Zoom is packaging up conversations and calls into a Unified Context Layer
APIs mean third-party AI agents can get direct access to this source of data
Humans can now spend less time explaining context to AI agents
In recognition that increasingly siloed and complex systems are making it harder for companies to keep track of all their data, making it difficult to deploy effective AI on top of existing tech stacks, Zoom has launched its Unified Context Layer (UCL).
UCL works by bringing together meeting conversations, chats, documents and other business data into one connected system, which it hopes will make it easier for AI agents to work across.
This marks an important step in the company's much broader transition from the video conferencing platform we grew to love during the now-distant pandemic to a full productivity suite that spans both human and agentic users.
Zoom's Unified Context Layer
"This new layer brings together conversations with near real-time activity across Zoom and connected third-party applications, giving people and AI agents access to business context that might otherwise be lost or siloed," the company said in an announcement.
But in a world of increasing interoperability, the company is also adding new APIs to allow external AI tools to query its Unified Context Layer directly, which means ChatGPT, Claude, Gemini, Muse and other AI agents can see straight into the core data that Zoom holds.
The biggest impact is on productivity, where human workers will need to spend far less time fetching different parts of context to give an AI agent the best chances of success.
Of course, Zoom isn't the first platform to be introducing a Unified Context Layer, but being that the software is still primarily used for communications both within organizations and with external clients, Zoom's UCL should be able to unlock some pretty serious unstructured data for future AI agents.
With Zoom now betting on conversations as a vastly underused source of intelligence, its early adoption of a UCL should play an integral role both in its own roadmap, but also how enterprises benefit from agentic AI on the whole.
Social platforms have incurred over $26 billion in privacy fines and settlements globally since 2020.
Meta platforms (Facebook and Instagram) accounted for $23.7 billion (91%) of all penalties.
The US led enforcement with $20.9 billion in fines, followed by European regulators at $5.16 billion.
Social media platforms thrive on personal data, but failing to protect it is proving exceptionally costly. Since 2020, the world’s top 10 social networks have accumulated more than $26 billion in privacy-related fines and regulatory settlements worldwide.
According to a study published by cybersecurity firm Surfshark, the lion's share of this astronomical financial penalty belongs to one parent company: Meta.
Between Facebook and Instagram, Mark Zuckerberg’s tech empire is responsible for an overwhelming 91% of the worldwide total, racking up $23.7 billion in penalties.
Meta dominates the penalty board
Facebook alone accumulated $14.3 billion in penalties, while Instagram accounted for $9.4 billion. TikTok placed a distant third, tallying $1.6 billion in fines across global jurisdictions.
Other familiar platforms also faced notable regulatory actions. LinkedIn accrued $360 million, YouTube followed with $222 million, and X (formerly Twitter) totaled $151 million. Further down the list, Snapchat recorded $35 million in fines, Reddit registered $19 million, and Discord logged $928,000. Pinterest stood out as the sole platform in the study with zero qualifying privacy penalties.
The United States spearheaded the financial enforcement, imposing $20.9 billion, roughly 80% of all global fines examined. The single largest penalty came from a massive $17.1 billion US settlement involving Facebook and Instagram over allegations that inadequate safeguards exposed minors to deliberately addictive product features.
American authorities also levied $3.69 billion strictly for data-processing offenses, led by Facebook ($2.9 billion), TikTok ($593 million), and X ($150 million). TikTok additionally received an independent $100 million penalty in 2026 over inadequate security safeguards.
European regulators target cross-border transfers and GDPR
Across the Atlantic, European authorities have imposed $5.16 billion in fines under the General Data Protection Regulation (GDPR) and national frameworks.
Ireland served as the focal point of enforcement, issuing $4.87 billion, or 94% of Europe’s total, largely because many tech giants maintain their regional headquarters in Dublin. France trailed at $245 million, followed by the UK at $36 million.
Europe’s two heaviest individual fines stemmed from unauthorized international data transfers:
Facebook received a $1.39 billion fine for transferring EU user data to US servers.
TikTok was hit with a $615 million fine for transferring European user data to China, echoing wider scrutiny surrounding apps with ties to foreign jurisdictions.
European regulators also penalized platforms $1.22 billion for unlawful data processing, $1.09 billion for data breach incidents, and $594 million for insufficient technical security safeguards. Regulatory bodies in South Korea and Australia added further pressure, issuing $62.4 million and roughly $50.5 million in fines, respectively.
As lawmakers worldwide tighten regulations, whether battling data misuse or debating proposals that weaken encryption, these multi-billion-dollar sums send an unmistakable message: user privacy can no longer be treated as an afterthought.
A new NYT Strands puzzle appears at midnight each day for your time zone – which means that some people are always playing 'today's game' while others are playing 'yesterday's'. If you're looking for Thursday's puzzle instead then click here: NYT Strands hints and answers for Thursday, October 15 (game #956).
Strands is the NYT's latest word game after the likes of Wordle, Spelling Bee and Connections – and it's great fun. It can be difficult, though, so read on for my Strands hints.
Want more word-based fun? Then check out my NYT Connections today and Quordle today pages for hints and answers for those games, and Marc's Wordle today page for the original viral word game.
SPOILER WARNING: Information about NYT Strands today is below, so don't read on if you don't want to know the answers.
NYT Strands today (game #957) - hint #1 - today's theme
What is the theme of today's NYT Strands?
• Today's NYT Strands theme is… Just a little bit
NYT Strands today (game #957) - hint #2 - clue words
Play any of these words to unlock the in-game hints system.
PILL
STATE
LAME
SALT
LOCAL
WORM
NYT Strands today (game #957) - hint #3 - spangram letters
How many letters are in today's spangram?
• Spangram has 10 letters
NYT Strands today (game #957) - hint #4 - spangram position
What are two sides of the board that today's spangram touches?
• First side: left, 5th row
• Last side: right, 5th row
Right, the answers are below, so DO NOT SCROLL ANY FURTHER IF YOU DON'T WANT TO SEE THEM.
NYT Strands today (game #957) - the answers
(Image credit: New York Times)
The answers to today's Strands, game #957, are…
PINPOINT
MOLECULE
ATOM
MITE
FOLLICLE
AMOEBA
SPANGRAM: SMALLWORLD
My rating: Easy
My score: Perfect
Yet again, looking in the top left-hand corner paid off. However, it was at the expense of a fairly easy-to-spot spangram — congratulations if you got a Spangram First today.
After spotting PINPOINT and SMALLWORLD (did everyone have the Disney ride theme tune churning around their heads afterwards?) I was convinced that MINIATURE would be lurking on the board somewhere.
Instead, the remaining words were all scientific leaning, with only the spelling of AMOEBA causing me pause.
Yesterday's NYT Strands answers (Thursday, October 15, game #956)
BEACON
STAIRCASE
DOME
LANTERN
GALLERY
SPANGRAM: LIGHTHOUSE
What is NYT Strands?
Strands is the NYT's not-so-new-any-more word game, following Wordle and Connections. It's now a fully fledged member of the NYT's games stable that has been running for a year and which can be played on the NYT Games site on desktop or mobile.
I've got a full guide to how to play NYT Strands, complete with tips for solving it, so check that out if you're struggling to beat it each day.
New AI comparisons make it easier to weigh up vacation rentals and narrow down your options
Services are expanding to include baby-gear rentals, laundry, and meal delivery.
After a major redesign of its entire service, headed by an easier-to-use app for iOS and Android, Airbnb is further refining the experience to make finding your next vacation rental a little easier. Not surprisingly, it’s turning to AI, but the focus here is on natural-language search, property comparisons, and updated ways to find what else you can do while staying at your Airbnb.
This follow-up should make it easier to find homes, experiences, or services that meet your needs — the three main parts of the redesigned app. Instead of introducing a new interface or updated visuals, Airbnb is using AI to help you find what you’re looking for more easily. Pushing aside sorting through filters, lists, and checkboxes, you’ll be able to search for a stay the way you’d actually talk about it.
The quest to make searching easier
(Image credit: Airbnb)
Like Claude or ChatGPT, Airbnb’s new AI search lets you type or speak a query, making it easier to find a stay that fits what you have in mind. You can search across homes, experiences, and services, using your own words to describe what you need, rather than trying to find the right combination of filters.
AI is also built into the filtering process. Type in a keyword, and Airbnb will suggest relevant filters to help narrow down your options. For example, searching for 'baby' can surface amenities like cribs, playgrounds, children’s books, and toys.
The app will also use AI to highlight key home features directly in search results, so you can get a better sense of what a listing offers without opening every property page. Less tapping!
(Image credit: Airbnb)
And if you’ve already saved a few contenders to your wishlist, Airbnb is adding AI-powered comparisons that put properties side by side and summarize their key features. This could be particularly useful if you’re the one in your group tasked with narrowing down the options. Instead of sending everyone a pile of listings and hoping they’ll compare them, you can get a clearer picture of how each property stacks up, and share your shortlist with the group.
Airbnb is also expanding its AI-powered customer support, with chat available in more than 50 languages, and voice support over the phone on the way.
(Image credit: Airbnb)
Airbnb is also expanding its services to help you handle more of your trip without jumping between apps. Starting in November, guests in more than 60 US cities can rent baby gear through BabyQuip, with delivery and setup, and 10% off for Airbnb guests.
Laundry pickup and delivery is coming to select US cities through Rinse, while grocery delivery is expanding to Europe alongside meal delivery from local restaurants. You’ll also find location-specific options, including ski and snowboard rentals in the French Alps and boat rentals in South Florida.
Taken together, the update builds on Airbnb’s redesigned app rather than reinventing it. AI is the main draw for finding and comparing places to stay, while the expanding services offering could make the app more useful once you’ve booked — and enable you to spend less time sorting out the logistics of your next getaway.
United’s new tracker shows Starlink availability by flight and aircraft type
636 of United’s 1,492 aircraft now have Starlink
The airline expects its whole fleet to offer free, fast Wi-Fi in 2027
The battle between US airlines to offer the best connection in the sky has heated up in the past few weeks, with Delta Air Lines CEO Ed Bastian reportedly making some choice comments about Starlink and Elon Musk, which led United Airlines to offer a status match, and Delta flyers to take it up.
United Airlines kicked off its Starlink Wi-Fi installation process across its fleet back in 2025. Since then, its entire fleet of regional United Express jets has it, and more mainline aircraft are coming online in due course. As of today, 636 aircraft in United Airlines’ fleet offer Starlink, and for those passengers it mean free, fast Wi-Fi, without the “what if my flight doesn’t have a stable connection?” worry.
The trouble is that United operates 1,492 aircraft, including mainline and regional jets, and it’s been a guessing game whether you’ll luck out and have Starlink connectivity. Now, United’s digital team has clearly taken note of customers' frustration, and has launched a Starlink tracker on its website and in its app.
This lets you check whether your upcoming flight has Starlink, and it also shows how much of the fleet is connected. The current breakdown is 351 regional jets, 280 narrow-body mainline planes, and five wide-body aircraft with Starlink installed and active.
(Image credit: United Airlines)
It's broken down by aircraft type, including Boeing 787, 777, 767, 757, 737, and 737 Max; Airbus A321 (Neo and XLR included), A320, and A319; E-175; and CRJ. You'll be able to see how many of each aircraft United has started the installation process on as a percentage, and 'coming soon' if work hasn't begun yet. Sadly for me, the aircraft to which Starlink is 'coming soon' include my favorite, the Boeing 757.
You can even see availability by hub, including Newark, Chicago, Washington, D.C., San Francisco, Los Angeles, Houston, and Denver.
While United’s Starlink rollout is impressive, most of the airline’s longest flights still don’t offer the service. Even worse, those planes feature Panasonic Wi-Fi service, which is among the slowest and least reliable in the sky, according to Zach Griff, author of travel newsletter From the Tray Table.
“On recent cross-country flights, I had multiple hours-long periods when I couldn’t establish a strong enough connection to send more than a text,” wrote Griff.
(Image credit: United Airlines)
You can only check starting three days before departure, so it won’t help when you book, and aircraft and tail numbers can change. Assignments are typically confirmed within 24 hours of departure, and United will also email and text passengers, and flag Starlink flights on the flight status page in its app.
If you do luck out, it’s a night-and-day difference from any other in-flight Wi-Fi, with speeds much closer to what you’d get on cellular or home Wi-Fi. Streaming Disney+ or Apple TV, listening to Spotify or Apple Music, loading sites, browsing YouTube, texting, and email are all faster — and those emails are actually sent.
Starlink on United is free for MileagePlus members, though you’ll need an account, which is also free.
Along with the tracker and a fresh install count, United is extending its 'Switch to Better Wi-Fi' status-match through October 22. This lets eligible Delta and American members earn United Premier status through January 2028 by meeting a spending threshold ($1,500 for Silver up to $7,000 for 1K) and flying United within 90 days. Though the timing of the extension comes as United has hiked the requirement to maintain status in 2027.
Whether you’ve been lucky enough to fly Starlink on United Airlines or are tempted by the status-match offer, let me know what you think in the comments below, especially if you’re loyal to Delta, American, or another airline.The good news is that United Airlines is well on its way to its full fleet offering Starlink — and it'll almost certainly cross the line before Delta or American.
A new NYT Strands puzzle appears at midnight each day for your time zone – which means that some people are always playing 'today's game' while others are playing 'yesterday's'. If you're looking for Wednesday's puzzle instead then click here: NYT Strands hints and answers for Wednesday, October 14 (game #955).
Strands is the NYT's latest word game after the likes of Wordle, Spelling Bee and Connections – and it's great fun. It can be difficult, though, so read on for my Strands hints.
Want more word-based fun? Then check out my NYT Connections today and Quordle today pages for hints and answers for those games, and Marc's Wordle today page for the original viral word game.
SPOILER WARNING: Information about NYT Strands today is below, so don't read on if you don't want to know the answers.
NYT Strands today (game #956) - hint #1 - today's theme
What is the theme of today's NYT Strands?
• Today's NYT Strands theme is… Sailor’s guide
NYT Strands today (game #956) - hint #2 - clue words
Play any of these words to unlock the in-game hints system.
GONE
MEAT
GREAT
SOUR
THEN
GRAY
NYT Strands today (game #956) - hint #3 - spangram letters
How many letters are in today's spangram?
• Spangram has 10 letters
NYT Strands today (game #956) - hint #4 - spangram position
What are two sides of the board that today's spangram touches?
• First side: top, 2nd column
• Last side: bottom, 3rd column
Right, the answers are below, so DO NOT SCROLL ANY FURTHER IF YOU DON'T WANT TO SEE THEM.
NYT Strands today (game #956) - the answers
(Image credit: New York Times)
The answers to today's Strands, game #956, are…
BEACON
STAIRCASE
DOME
LANTERN
GALLERY
SPANGRAM: LIGHTHOUSE
My rating: Hard
My score: 1 hint
The theme meant nothing to me (was it about maps or tides?) until I spotted BEACON in my favorite left-hand corner starting spot and the light of inspiration beamed down on me.
After getting the next most obvious LIGHTHOUSE feature of STAIRCASE (connected in the format of a spiral, no less), the remaining four game words proved harder to spot — so I took a hint and was gifted DOME.
From here I literally kicked myself as I spotted LANTERN and limped over the line with the now-easily-spottable GALLERY and TOWER.
Yesterday's NYT Strands answers (Wednesday, October 14, game #955)
BEAUTY
BEAST
FROG
PRINCESS
TORTOISE
HARE
SPANGRAM: ONCEUPONATIME
What is NYT Strands?
Strands is the NYT's not-so-new-any-more word game, following Wordle and Connections. It's now a fully fledged member of the NYT's games stable that has been running for a year and which can be played on the NYT Games site on desktop or mobile.
I've got a full guide to how to play NYT Strands, complete with tips for solving it, so check that out if you're struggling to beat it each day.
A new NYT Strands puzzle appears at midnight each day for your time zone – which means that some people are always playing 'today's game' while others are playing 'yesterday's'. If you're looking for Tuesday's puzzle instead then click here: NYT Strands hints and answers for Tuesday, October 13 (game #954).
Strands is the NYT's latest word game after the likes of Wordle, Spelling Bee and Connections – and it's great fun. It can be difficult, though, so read on for my Strands hints.
Want more word-based fun? Then check out my NYT Connections today and Quordle today pages for hints and answers for those games, and Marc's Wordle today page for the original viral word game.
SPOILER WARNING: Information about NYT Strands today is below, so don't read on if you don't want to know the answers.
NYT Strands today (game #955) - hint #1 - today's theme
What is the theme of today's NYT Strands?
• Today's NYT Strands theme is… Folk and fairy tale twosomes
NYT Strands today (game #955) - hint #2 - clue words
Play any of these words to unlock the in-game hints system.
CANE
TINT
METER
SHARE
TROT
STEM
TROOP
NYT Strands today (game #955) - hint #3 - spangram letters
How many letters are in today's spangram?
• Spangram has 13 letters
NYT Strands today (game #955) - hint #4 - spangram position
What are two sides of the board that today's spangram touches?
• First side: left, 7th row
• Last side: bottom, 2nd column
Right, the answers are below, so DO NOT SCROLL ANY FURTHER IF YOU DON'T WANT TO SEE THEM.
NYT Strands today (game #955) - the answers
(Image credit: New York Times)
The answers to today's Strands, game #955, are…
BEAUTY
BEAST
FROG
PRINCESS
TORTOISE
HARE
SPANGRAM: ONCEUPONATIME
My rating: Easy
My score: Perfect
Imagination was not required in order to understand today’s theme and I was able to make the leap and spot ONCEUPONATIME dividing the folk and fairytale twosomes.
My approach was to complete the game in pairs, but that was really just to make it a little bit more interesting.
As a slow-moving person, constantly being followed by busy people “tutting” at my heels, The Tortoise and the Hare is my favourite fairytale. I usually align myself with the TORTOISE, but this game made me feel like a speedy impatient HARE.
Yesterday's NYT Strands answers (Tuesday, October 13, game #954)
EMBARRASS
APPALL
NONPLUS
CHAGRIN
MORTIFY
SPANGRAM: CRINGEWORTHY
What is NYT Strands?
Strands is the NYT's not-so-new-any-more word game, following Wordle and Connections. It's now a fully fledged member of the NYT's games stable that has been running for a year and which can be played on the NYT Games site on desktop or mobile.
I've got a full guide to how to play NYT Strands, complete with tips for solving it, so check that out if you're struggling to beat it each day.
