon MWAA

Though we’re launching many of the Airflow 3 options on Amazon MWAA on this launch, some options usually are not supported at the moment:

  • DAG versioning (AIP-63) – Superior versioning options past primary model monitoring
  • Change Flask AppBuilder (AIP-79) – Full substitute capabilities
  • Edge Executor and process isolations (AIP-69) – Distant execution capabilities
  • Multi-language help (AIP-72) – Help for languages apart from Python

We plan to help these options in subsequent variations of Airflow on Amazon MWAA.

Conclusion

Airflow 3 on Amazon MWAA delivers enhanced workflow automation capabilities. The architectural enhancements, enhanced safety mannequin, and developer-friendly options present a strong basis for constructing extra dependable and maintainable knowledge pipelines.The introduction of Asset Watchers modifications how workflows can reply to exterior occasions, enabling really event-driven scheduling. This functionality, mixed with the brand new asset-centric workflow design, makes Airflow 3 a extra highly effective and versatile orchestration service.

The scheduler optimizations ship efficiency enhancements for process execution and workflow administration, and the improved backfill capabilities make historic knowledge processing extra environment friendly. The DAG versioning system improves workflow stability and collaboration, and Python 3.12 help retains your knowledge pipelines trendy and environment friendly.

Organizations can now make the most of these new options and enhancements in Airflow 3 on Amazon MWAA to boost their workflow orchestration capabilities. To get began, go to the Amazon MWAA product web page.

Concerning the authors

Anurag Srivastava works as a Senior Huge Knowledge Cloud Engineer at Amazon Net Providers (AWS), specializing in Amazon MWAA. He’s captivated with serving to prospects construct scalable knowledge pipelines and workflow automation options on AWS.

Kamen Sharlandjiev is a Sr. Huge Knowledge and ETL Options Architect, Amazon MWAA and AWS Glue ETL professional. He’s on a mission to make life simpler for patrons who’re going through advanced knowledge integration and orchestration challenges. His secret weapon? Totally managed AWS companies that may get the job carried out with minimal effort. Comply with Kamen on LinkedIn to maintain updated with the newest Amazon MWAA and AWS Glue options and information!

Ankit Sahu brings over 18 years of experience in constructing modern digital services. His various expertise spans product technique, go-to-market execution, and digital transformation initiatives. At the moment, Ankit serves as Senior Product Supervisor at Amazon Net Providers (AWS), the place he leads the Amazon MWAA service.

Mohammad Sabeel works as a Senior Cloud Help Engineer at Amazon Net Providers (AWS), specializing in AWS Analytics companies together with AWS Glue, Amazon MWAA, and Amazon Athena. With over 14 years of IT expertise, he’s captivated with serving to prospects construct scalable knowledge processing pipelines and optimize their analytics options on AWS.

Satya Chikkala is a Options Architect at Amazon Net Providers. Based mostly in Melbourne, Australia, he works intently with enterprise prospects to speed up their cloud journey. Past work, he’s very captivated with nature and pictures.

Sriharsh Adari is a Senior Options Architect at Amazon Net Providers (AWS), the place he helps prospects work backward from enterprise outcomes to develop modern options on AWS. Through the years, he has helped a number of prospects on knowledge system transformations throughout trade verticals. His core space of experience embody expertise technique, knowledge analytics, and knowledge science. In his spare time, he enjoys enjoying sports activities, binge-watching TV reveals, and enjoying Tabla.

SharePoint Vulnerabilities and Vulnerabilities in Common

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SharePoint Vulnerabilities and Vulnerabilities in Common

Canadian bacon hero image.Canadian bacon hero image.

Not a fan of gross sales crew chasing an ambulance when defenders are doing their greatest to mitigate the newest menace vector however offering steerage is one other story.

That stated, the adversary has no guilt and in reality it’s prime time for them. They aren’t solely inflicting the ambulance to be dispatched however they’re additionally utilizing it as air cowl for different menace vectors the eyes are not targeted on.

As firms proceed to patch methods, we will use this time to discover the chance for defenders. There are classes to be realized from present and previous threats. To ensure that the adversary to achieve success they wanted a few issues of their favor:

  • Remotely accessible susceptible system sometimes web dealing with
  • Weak or no endpoint safety, detection, and response
  • No intrusion prevention
  • No net software firewalls

All they want is a crack in our armor and that’s it. This will get worse if the adversary is already throughout the surroundings and now has a chance to broaden their foothold and in lots of instances with restricted restrictions.

Patching is the really useful methodology to remediate the danger however not all the time possible in a well timed method.

The chance for defenders

  • Implement distant entry to SharePoint over a VPN or, even higher, zero belief entry (ZTA) — Zero belief entry hides the FQDN of those methods from the web. In reality, they don’t seem to be even resolvable externally and leverages safe protocols like QUIC and MASQUE wrapped with risked-based multi-factor authentication (MFA) and strong posturing. Adversaries do not need direct entry to those methods, closing this door.
  • Allow signatures for intrusion prevention methods and net software firewalls — SNORT: SID 65092, SID 65183. One other door closes. Try Talos Vulnerability Analysis for the newest.
  • Leverage AMSI from Microsoft and reap the benefits of superior endpoint safety platforms that add behavioral safety with entry to scan AMSI buffers — Additionally, ClamAV detections: Asp.Webshell.SharpyShell-10056352-3. Another alternative denied. Try Talos Vulnerability Analysis for the newest.

Now, everyone knows protections fail, in order that brings us again to patching at any time when doable.

Most organizations are going to know which servers are operating SharePoint, however we must always be capable of rapidly establish these methods by CVE discovery (when it was log4j the invention was not straightforward, nevertheless it ought to be). As soon as we establish these methods with CVEs, we rapidly take away exterior entry to those methods immediately based mostly on publicity. We use the CVE to establish the methods and categorize these into “CVE-BAD,” the place we deploy a workload/software coverage straight inside home windows firewall (on this case), stopping / limiting its potential to speak externally.

Additional to that we will additionally restrict the belongings’ potential for use to maneuver laterally throughout the community if compromise does occur — totally restricted and restricted to solely providers required to ship stated service and nothing extra — this drives a zero-trust end result within the workload/software surroundings. That is danger discount at its best that’s prescriptive and correct.

Now, as soon as the vulnerability is patched, these methods routinely have the restriction eliminated – no want for people to handle the rule set after remediation takes place. The rule will get eliminated routinely no extra care and feeding.

Couple this with campus based mostly zero belief and ZTA to the appliance with workload/software segmentation and we now have a recipe for achievement. These outcomes present us with a capability to remain resilient on the worst of occasions and extra importantly it offers your groups extra time to handle the problems with out inflicting further danger.

Don’t neglect we nonetheless leverage all the present defenses in our arsenal for a layered complete method to safety.

At all times assume breach because it offers the absolute best outcomes. 2025-2026 is the 12 months all of us begin to sort out workload/software segmentation throughout an ecosystem of controls.

Why? That is the place the adversary will find yourself and it places us on the best danger and on the similar time it’s our best alternative to vary the equation.

We’d love to listen to what you suppose! Ask a query and keep linked with Cisco Safety on social media.

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EV tax credit are lifeless within the US. Now what?

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EV tax credit are lifeless within the US. Now what?

Finally, it’s not terribly shocking that there are native results round these coverage modifications. “The query is actually how lengthy this decline will final, and the way slowly any restoration within the progress shall be,” Robbie Andrew, a senior researcher on the CICERO Heart for Worldwide Local weather Analysis in Norway who collects EV gross sales information, stated in an e-mail. 

Once I spoke to specialists (together with Andrew) for a narrative final 12 months, a number of informed me that Germany’s subsidies had been ending too quickly, and that they had been involved about what reducing off assist early would imply for the long-term prospects of the expertise within the nation. And Germany was a lot additional alongside than the US, with EVs making up 20% of latest automobile gross sales—twice the American proportion.

EV progress did see a longer-term backslide in Germany after the tip of the subsidies. Battery-electric autos made up 13.5% of latest registrations in 2024, down from 18.5% the 12 months earlier than, and the UK additionally handed Germany to develop into Europe’s largest EV market. 

Issues have improved this 12 months, with gross sales within the first half beating data set in 2023. However progress would want to select up considerably for Germany to attain its purpose of getting 15 million battery-electric autos registered within the nation by 2030. As of January 2025, that quantity was simply 1.65 million. 

Based on early projections, the tip of tax credit within the US might considerably gradual progress on EVs and, by extension, on reducing emissions. Gross sales of battery-electric autos could possibly be about 40% decrease in 2030 with out the credit than what we’d see with them, in response to one evaluation by Princeton College’s Zero Lab.

Some US states nonetheless have their very own incentive applications for individuals trying to purchase electrical autos. However with out federal assist, the US is more likely to proceed lagging behind world EV leaders like China. 

As Andrew put it: “From a local weather perspective, with street transport chargeable for virtually 1 / 4 of US complete emissions, leaving the low-hanging fruit on the tree is a major setback.” 

This text is from The Spark, MIT Know-how Evaluate’s weekly local weather e-newsletter. To obtain it in your inbox each Wednesday, enroll right here.

Munich Airport drone sightings – DRONELIFE

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Munich Airport drone sightings – DRONELIFE

Munich Airport drone sightings – DRONELIFEMunich Airport drone sightings – DRONELIFE
Excessive Distinction, CC BY 3.0 DE 

Late on the night of October 2, Munich Worldwide Airport halted flight operations after a number of unconfirmed drone sightings in its airspace. Authorities restricted departures early, then suspended all takeoffs and landings till 5:00 a.m. native time the subsequent morning. The disruption brought about 17 outbound flights to be canceled, 15 incoming flights to be diverted (to cities reminiscent of Stuttgart, Nuremberg, Vienna, and Frankfurt), and impacted practically 3,000 passengers, a lot of whom spent the evening in terminals or lodges.

Regardless of the size of the stoppage, no drone was recovered or positively recognized. Witnesses included police, airport employees, and bystanders. A federal police helicopter was deployed to go looking, however no additional confirmations of drone sort, quantity, or origin had been made.

Authorities’ Response & Authorized Modifications Underneath Consideration

Airspace management & operations
Germany’s air navigation service (DFS) phased in restrictions earlier than full suspension. The airport reopened as soon as authorities judged security circumstances restored. The airport issued blankets, drinks, snacks, and sleeping preparations for stranded passengers.

Regulation enforcement / investigation
Federal police performed aerial searches. State and federal authorities have opened inquiries into the incident, although as of now no perpetrator has been named.

In Bavaria, political management has responded swiftly. Bavarian Prime Minister Markus Söder publicly urged the ability to shoot down rogue drones “instantly,” fairly than ready for bureaucratic approval.

Earlier this yr, the German federal authorities had already drafted amendments to the Aviation Safety Act to permit the army to shoot down drones in excessive circumstances.

Broader Context: Europe’s Drone Incursions & the “Drone Wall” Proposal

This incident isn’t remoted. Over latest weeks and months, a number of EU nations (Denmark, Norway, Belgium, Poland, Romania, Estonia, Lithuania) have reported mysterious drone overflights, some disrupting airport operations or flying close to delicate army websites.

A lot commentary speculates these incursions are a part of hybrid stress campaigns. Some reviews counsel Russian involvement in Europe’s broader sample of drone incidents, although no public proof at the moment hyperlinks Moscow to Munich particularly, and Moscow has denied involvement.

On the coverage degree, EU protection ministers have endorsed the idea of a “drone wall” alongside the bloc’s jap flank: a community of sensors, detection programs, and counter-UAS applied sciences.

Dangers to the Business Drone Trade

A visitor put up revealed October 2 on DRONELIFE — “Drone Sightings: Reporting Dangers or Overreacting?” — explored Finland’s method and the dangers of overreaction.

In Finland, authorities usually allow drone flight besides close to airports or army zones. Public instruments like Flyk maps and FinTraffic providers enable operators to verify no-fly zones and voluntarily file flight plans. Nonetheless, Finnish police report dozens of drone sighting calls month-to-month, most tied to hobbyists or permitted operators.

Finland’s Protection Minister Antti Hakkanen has emphasised resilience, stating “no drones can rattle us,” whereas pushing EU/NATO coordination—together with assist for the drone wall undertaking.

If Germany enacts shoot-down authority, industrial operators might face heightened legal responsibility dangers, insurance coverage prices, or operational restrictions, which may ripple throughout Europe’s drone providers sector.

What This Means for the Drone Ecosystem

  • Civil aviation is weak: Even unconfirmed sightings can shut down a serious hub for hours.

  • Detection & attribution are tough: With out arduous proof, it’s nearly unattainable to establish perpetrators.

  • Coverage momentum is rising: Germany’s shoot-down proposal and the EU’s drone wall present fast escalation towards counter-UAS measures.

  • Trade impression is probably going: Overzealous reporting or aggressive new legal guidelines may chill accountable drone use, elevating prices and dangers for operators and companies.

Learn extra:


EndoQuest Robotics completes first robotic ESD process at Mayo Clinic

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EndoQuest Robotics completes first robotic ESD process at Mayo Clinic

Dr. Norio Fukami and his team at the Mayo Clinic celebrate their first procedure with the ELS System.

Dr. Norio Fukami and his group on the Mayo Clinic have a good time their first process with the ELS System. Supply: EndoQuest

EndoQuest Robotics Inc. stated a surgeon on the Mayo Clinic has efficiently accomplished a robotic process as a part of its Potential Evaluation of a Robotic Assisted System in Gastrointestinal Drugs, or PARADIGM, Trial. The trial is a multicenter examine supposed to guage the corporate’s Endoluminal Surgical System to be used in decrease gastrointestinal observe procedures.

Dr. Norio Fukami efficiently accomplished an endoscopic submucosal dissection (ESD) utilizing the Endoluminal Surgical (ELS) System to take away a posh colorectal lesion measuring 4 cm (1.5 in.) in dimension. He’s a professor of drugs and director of Therapeutic Endoscopy and Interventional Gastrointestinal (GI) Endoscopy Fellowship at Mayo Clinic in Arizona. Fukami carried out the ESD process as a part of a U.S. Meals and Drug Administration (FDA) Investigational System Exemption (IDE) pivotal trial.

“The machine was instinctive and simple to make use of, enabling dynamic traction and counter-traction of surgical approach, and made a posh process that may historically be rather more difficult really feel comparatively easy,” stated Dr. Fukami.

“This expertise represents a monumental shift in our potential to carry out ESD and different superior endoluminal therapies,” he added. “For the primary time, we’re outfitted with a real surgeon’s ‘second hand’ that makes these procedures extra pure and reproducible, with the potential to considerably scale back sufferers’ and physicians’ burden.”

EndoQuest stated that Fukami is a world-renowned knowledgeable in ESD and different endoluminal and pancreaticobiliary strategies. He was additionally an editor for the primary English textbook on ESD.

EndoQuest Robotics completes first robotic ESD process at Mayo Clinic

EndoQuest stated its PARADIGM surgical system presents flexibility, superior instrumentation, and an ergonomic design. | Supply: EndoQuest Robotics

EndoQuest hopes to assist sufferers keep away from invasive procedures

ESD has emerged as an efficient remedy possibility for early lesions within the GI tract. It has enabled many sufferers to keep away from invasive surgical procedures equivalent to colectomies, stated EndoQuest.

Regardless of these advantages, ESD and different superior endoluminal therapies are technically difficult with steep studying curves, the Houston firm acknowledged. That is due largely to the inherent limitations of ordinary versatile endoscopes and instrumentation, it famous.

EndoQuest stated it designed its system to make superior endoluminal procedures simpler to study and carry out. The ELS System permits surgical duties and maneuvers not presently attainable in superior therapeutic endoscopy, the corporate asserted.

Pre-clinical knowledge offered by Brigham and Girls’s Hospital at Digestive Illness Week (DDW) in 2024 and 2025 demonstrated that the ELS System considerably reduces the educational curve in comparison with typical strategies for ESD and full-thickness defect closure amongst novice gastroenterologists.

“Therapeutic endoscopy represents one of many fastest-growing areas inside drugs,” acknowledged Dr. Todd Wilson, chief medical officer and chairman of the Worldwide Advisory Board of EndoQuest Robotics. “With a larger than 50% enhance within the variety of superior endoscopy fellowship packages over the previous decade, there may be clearly a rising curiosity in advancing endoluminal, organ-sparing care, and our expertise is positioned to drive this therapeutic shift.”

PARADIGM Trial to proceed throughout the U.S.

The PARADIGM Trial is enrolling 50 topics throughout 5 main U.S. healthcare establishments: Brigham and Girls’s Hospital in Boston; Mayo Clinic in Scottsdale, Ariz.; Cleveland Clinic in Cleveland; AdventHealth in Orlando, Fla.; and HCA Healthcare in Houston. Following trial completion, EndoQuest Robotics plans to submit a De Novo request for authorization to market the ELS System within the U.S.

In July, EndoQuest closed a Collection D-2 funding spherical. The firm stated the funding will gas the development of its versatile endoluminal surgical platform, supporting the PARADIGM scientific trial.

EndoQuest stated its ELS System is an investigational machine, has not but been absolutely cleared by the FDA, and isn’t but obtainable for industrial sale within the U.S.

Editor’s be aware: Iman Jeddi, senior vice chairman and common supervisor at Intuitive Surgical, will ship a keynote at RoboBusiness 2025, which will likely be on Oct. 15 and 16 in Santa Clara, Calif. She’s going to focus on the design and launch of the da Vinci 5 surgical robotic.

RoboBusiness will likely be co-located with DeviceTalks West, the premier trade occasion for medical expertise professionals. Register now to attend.

Anker provided Eufy digicam homeowners $2 per video for AI coaching

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Anker provided Eufy digicam homeowners per video for AI coaching

Earlier this yr, Anker, the Chinese language firm that makes Eufy safety cameras, provided its customers cash in alternate for movies of package deal and automobile thefts. 

The favored internet-connected safety digicam maker stated it might pay its clients $2 per video to coach its AI methods to assist higher detect thieves who steal vehicles and packages.  

“To make sure we’ve got sufficient knowledge, we’re on the lookout for movies of each actual and staged occasions, to assist practice the Al what to be looking out for,” the corporate wrote on its web site.  

“You possibly can even create occasions by pretending to be a thief and donate these occasions,” the web site reads. “You possibly can full this rapidly. Perhaps one act might be captured by your two out of doors cameras concurrently, making it environment friendly and straightforward. For those who additionally stage a automobile door theft, you may earn $80.” 

Eufy additionally wrote that “the information collected from these staged occasions is used solely for coaching our Al algorithms and never for another functions.”  

This initiative exhibits that corporations are prepared to pay to get customers’ knowledge they assume might be helpful to coach their AI fashions. Whereas this provides some customers the flexibility to get worth out of their very own knowledge, there are safety and privateness dangers concerned.  

Living proof: Final week, TechCrunch discovered that Neon, a viral calling app that provided cash to customers prepared to share recordings and transcripts of their calls, had a safety flaw that allowed customers to entry another consumer’s knowledge. After being alerted of the safety lapse, Neon went offline.  

A whole lot of 1000’s of movies ‘donated’ to coach AI

Eufy’s marketing campaign providing $2 per video for theft movies ran from December 18, 2024, to February 25, 2025. Greater than 120 customers responded on the marketing campaign’s announcement web page saying they participated in it, based on feedback posted by customers there.  

The corporate’s purpose was to gather 20,000 movies every of package deal thefts and of “pulling automobile doorways.” Eufy customers may take part by filling out a Google Type the place they may add movies and their PayPal account for cost.  

Eufy didn’t reply to TechCrunch’s requests for remark and our questions, comparable to what number of customers participated within the marketing campaign, how a lot cash it paid these customers, what number of movies the corporate collected, and whether or not the corporate deleted the collected movies after coaching its AI methods.  

Since then, Eufy has related campaigns geared toward incentivizing its clients to ship in movies to coach their AI. 

As of the time of publication, by one other in-app marketing campaign that Eufy calls the Video Donation Program to enhance its AI methods, Eufy additionally affords customers rewards that vary from an “Apprentice Medal,” which seems to easily be a badge subsequent to the consumer’s title within the app, to presents comparable to cameras or reward playing cards. 

Eufy is just asking for movies involving people for this marketing campaign. 

The Eufy app additionally exhibits an “Honor Wall” that ranks customers who’ve donated probably the most video occasions. The chief of the rating has donated 201,531 movies, based on the app.  

Within the app’s web page for the donation program, Eufy clarifies that “donated movies are solely used for Al coaching and enchancment. Eufy won’t present the video to 3rd events.” 

Picture Credit:Eufy/Anker (screenshot)

Eufy additionally asks customers to donate movies recorded with the corporate’s child screens. The assist web page detailing the steps to share the movies doesn’t point out any cash reward for these movies.  

Eufy didn’t reply when requested about this explicit initiative.  

There are causes to be uncertain of Eufy’s commitments to guard customers’ privateness. In 2023, The Verge revealed that the corporate tried to cowl up that customers’ digicam streams, which the corporate marketed as end-to-end encrypted, had been unencrypted when accessed by its net portal.  

After a back-and-forth with the tech information website, Anker admitted it misled customers and promised to repair the difficulty.

This text was initially printed on October 1.

4 useful (however form of hidden) iPhone gestures I all the time use

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4 useful (however form of hidden) iPhone gestures I all the time use

Abstract

  • You’ll be able to faucet and maintain the Spacebar to show the iOS keyboard right into a trackpad for cursor placement. This makes enhancing far simpler, together with exact placement inside phrases and hyperlinks you might want to repair.
  • Pinch three fingers as soon as to repeat chosen textual content, or twice to chop it. As soon as you’ve got positioned a cursor within the supposed vacation spot, unfold three fingers to stick.
  • Drag and drop pictures, hyperlinks, and different gadgets by tapping and holding them, switching apps together with your different hand, then releasing the content material the place you need it to go.

In a approach, I am glad to cowl this matter, as a result of it is a chance to vent about one in all my long-standing gripes with the iPhone: a scarcity of tutorials. Apple introduces new options and instructions with each main iOS replace, however some are so briefly highlighted (if in any respect) that when you do not attempt them out instantly, you may overlook they exist, by no means thoughts getting a visible demonstration. It is common for folks to show to YouTube movies, the iOS 26 Ideas app, or after all articles like this one to be taught every thing that is doable.

That is a disgrace, as a result of a few of Apple’s additions can have a huge effect when you’re acquainted — streamlining mundane duties, or opening up new prospects. They’re particularly necessary on a tool that sometimes does not have a mouse, keyboard, or stylus accessible (no less than, till the iPhone Fold will get right here). With out additional ado then, listed here are a number of the most necessary iOS gestures you must know.

Switching into trackpad mode for textual content choice

Get some actual precision

Editing coffee orders with holding the spacebar.

One of the crucial irritating issues with any smartphone — for me, anyway — might be attempting to insert or choose textual content in the course of a paragraph. Usually, you’d attempt to faucet on the suitable area, however too typically, the most effective you’ll be able to hope for is the cursor touchdown shut by. In some circumstances, it’s possible you’ll want a number of makes an attempt to get a cursor the place it is purported to be, or end up by accident tapping on the cursor itself and opening up a pop-up menu. It is one of many causes I persist with my laptop computer or iPad if I would like to write down lengthy emails, not to mention one thing like a resume. A mouse makes choice a lot easier.

Now that I am used to the gesture, I can hardly think about residing with out it.

Fortunately, you’ll be able to mitigate the iPhone’s issues somewhat by tapping and holding the Spacebar while you’re typing one thing. This switches you right into a type of trackpad management, letting you place a cursor precisely the place you want it — even when it is in the course of a phrase. Now that I am used to the gesture, I can hardly think about residing with out it, because the solely different methods of fixing typos in iOS are autocorrection choices, or fully deleting the phrases in query. I would not often trouble typing in additional than textual content messages or passwords if I could not get precision enhancing.

Three-finger minimize, copy, and paste

For greater edits

Select text in Mail app in iOS 18.

As soon as you’ve got bought that trackpad gesture down, this one turns into much more sensible. Choose textual content you need to repeat in an app like Notes or Mail, then pinch with three fingers as soon as to repeat it to the clipboard. Transfer your cursor to the place you need to stick, then use the reverse gesture (spreading out three fingers) to stick. You do not have to do that in the identical app you began in — the clipboard normally retains textual content in reminiscence until you restart your telephone or minimize/copy one thing else. Talking of which, to chop as a substitute of copy, pinch twice. You may know you are profitable if textual content disappears.

It is actually the pasting half of this command that is probably the most useful.

It is actually the pasting half of this command that is probably the most useful, since when you’ve simply chosen textual content, the Minimize and Copy buttons ought to seem robotically. One other be aware to make right here is that you simply might be able to minimize and replica pictures and different media, as effectively — however the place you’ll paste them goes to depend upon what an app helps. Blended compatibility is a recurring theme of iOS features, as you may see in a second.

Dragging and dropping gadgets between apps

A considerably awkward timesaver for sharing

Dragging a photo into notes app on an iPhone.

This can be a gesture I do not use fairly often, however for some, it’d really feel like a productiveness miracle. It may possibly simplify sharing hyperlinks, pictures, and different content material between apps, since not every thing might be chosen like textual content. In truth, with out dragging and dropping, you are typically pressured to make use of the iOS share sheet, which can not even put one thing the place you want it. Extra typically, the sheet opens gadgets in contemporary tabs and paperwork.

You may in all probability have the most effective luck with Apple’s personal apps, resembling Messages and Safari.

First, discover the factor you need to transfer, then faucet and maintain it. Whereas nonetheless holding that finger down, use your different hand to open the vacation spot app. Drop the “ghost” of the merchandise you are copying the place you need it to go. As you could have gathered, this course of is bodily awkward, so it may assist to open the vacation spot app forward of time after which use the app switcher to flip between apps as a substitute of looking by your homescreen or the App Library.

The trickiest half could also be determining what you’ll be able to copy this fashion. Some apps have their very own baked-in behaviors when you faucet and maintain one thing, resembling Chrome. You may in all probability have the most effective luck with Apple’s personal apps, resembling Messages and Safari. Mess around for some time when you suppose this may improve your workflow.

Three-finger undos and redos

For the clumsy and indecisive, like me

The Apple Pages app on an iPhone 15 Pro.

My caption is likely to be unnecessarily self-deprecating, however I do make sufficient errors once I write or edit pictures that I am very, very glad many apps have Undo and Redo buttons. At instances, they’ve saved me huge complications brought on by formatting glitches, dangerous selections, or just hitting the improper key on the improper time. Given how lengthy my days are, the very last thing I would like is having to rewrite complete sections of an article, or re-apply edits to a product picture in Photoshop. I believe some industrial photographers would explode in the event that they needed to manually redo all of the Therapeutic Brushes they’ve used.

If one thing helps pictures, emoji, and different inline content material, your gestures could have an effect on these issues too.

iOS’s built-in undo and redo features do not all the time apply, however in apps that set off the onscreen keyboard, you must sometimes be capable to swipe left with three fingers to undo your final motion, and swipe proper with them to redo. More often than not you may in all probability be restoring phrases, sentences, and paragraphs you’ve got chosen and deleted — but when one thing helps pictures, emoji, and different inline content material, your gestures could have an effect on these issues too.

Take it sluggish, by which I imply wait a second after you’ve got swiped, even if you wish to undo or redo a number of actions in a row. You is likely to be stunned at how simple it’s to go too far backward or ahead, and you do not need to threat sowing chaos with unintentional gestures both.

Startups and the U.S. authorities: It is getting difficult

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Startups and the U.S. authorities: It is getting difficult

The tie between startups and the U.S. authorities have strengthened lately, a shift buoyed by an curiosity in utilizing AI, automation, house, robotics, and local weather tech for protection. And whereas that has offered one other welcome path to capital, the connection is getting difficult.

A rising share of startups have the U.S. authorities as clients, or are aiming for permits and defense-related contracts. When the federal government is operational, that connection can present a wanted enhance and income to startups. However when the federal government ceases to operate, because it did beginning October 1, these shut ties can stifle and even halt progress for startups.

This week on Fairness, Anthony Ha, Max Zeff, and I (Kirsten Korosec) discuss how a protracted U.S. authorities shutdown poses extra danger for startups than previously — to not point out put a damper on an energetic IPO season. The three of us dug into a number of different matters too, together with the how AI firms try to monetize and the U.S. authorities’s newest push to take possession stakes within the tech and industrial sectors.

“This additionally seems like a mirrored image of how the startup panorama has modified in say the final decade and particularly over the previous couple of years,” Ha mentioned throughout the Fairness podcast, including the main target was on shopper web startups for a very long time. “Clearly there’s much more occurring in protection tech, much more in deep tech the place you possibly want varied sorts of regulatory approvals,” he continued. “And so, it seems like a lot broader swaths of the startup panorama now depend upon the federal government in varied methods, in ways in which wasn’t essentially true 10 years in the past.”

Nevertheless it’s not simply startups. The Trump Administration has additionally continued to increase its attain, and possession, into the tech business, too.

The Trump Administration has renegotiated yet one more federal mortgage — it’s third in latest months adopted by one with Intel and uncommon earth miner MP Supplies — and brought an fairness stake as a part of the newly hashed out deal.

The U.S. authorities took a 5% stake in Canadian miner Lithium Americas and one other a 5% possession in a Lithium Americas-GM three way partnership to mine lithium in Nevada. The fairness stakes will probably be acquired by no-cost warrants, that are monetary devices that give the federal government the precise to buy shares at a set worth. The brand new phrases got here out of a renegotiation with the DOE’s Mortgage Applications Workplace of a $2.26 billion mortgage that was awarded to Lithium Americas beneath the Biden Administration.

Techcrunch occasion

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October 27-29, 2025

Watch the total episode to listen to extra concerning the authorities’s relationship with startups and tech firms in addition to the leisure business’s response to AI-generated actress Tilly Norwood, and an eye-popping seed spherical for Periodic Labs.

Fairness is TechCrunch’s flagship podcast, produced by Theresa Loconsolo, and posts each Wednesday and Friday. Subscribe to us on Apple Podcasts, Overcast, Spotify and all of the casts. You can also comply with Fairness on X and Threads, at @EquityPod.


Samsung might lastly match Google’ Pixel replace tempo with One UI 8.5

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Samsung might lastly match Google’ Pixel replace tempo with One UI 8.5

What you want to know

  • Samsung might lastly shut the hole with Pixel, bringing Galaxy customers new Android options a lot sooner.
  • Firmware leaks verify the shift, exhibiting SDK 36.1 and BP4A tied to Android 16 QPR2.
  • Google’s Trunk Steady mannequin is the key sauce, making it simpler for Samsung to sync updates with Android’s cycle.

Samsung is supposedly preparing for an enormous shift in the way it handles software program updates, and One UI 8.5 is on the heart of it.

Whereas the model quantity makes it sound like a minor refresh, this launch is definitely constructed on Android 16 QPR2, Google’s upcoming quarterly platform launch, in line with Android Authority‘s Mishaal Rahman.

A breach each month raises doubts about South Korea’s digital defenses

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A breach each month raises doubts about South Korea’s digital defenses

South Korea is world-famous for its blazing-fast web, near-universal broadband protection, and as a pacesetter in digital innovation, internet hosting world tech manufacturers like Hyundai, LG, and Samsung. However this very success has made the nation a first-rate goal for hackers and uncovered how fragile its cybersecurity defenses stay.  

The nation is reeling from a string of high-profile hacks, affecting bank card firms, telecoms, tech startups, and authorities businesses, impacting huge swathes of the South Korean inhabitants. In every case, ministries and regulators appeared to scramble in parallel, generally deferring to at least one one other moderately than transferring in unison. 

Critics argue that South Korea’s cyber defenses are hindered by a fragmented system of presidency ministries and businesses, usually leading to sluggish and uncoordinated responses, per native media stories. 

With no clear authorities company appearing as “first responder” following a cyberattack, the nation’s cyber defenses are struggling to maintain tempo with its digital ambitions. 

“The federal government’s method to cybersecurity stays largely reactive, treating it as a disaster administration challenge moderately than as crucial nationwide infrastructure,” Brian Pak, the chief govt of Seoul-based cybersecurity agency Theori, advised TechCrunch.  

Pak, who additionally serves as an advisor to SK Telecom’s guardian firm’s particular committee on cybersecurity improvements, advised TechCrunch that as a result of authorities businesses tasked with cybersecurity work in silos, creating digital defenses and coaching expert employees usually get ignored. 

The nation can also be dealing with a extreme scarcity of expert cybersecurity consultants.  

“[That’s] primarily as a result of the present method has held again workforce growth. This lack of expertise creates a vicious cycle. With out sufficient experience, it’s inconceivable to construct and preserve the proactive defenses wanted to remain forward of threats,” Pak continued.  

Political impasse has fostered a behavior of searching for fast, apparent “fast fixes” after every disaster, mentioned Pak, all of the whereas the tougher, long-term work of constructing digital resilience continues to be sidelined. 

This yr alone, there was a serious cybersecurity incident in South Korea virtually each month, additional mounting considerations over the resilience of South Korea’s digital infrastructure.  

January 2025 

  • GS Retail, the operator of comfort shops and grocery markets throughout South Korea, confirmed a knowledge breach that uncovered the non-public particulars of about 90,000 prospects after its web site was attacked between December 27 and January 4. The stolen info included names, start dates, contact particulars, addresses, and e mail addresses. 

February 2025 

April and Could 2025 

  • South Korea’s part-time job platform Albamon was hit by a hacking assault on April 30. The breach uncovered the resumes of greater than 20,000 customers, together with names, telephone numbers, and e mail addresses.
  • In April, South Korea’s telecom large SK Telecom was hit by a serious cyberattack. Hackers stole the non-public information of about 23 million prospects — almost half the nation’s inhabitants. A lot of the aftermath of the cyberattack lasted via Could, through which thousands and thousands of shoppers had been supplied a brand new SIM card following the breach. 

June 2025  

  • Yes24, South Korea’s on-line ticketing and retail platform, was hit by a ransomware assault on June 9, which knocked its providers offline. The disruption lasted for about 4 days, with the corporate again on-line by mid-June. 

July 2025 

August 2025

  • Yes24 confronted a second ransomware assault in August 2025, which took its web site and providers offline for a number of hours. 
  • Hackers broke into South Korean monetary providers firm Lotte Card, which points credit score and debit playing cards, between July 22 and August. The breach uncovered round 200GB of knowledge and is believed to have affected roughly 3 million prospects. The breach remained unnoticed for about 17 days, till the corporate found it on August 31. 
  • Welcome Monetary: In August 2025, Welrix F&I, a lending arm of Welcome Monetary Group, was hit by a ransomware assault. A Russian-linked hacking group claimed it stole over a terabyte of inner recordsdata, together with delicate buyer information, and even leaked samples on the darkish internet.
  • North Korea-linked hackers, believed to be the Kimsuky group, have been spying on overseas embassies in South Korea for months by disguising their assaults as routine diplomatic emails. In line with Trellix, the marketing campaign has been lively since March and has focused at the least 19 embassies and overseas ministries in South Korea. 

September 2025  

  • KT, one in every of South Korea’s greatest telecom operators, has reported a cyber breach that uncovered subscriber information from greater than 5,500 prospects. The assault was linked to unlawful “pretend base stations” that tapped into KT’s community, enabling hackers to intercept cellular site visitors, steal info like IMSI, IMEI, and telephone numbers, and even make unauthorized micro-payments. 

In mild of the latest surge in hacking incidents, the South Korean Presidential Workplace’s Nationwide Safety is stepping in to tighten defenses, pushing for a cross-ministerial effort that brings a number of businesses collectively in a coordinated, whole-of-government response.  

In September 2025, the Nationwide Safety Workplace introduced that it could implement “complete” cyber measures via an interagency plan, led by the South Korean president’s workplace. Regulators additionally signaled a authorized change giving the federal government energy to launch probes on the first signal of hacking — even when firms haven’t filed a report. Each steps intention to deal with the dearth of a primary responder that has lengthy hindered South Korea’s cyber defenses. 

However South Korea’s fragmented system leaves accountability weak, putting all authority in a presidential “management tower” might danger “politicization” and overreach, in response to Pak.  

A greater path could also be stability: a central physique to set technique and coordinate crises, paired with unbiased oversight to maintain energy in verify. In a hybrid mannequin, skilled businesses like KISA would nonetheless deal with the technical work — simply with extra easy guidelines and accountability, Pak advised TechCrunch.  

When reached for remark, a spokesperson for the South Korea’s Ministry of Science in ICT mentioned the ministry, with KISA and different related businesses, is “dedicated to addressing more and more subtle and superior cyber threats.”  

“We proceed to work diligently to attenuate potential hurt to Korean companies and most people,” the spokesperson added.

This text was initially revealed on September 30.

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