All posts tagged: Adapt

Intuit compressed months of tax code implementation into hours — and built a workflow any regulated-industry team can adapt

Intuit compressed months of tax code implementation into hours — and built a workflow any regulated-industry team can adapt

When the One Big Beautiful Bill arrived as a 900-page unstructured document — with no standardized schema, no published IRS forms, and a hard shipping deadline — Intuit’s TurboTax team had a question: could AI compress a months-long implementation into days without sacrificing accuracy? What they built to do it is less a tax story than a template, a workflow combining commercial AI tools, a proprietary domain-specific language and a custom unit test framework that any domain-constrained development team can learn from. Joy Shaw, director of tax at Intuit, has spent more than 30 years at the company and lived through both the Tax Cuts and Jobs Act and the OBBB. “There was a lot of noise in the law itself and we were able to pull out the tax implications, narrow it down to the individual tax provisions, narrow it down to our customers,” Shaw told VentureBeat. “That kind of distillation was really fast using the tools, and then enabled us to start coding even before we got forms and instructions in.” How the …

Israelis adapt Passover plans to wartime restrictions, access to bomb shelters

Israelis adapt Passover plans to wartime restrictions, access to bomb shelters

JERUSALEM (RNS) — Twenty of Anava Marcus’ relatives were scheduled to fly to Israel from Australia and South Africa last week to celebrate her bat mitzvah during Passover, which begins on Wednesday (April 1). But instead, Anava will celebrate her 12th birthday — a Jewish milestone — with only her immediate family and some friends in central Israel, where they live, amid Israeli safety restrictions due to the war with Iran. Her relatives’ flights were all canceled. “We had been planning the bat mitzvah for a year,” Dara Marcus, Anava’s mother, told RNS. “Anava was going to lead the Passover Seder for the entire family. We created a special Haggadah that tells the story of the Jewish people and our own family’s story. It includes Anava’s thoughts and commentaries.” While Anava said she understands why relatives can’t be by her side on her big day, “I’m disappointed,” she admitted. “This was an opportunity for everyone in our family to be together for the first time in many years. All of my grandparents, aunts, uncles and …

Energy Crisis Forces India’s Eateries to Adapt

Energy Crisis Forces India’s Eateries to Adapt

Small and big eateries in India are feeling the pinch from the war in the Middle East. “Overnight you go from making a decent amount of money to being in huge losses.” Kitchens in India are powered by liquefied petroleum gas, or L.P.G. Roughly 60 per cent of India’s cooking gas comes mainly through the Strait of Hormuz. But the conflict in the Middle East has slowed imports and set off panic buying of gas cylinders in India. Sakshi Joshi opened a small food stall two years ago in Western India, selling momos, or steamed dumplings filled with meat and vegetables. Joshi said her family was against the idea, because they didn’t think it was a respectable job for a woman. “I loved Mexican food, I loved India.” Bert Mueller is from Maryland and grew fond of India during a study-abroad program. “I wanted to come back to India and spend time here, and this was the way to do it.” So in 2012, he opened California Burrito in Bangalore. Today, there are over 130 …

Reception teaching must adapt to delayed development

Reception teaching must adapt to delayed development

Reception teachers are consistently noticing patterns within their cohorts that cannot be ignored. Across the country, more children are starting school with delayed communication and language skills, reduced attention, lower self-regulation and less experience of sustained play. These are not isolated cases, and this is not a crisis headline. They are patterns discussed quietly in staff rooms, shaping how early years practitioners understand the start of school and what September looks like for many of our four-year-olds. As the proportion of children working at age-expected levels in foundational areas such as language acquisition declines, our understanding of what day one learning means must adapt. Communication and language are not peripheral skills. They are not bonus experiences offered to children as part of a writing hook or maths activity. They are foundational to a child’s access to learning. A child with weaker oral language will struggle to communicate needs, engage in conversation, ask questions that deepen play or articulate emotions. This narrows their access to the curriculum from the outset. Self-regulation is equally critical. For many, …

Why Apple is the only studio that can adapt Brandon Sanderson’s masterpieces right

Why Apple is the only studio that can adapt Brandon Sanderson’s masterpieces right

In late January, Apple officially acquired the rights to makes movies and TV shows based on the works of author Brandon Sanderson, a hugely successful fantasy writer whose books have been begging to be adapted for many years. As Sanderson himself explains in the video message below, he’s talked with people in Hollywood before about bringing his novels to the screen, but for one reason or another it never worked out. “This feels really different this time. I think this one is really going to happen,” he says. It’s no coincidence that it finally feels different with Apple, which over the past several years has built itself into exactly the kind of place that will adapt Sanderson’s work well. What exactly is Apple adapting? They’re starting with Brandon Sanderson’s two best-known series Sanderson is known as an extremely prolific author, writing dozens of books and short stories over the course of his career, often in very quick succession. He’s kind of the opposite of A Song of Ice and Fire author George R.R. Martin, who’s …

Rise Of “War Unicorns” As Big Defense Primes Face An “Adapt Or Die” Moment

Rise Of “War Unicorns” As Big Defense Primes Face An “Adapt Or Die” Moment

“Rebuilding our military and reestablishing credible deterrence demands the Department of War (DoW) put our Acquisition System and Enterprise on a wartime footing and dramatically accelerate the fielding of new technology and advanced capabilities to maintain the military superiority of our Armed Forces,” Secretary of War Pete Hegseth announced in his November acquisition reform package. Translation: The DoW under Pete Hegseth and the rest of the procurement process is moving away from bloated legacy defense primes toward defense tech startups, creating the next boom that is already underway, giving rise to “war unicorns” like Palmer Luckey’s Anduril Industries. Adding further color to the DoW’s procurement process reset is a conversation Army Secretary Dan Driscoll had with Bloomberg earlier this week. Driscoll said that major US defense contractors must adapt to a revamped DoW procurement process or risk being displaced by firms that have historically stayed outside defense contracting. “They have got to adapt and change or die, and we will hold them publicly accountable if they don’t,” Driscoll said, adding, “It does not mean we …

Lord of the Flies is a seismic, chilling masterpiece – of course Adolescence creator Jack Thorne chose to adapt it

Lord of the Flies is a seismic, chilling masterpiece – of course Adolescence creator Jack Thorne chose to adapt it

Get the latest entertainment news, reviews and star-studded interviews with our Independent Culture email Get the latest entertainment news with our free Culture newsletter Get the latest entertainment news with our free Culture newsletter We can all be thankful that a young editor from Northern Ireland saved William Golding’s masterpiece, Lord of the Flies, from potential obscurity when he rescued the unknown author’s debut novel from a publisher’s “slush pile”. Charles Monteith took the time to read through Golding’s yellowing, stained manuscript – which bore the original title “Strangers from Within” – even though it had already been turned down by 21 publishers and dismissed by a previous Faber editor with the words, “absurd and uninteresting fantasy. Rubbish and dull. Pointless. Reject.” Monteith asked Golding, then a 42-year-old English and philosophy teacher, to drop the first chapter, about an evacuation from nuclear war, and open with the moment where two schoolboys (Piggy and Ralph) meet on a desert island, after a plane crash has stranded a group of boys aged six to 13. Incidentally, Faber …

European intelligence services adapt to the upheavals of the Trump era

European intelligence services adapt to the upheavals of the Trump era

French President Emmanuel Macron (L) and German Chancellor Friedrich Merz at the coalition of the willing summit at the Elysée Palace in Paris, January 6, 2026. KAMIL ZIHNIOGLU FOR LE MONDE Until the 12-day war between the Israeli-American alliance and Iran in June 2025, Donald Trump’s return to the White House on January 20, 2025, had not had a major impact on intelligence cooperation between Washington and Paris. The first sign that the world of intelligence would also have to adapt to the new transatlantic reality emerged that summer. France’s foreign intelligence service, the DGSE, realized dialogue with American agencies on Iranian issues would now be limited. “Their contacts told them,” recounted a French diplomat connected with the DGSE, “that they could no longer exchange information about Iranian nuclear facilities, because President Trump had declared that they had all been destroyed.” Even the Israelis disputed such a claim. The erratic leadership of the American president, purges within the US intelligence community and politically motivated appointments of inexperienced figures at the helm and in subordinate roles …

Instagram Chief Warns: AI Images Are Advancing Faster Than Humans Can Adapt

Instagram Chief Warns: AI Images Are Advancing Faster Than Humans Can Adapt

In a 2025 year-end post, Instagram chief Adam Mosseri addressed the massive shifts AI is causing in photography, stressing that authenticity will become increasingly harder to come by — and offered thoughts on how creators, camera makers, and Instagram itself will need to adapt. “The key risk Instagram faces is that, as the world changes more quickly, the platform fails to keep up. Looking forward to 2026, one major shift: authenticity is becoming infinitely reproducible,” Mosseri wrote in the post, which took the form of 20 text slides — no images at all. (He also posted a somewhat expanded version on Threads.)   Don’t miss any of our unbiased tech content and lab-based reviews. Add CNET as a preferred Google source. Mosseri said that AI is making it impossible to distinguish real photos from AI-generated images and that as more “savvy creators are leaning into unproduced, unflattering images,” AI itself will follow with images that lean into that “raw aesthetic” as well. That will force us, he said, to change how we approach images from the jump. …