Without that context, AI can generate answers quickly but still make the wrong decision, says Irfan Khan, president and chief product officer of SAP Data & Analytics.
“AI is incredibly good at producing results,” he says. “It moves fast, but without context it can’t exercise good judgment, and good judgment is what creates a return on investment for the business. Speed without judgment doesn’t help. It can actually hurt us.”
In the emerging era of autonomous systems and intelligent applications, that context layer is becoming essential. To provide context, companies need a well-designed data fabric that does more than just integrate data, Khan says. The right data fabric allows organizations to scale AI safely, coordinate decisions across systems and agents, and ensure that automation reflects real business priorities rather than making decisions in isolation.
Recognizing this, many organizations are rethinking their data architecture. Instead of simply moving data into a single repository, they are looking for ways to connect information across applications, clouds, and operational systems while preserving the semantics that describe how the business works. That shift is driving growing interest in data fabric as a foundation for AI infrastructure.
Losing context is a critical AI problem
Traditional data strategies have largely focused on aggregation. Over the past two decades, organizations have invested heavily in extracting information from operational systems and loading it into centralized warehouses, lakes, and dashboards. This approach makes it easier to run reports, monitor performance, and generate insights across the business, but in the process, much of the meaning attached to that data — how it relates to policies, processes, and real-world decisions — is lost.
Take two companies using AI to manage supply-chain disruptions. If one uses raw signals such as inventory levels, lead times, and supply scores, while the other adds context across business processes, policies, and metadata, both systems will rapidly analyze the data but likely come up with different conclusions.
Information such as which customers are strategic accounts, what tradeoffs are acceptable during shortages, and the status of extended supply chains will allow one AI system to make strategic decisions, while the other will not have the proper context, Khan says.
“Both systems move very quickly, but only one moves in the right direction,” he says. “This is the context premium and the advantage you gain when your data foundation preserves context across processes, policies and data by design.”
Serials have become the backbone of the streaming era, especially on Netflix. Serialized television is when a show’s plot unfolds in sequential order over the course of a season. It’s long-form storytelling that typically works best with dramas—Stranger Things, The Crown, etc. Watching the episodes in release order matters. Often, these shows are binged because the complex character arcs and cliffhangers encourage streaming multiple episodes at once.
Serial shows can feel like homework, especially when you fall behind on an episode and need to catch up. That always happens to me, and it leads to anxiety I didn’t want. Thankfully, Netflix offers shows where viewers can jump at any time and not feel lost. These episodic series are perfect for jumping around and picking the episodes you want to watch. One of the most famous comedies ever fits the criteria of an episodic sitcom. Anthology shows, including a Netflix sci-fi classic, are also ideal for watching episodes out of order.
Black Mirror
Welcome to your worst nightmare
Black Mirrorwants to scare you. Charlie Brooker’s sci-fi anthology series has been warning humanity about the dangers of technology since 2011. It seems like ages ago that Rory Kinnear had sexual intercourse with a pig in the first episode. Apologies for the spoiler, but the media’s role in the spread of misinformation has never been more relevant.
Black Mirror features self-contained episodes with a beginning, middle, and an end. There has only been one direct sequel: USS Callister: Into Infinity, a season 7 episode that continues the events of season 4’s USS Callister. Otherwise, feel free to jump around and check out the best episodes of each season. Since most episodes feature bleak endings, I’ll leave you with one that ends on an upbeat note: San Junipero.
Seinfeld
Greatest comedy ever?
Comedies are the perfect vehicle for episodic storytelling. While having an overarching plot throughout a season helps attract viewers, many comedy fans are just looking for a few laughs. Write a self-contained story with numerous jokes over 20 to 30 minutes, and you’re ready to go. Seinfeld, aka the show about nothing, is the ideal escape from serialized dramas.
Seinfeld stars Jerry Seinfeld as a fictionalized version of himself as he navigates the comedic scene in New York City. The show revolves around Jerry’s interactions with his friends George (Jason Alexander), Elaine (Julia Louis-Dreyfus), and Kramer (Michael Richards). The gang faces a problem, hilarity ensues, and the episode ends. That’s really all you need to know. Enjoy the laughs.
I hate referring to episodes of television as “mini-movies.” However, that’s how I would describe the eight episodes of Cabinet of Curiosities. Each director puts their own signature style on a story and brings audiences into their terrifying creation. Del Toro wrote two of the episodes, including one about a demon being summoned. Some are scarier than others, but horror fans will feel right at home with this series.
Beat Bobby Flay
Bobby brings the heat
As I’ve gotten older, the Food Network has become one of my favorite channels. I mean, who doesn’t love food? I love eating my (average) home-cooked meal while watching contestants duke it out in the kitchen onmy favorite show, Beat Bobby Flay. The competition breaks down into two rounds. In the first round, two chefs have 20 minutes to construct a meal using a secret ingredient. The winner advances to the main event, where they face off against Bobby Flay.
The challenger gets to pick the dish for the final round, so Bobby has a disadvantage. However, Bobby is an award-winning chef with a few tricks up his sleeves. He can handle making a version of your grandmother’s lasagna. With episodes available on Netflix, be prepared to learn why Bobby always throws chiles into his dishes.
S.W.A.T.
Broadcast TV still knows how to make entertaining programs
The procedural is a genre best produced on broadcast television. Name a cop, doctor, or law drama—chances are it’s a procedural on broadcast TV. While the way we watch television has changed, people still love these types of shows on CBS, NBC, Fox, and ABC. Law & Order, NCIS, and Criminal Minds are procedurals that gained a bigger following thanks to streaming.
S.W.A.T. is cut from the same cloth as Chicago P.D. and CSI. Sergeant Daniel “Hondo” Harrelson (Shemar Moore) is tasked with leading a new S.W.A.T. unit in the LAPD. This action-packed show utilizes a “case of the week” formula in which the team must solve a dangerous situation, such as active shooters and hostage situations. You’re in and out in 44 minutes. What’s better than that?
Netflix has more content coming your way
After you’re done watching these shows, stay on Netflix for more top-notch content. Netflix has an entire section dedicated to thrillers, and this week, The Guilty and El Camino are two of the section’s best. Keep an eye out for new movies, like Alan Ritchson’s War Machine, which is currently in the streamer’s top 10.
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