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What Dante Is Trying to Tell Us

What Dante Is Trying to Tell Us

The Divine Comedy is more than 14,000 lines long and is divided into three parts, but it’s the first part, the Inferno, that gets all the attention. For centuries, readers have preferred the horrors of hell to the perfection of heaven. Gustave Doré, the celebrated French illustrator, did elaborate engravings for the three canticles in the mid-19th century and devoted 99 out of 135 of them to Dante Alighieri’s darkest scenes.

Who can blame Dante’s admirers when hell is filled with so many beautifully flawed characters: Francesca da Rimini, the eloquent adulteress; Farinata, the proud heretic; Ulysses, the defiant king; Ugolino, the father turned cannibal who ate his own sons? And then there are the infernal workers who make sure that Lucifer’s realm runs smoothly, among them farting devils, giants in chains, and a flying monster with the body of a serpent and the face of an honest man. Most readers see little reason to continue with the poem once Dante, guided by Virgil, has safely exited “to once again catch sight of the stars.”

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But Dante’s journey has just begun. In Purgatorio, he must summit a massive mountain. Success in that struggle leaves him facing, along with other sinners, a wall of flames that inflict purifying pain but not death. Only then does Paradise await—and it’s not just around the corner. He must travel past the planets and fixed stars to a rose-shaped empyrean. Tackling this culminating challenge in the company of his beloved Beatrice, who inspired the poem, Dante must trasumanar, a magnificent word that he invents to describe the experience of passing beyond what’s human.

Dante volunteers to guide us on this last leg, warning in Paradiso’s Canto II that “if you lose sight of me, you’ll be totally lost. // The waters I’m sailing have never been crossed.” Many readers certainly do struggle with the epic’s final part, which has its share of dense theological disquisitions. It is filled with vivid scenes, too, which stretch the human imagination about as far as it can go. At one point, Dante’s ears are unable to make out divine music, because of his “mortal hearing.” But later, when his ears are opened, he comes upon a legion of angels resembling a “swarm of bees,” moving back and forth from flower to hive, singing “the glory” of God. Beatrice’s beauty only increases as they ascend, her “holy” smile indescribable even if he had “all that eloquence” of the ancient Greek muse of poetry to assist him.

Upon witnessing the Ascension of Jesus Christ surrounded by all of the souls he has redeemed, Dante marvels at how his mind “was released from itself.” Put another way, his mind was blown. After that, in a reversal of chronology signaling that we are in a place where sequential time doesn’t matter, he watches the Annunciation unfold as “a crown-shaped circular form” haloed the Virgin Mary, “then whirled around her.” As if that weren’t enough, Dante envisions an eagle in the sky made up of souls that change shape in mid-air, and he identifies a point in the universe that is both center and circumference; that’s where God resides. “Nowhere in poetry,” T. S. Eliot wrote about this last scene, “has experience so remote from ordinary experience been expressed so concretely.”

The earthly experience of personal grief and privation that inspired such transcendent beauty is mind-bending in its own way. During the years that Dante worked on the Divine Comedy—1307 to 1321, the last decade and a half of his life—he was exiled from his faction-ridden hometown of Florence. Dante, who vehemently opposed the papacy’s desire for secular power, had been charged with financial corruption, a politically motivated accusation, and the threat of being burned at the stake if he returned hung over him. A party of one, as he later called himself, he wandered from court to court, living off the generosity of a few patrons. He never set foot in Florence again.

Roughly half a millennium after Dante’s death, his poem received an ecstatic welcome in the United States, where Henry Wadsworth Longfellow embarked on the first American translation of all three parts in the early 1860s, as the Civil War raged. A poet and a retired professor of modern languages at Harvard, he made his way through Paradiso, publishing three of its cantos in The Atlantic, and then turned to the Inferno, finishing up with a revision of Purgatorio.

Italian nationalists had recently laid claim to Dante’s epic as an expression of shared cultural identity for the country’s warring city-states. Longfellow was a supporter of the so-called Risorgimento and of Dante, whose optimistic message he was keen to mobilize against the tragic events in his own country. Dante’s “medieval miracle of song,” as Longfellow called it, could be reimagined as an allegory for the cleansing of the original sin of slavery and the restoration of a broken democratic union.

Thankfully, Longfellow avoided trying to reproduce Dante’s original terza-rima scheme (in which the last word in the second line of a tercet provides the first and third rhyme of the next tercet). Instead he chose the more forgiving blank verse, which works much better in English, a rhyme-poor language without Italian’s abundance of vowel sounds at the end of words. His translation, published in 1867, was wildly popular.

Since then, about 50 other American renditions of the entire poem have appeared. None is as provocative as the one that Mary Jo Bang, a poet, has been working on for the better part of two decades. And none is as attuned to Longfellow’s democratic urge to spread Dante’s message of unity either. Following on her Inferno (2012) and Purgatorio (2021), Bang’s Paradiso has arrived at a moment of national turmoil, and sets out to make a vision of hope and humility accessible to all in an unusual way.

Bang’s unconventional approach was inspired by an encounter with a medley of 47 different English translations of the Inferno’s famous first three lines assembled by the poet Caroline Bergvall. Never having studied Italian, Bang saw a chance to try her hand by relying on those variations, along with Charles S. Singleton’s translation (already on her shelf). The 47 variations mostly struck her as formal and “elevated,” and she was curious to discover how contemporary English would sound. In the process, she arrived at something fresh. “Stopped mid-motion in the middle / Of what we call our life,” her tercet began, conveying an abrupt jolt, as if a roller coaster was kicking into gear, and then went on: “I looked up and saw no sky— / Only a dense cage of leaf, tree, and twig. I was lost.”

By Dante Alighieri, translated by Mary Jo Bang

Her experience with these three lines was enough to convince Bang that she wanted to carry on at least with the Inferno. She now gathered an array of esteemed English translators to keep her company. (To Singleton and Longfellow, she added William Warren Vernon, John D. Sinclair, and Robert and Jean Hollander, among others.) Whether she would make it through Paradiso, which she had until now found “unreadable,” was still up in the air.

Her perspective shifted mid-motion, as it were, when the pandemic hit. Colloquially rich translations of the other two canticles behind her, and with the world in lockdown, the time was right to contemplate the afterlife—and undertake the extra challenge of rescuing this last part from unreadability by making it, as she’d done with the preceding canticles, more readily intelligible to 21st-century American readers. “While translating the poem,” she said in an interview, “I would ask myself how Dante might say something if he were speaking American English at this moment in time. And, additionally, how would he say it if he knew everything that I know.”

By deciding to use a living language, the kind that real people use, she was following Dante’s lead. He had chosen his native Tuscan dialect over literary Latin because it was sensory, ever-evolving, and intimate in the way that it could speak to readers. Phrases such as “I was a sad sack” and “love-struck” are plentiful in Bang’s Inferno, and when Dante meets his great-great-grandfather in Paradiso, they use words such as shout-out and lowlife. Dante incorporated cultural allusions familiar to his audience. So does Bang, in both her text and her notes. In the Inferno, you’ll even find the obese Eric Cartman, from South Park, substituted for Ciacco, the gluttonous Florentine whose name means “little piggy.”

In Paradiso, she takes fewer liberties with the text. But in her notes, instead of limiting herself to the dense scholarly glosses on obscure words and the thousands of literary and historical references that are the standard apparatus of translated editions of the Divine Comedy, Bang mixes in nods to the more contemporaneous references she’s used. An image of reflecting light that “bounces up, / Like a rocket man who longs to come back” is accompanied, for example, by a citation to both a 1951 Ray Bradbury short story and the Elton John song “Rocket Man.” Commenting on the line “Don’t be like a feather in each wind” as a metaphor for inconstancy, she refers to an echo not just in Shakespeare’s The Winter’s Tale but also in Led Zeppelin’s “All My Love.” This poem, she conveys, isn’t frozen in time; even updated references will lose their cultural currency and need identifying.

To purists who fantasize about the fullest possible immersion in the original text, creative adaptation of this sort sounds like heresy. These same purists would likely be even more horrified to discover something else: By the time Bang was working on Purgatorio, she had begun using Google Translate to render lines in the original, getting “a basic scaffold” as she made her way along. She also sometimes consulted Wiktionary, the collaboratively edited multi-language dictionary. With her English editions of Dante still by her side, Bang was at work on an artistic venture very much of the digital age. But for her, translation remained an act of working through and against multiple interpretations and responding by reordering, amending, and substituting, all guided by poetic decisions—weighing what struck her ear, eye, and mind as most suitable.

A great deal of Dante’s remarkable repertoire of technical tricks will get lost in translation, whatever the language and whoever the translator: the chiasmuses, the neologisms, the numerical correspondences, the wordplay, all of the dazzling rhymes necessary to keep the engine of terza rima going. To appreciate just one example of Dante’s feats, here is Bang’s rendition of the tercet from Paradiso’s final canto, in which he is now face-to-face with God: “O Eternal Light, You who alone exist within / Yourself, who alone know Yourself, and self-known / And knowing, love and smile on Yourself!” It flows, but what Dante does can’t be matched. The pileup of you and yourself and alone is meant to approximate something extraordinary that is happening in the Italian words: Etterna, intendi, intelletta, and intendente are infused with the pronoun te, “you,” which is directed toward God. He is everywhere, present in the very language being employed to address him at this moment.

Still, readers needn’t be aware of Dante’s acrobatics to discover that the poem in English provides imaginative explosions that can stun in mid-sentence. Take the moment in Paradiso when Dante sees the unity of the universe in an instant. It is an experience that he can never fully transcribe. Yet he tries to convey the miraculous insight by emphasizing its awesome fleetingness. “That single instant is more a blank to me,” is how Bang phrases it, “than / The twenty-five centuries since the feat that made / Neptune marvel at the shadow of the Argo.”

The contemporary ring of “a blank to me” collides with the ancient allusion that immediately follows. And then in the concrete image itself, time and space dilate and compress simultaneously: A god deep in the sea stares upward at an extraordinary event, the mythic first sea-crossing in a boat—an event that seems so small compared with what Dante has just witnessed in heaven.

Throughout the decades when he was barred from going home, and surrounded by chaotic political infighting, Dante kept his eye fixed on the sky above. He stared upward long enough, in fact, to imagine the reverse, looking downward. In Paradiso, his last glimpse of Earth pays tribute to all of the wonder he sees below:

Since the time I’d looked before,
I saw that I’d moved through the entire arc
That the first zone makes from its middle to its end,

So that I could now see the mad path of Ulysses
On the far side of Cadiz, and on the near,
The shore where sweet Europa was carried off.

I would have recognized more of that
Little patch of land, except that beneath my feet
The sun was setting a sign or more away.

That last tercet, though, also conveys a different perspective: For all its marvels, Earth doesn’t look like much from such an immense distance. Bang calls it “that little patch of land.” Other translators have opted for the phrase “threshing floor,” which has archaic biblical overtones, but Bang’s choice is, I think, the best. It both captures the earthiness and emphasizes the disorienting scale of Dante’s perception. Long before there was an image from outer space of our pale blue dot, he produced one of his own. Earth seems small, fragile, lonely, way out on the edge of the universe, a place populated by a species convinced that it is at the center of everything. Dante had suffered and seen enough to know that it was not.

Now is a good time to pick up Paradiso. Some readers might be looking for salvation along the way, but the message is even more universal than that. When the world feels out of control, you can still use your imagination to ascend above the noise, the havoc. Doing so, you might realize just how small you are: small, but far from alone. There are billions and billions of others just like you, trying to navigate “the middle of what we call our life.”

Dante’s Divine Comedy almost joined the ranks of the great unfinished poems in literary history. After his death, in 1321, from malaria contracted on the way back from a diplomatic mission to Venice, the last 13 cantos from Paradiso went missing. His sons Jacopo and Pietro looked everywhere but came up empty-handed. And then, so the story goes, Dante appeared to Jacopo in a dream, and led him to his room in Ravenna. Dante pointed to a hidden recess in the wall: Paradiso lost was found, moldy but intact. Seven centuries later, it has been found again.


This article appears in the February 2026 print edition with the headline “What Dante Is Trying to Tell Us.”


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CeCe Winans Praises Sister’s Performance At Trump-Hosted Kennedy Center Honors, Sparks Mixed Reactions

CeCe Winans Praises Sister’s Performance At Trump-Hosted Kennedy Center Honors, Sparks Mixed Reactions

Source: Eugenia R. Washington / Getty

Some fans expressed disappointment with legendary gospel singer CeCe Winans after she shared a video of her sister, Debbie Winans, performing at the 2025 Kennedy Center Honors on Dec. 23. Critics took issue with the “Goodness of God” singer praising the annual event, which was hosted this year by President Donald Trump and honored artists such as country music legend George Strait and Grammy-winning singer Gloria Gaynor, among others.

Seemingly innocent, Winans, 61, took to X on Dec. 29 to congratulate her baby sister, Debbie, 53, on an incredible performance during the ceremony. In the short clip, Debbie could be seen singing to a packed audience at the Kennedy Center Honors, channeling big vocals like her older sister. 

“The Kennedy Honors were awesome! Great job, Robert Deaton! And my baby sister @debbie.winans was incredible!!! Praise God,” CeCe wrote in the caption.

RELATED CONTENT: Whitney Houston Flaunts Her 17-Year-Old Vocal Skills In New Gospel Single ‘Testimony.’

CeCe Winans’ celebratory post on Debbie Winans’ performance drew negative and positive reactions.

Sadly, the post drew mixed reactions from fans and critics alike. Some felt that CeCe was showing support for the Trump-led event, while others criticized her younger sister for participating, accusing her of “doing anything for a check,” given that the Kennedy Center is now under President Trump’s control. In December, a board voted to rename the iconic center, which was originally called The John F. Kennedy Center for the Performing Arts, to the “Trump Kennedy Center,” according to theGrio. 

One user asked, “I grew up on the Winans, and this is sad. Why not decline the invite?” 

Another penned, “CeCe, as much as I have loved you and your music, nothing about what’s happening at the Kennedy Center should be celebrated.”

But the negative comments were quickly drowned out by positivity, with many praising CeCe for supporting her little sister’s performance.

“Beautiful voice! Looks & sounds like her beautiful sister CeCe,” wrote one user. 

Another penned, “Continue TO IGNORE them all, CeCe. God knows and sees your heart and will continue to use you.”

A third user added, “Love The Winans Family and their support for each other.”

A fourth fan chimed in with a positive and holy affirmation for the singer.

“CeCe the Lord God has your back! It’s not about these worldly people; it’s about you showing the love of Jesus. Jesus Christ is not about hatred. Jesus Christ is about loving each other. Pray for them and let the Lord deal with hatred. Love you, my sister in Christ!”

CeCe appears to be laser-focused on positivity, too. The gospel legend took to Instagram on Dec. 30 to drop new music, a soul-stirring rendition of Bill Withers’ “Lean on Me,” that will fill anyone up with inspiration and faith.

Listen to the full track below. 

RELATED CONTENT: Mary Mary Will Go Hit For Hit With Bebe And CeCe Winans For Verzuz On Easter Sunday

The post CeCe Winans Praises Sister’s Performance At Trump-Hosted Kennedy Center Honors, Sparks Mixed Reactions appeared first on MadameNoire.


CeCe Winans Praises Sister’s Performance At Trump-Hosted Kennedy Center Honors, Sparks Mixed Reactions
was originally published on
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Confusing food labels are costing Americans a lot of money » Yale Climate Connections

Confusing food labels are costing Americans a lot of money » Yale Climate Connections

Transcript:

When a box of cereal says “best before July third,” that does not mean it will go bad on July third.

Food date labels vary, and in most cases, they do not indicate that food is unsafe to eat. For example, the label “best before” marks when food is at peak quality, and the label “sell by” indicates when stores should take it off the shelf.

But in a recent survey, Roni Neff of Johns Hopkins University found that many Americans mistakenly believe that they should immediately throw food out after its labeled date.

And according to the nonprofit ReFED, a partner on the survey, this causes a lot of food waste.

Neff: “They estimated that confusion about date labels is leading U.S. consumers to discard about 3 billion pounds of food … per year.”

That’s a problem for the climate. Growing and shipping all that wasted food emits carbon pollution. And as it rots in a landfill, it emits climate-warming methane.

Neff: “That’s a lot of greenhouse gas emissions that didn’t need to happen.”

ReFED estimates that standardizing food date labels to clarify their meaning could save over 400,000 tons of food each year. And that could prevent as much carbon pollution as taking half a million gas cars off the road.

Reporting credit: Ethan Freedman / ChavoBart Digital Media

Confusing food labels are costing Americans a lot of money » Yale Climate Connections

Republish our articles for free, online or in print, under a Creative Commons license.

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TPR News Now: Friday, January 2, 2026

TPR News Now: Friday, January 2, 2026

Listen to TPR’s morning newscast for a roundup of the latest headlines and news developments.

This morning’s headlines:

  • Local nonprofit dedicated to improving health equity to get its first headquarters
  • Prayer vigil will be held tomorrow for Camila Mendoza Olmos
  • New detection of New World Screwworm confirmed near Texas-Mexico border
  • Several new TX laws took effect Jan. 1
  • The impact of two now-expired energy tax credits for homeowners

Today’s weather in San Antonio: It’s going to be sunny today with a high near 85. Mostly clear tonight with a low around 59.

Great Job Marian Navarro & the Team @ Texas Public Radio for sharing this story.

Mayor Zohran Mamdani Will Usher in a New Era of Excellence

Mayor Zohran Mamdani Will Usher in a New Era of Excellence

Speaking at Zohran Mamdani’s inauguration as mayor today, Imam Khalid Latif invoked the phrase “moral imagination.” Those of you historically inclined and theoretically attuned will instantly recognize the term. It was coined by Edmund Burke in the eighteenth century and beloved by mid-century writers like Lionel Trilling and Gertrude Himmelfarb.

So we now have, in the twenty-first century, at the invocation for a Muslim political leader, a Muslim religious leader repurposing the words of two of New York’s greatest Jewish intellectuals from the twentieth century, who had repurposed the words of an Irishman from a Catholic family who had converted to Anglicanism in the eighteenth century.

That’s quite a historical and political tapestry being woven here, no?

If you stayed to listen to Mamdani’s inaugural address, your ears might have perked up at this:

To those who insist that the era of big government is over, hear me when I say this: No longer will City Hall hesitate to use its power to improve New Yorkers’ lives.

For too long, we have turned to the private sector for greatness, while accepting mediocrity from those who serve the public. I cannot blame anyone who has come to question the role of government, whose faith in democracy has been eroded by decades of apathy. We will restore that trust by walking a different path: one where government is no longer solely the final recourse for those struggling, one where excellence is no longer the exception.

We expect greatness from the cooks wielding a thousand spices, from those who stride out onto Broadway stages, from our starting point guard at Madison Square Garden. Let us demand the same from those who work in government. In a city where the mere names of our streets are associated with the innovation of the industries that call them home, we will make the words “City Hall” synonymous with both resolve and results.

Readers may remember that just after Mamdani’s victory on November 4, I noticed a similar, briefer yet deft, rhetorical turn in his election night address: “Excellence will become the expectation across government, not the exception,” said Mamdani. “We will leave mediocrity in our past.” I argued in that post that this was a new move on the Left, this embrace of excellence over mediocrity, and that it had a history going back to Karl Marx, who argued for the excellence of modern production techniques over older techniques, and who also saw excellence in the division of labor among chefs, and that this was related to Mamdani’s focus on immigrant workers in restaurants.

Before Mamdani’s inauguration, I expanded a bit on this theme in the New York Review of Books.

Since the French Revolution, professions of excellence and proscriptions of mediocrity have been mostly the preserve of the Right. “To obey a real superior,” declared the English conservative (and uncle of Virginia Woolf) James Fitzjames Stephen, is “a virtue absolutely essential to the attainment of anything great and lasting.” True to form, Mamdani’s conservative opponents have warned that socialism will send the city slouching toward shabbiness.

Since the 1970s, Democrats have largely ceded this rhetorical ground to the Right. Instead of offering an alternative vision of excellence or mounting a robust case for different values, they have adopted the private sector as the gold standard of performance. Like Republicans, they have promised to run the government as if it were a business or corporation or bragged that they already have.

Mamdani is not the first Democrat to want to toss aside that playbook. He is the first to act as if it’s already been trashed. As he made clear on election night and in the composition of his transitional committees, his perspective is populated by workers, commuters, tenants, organizers, civil servants, and elected leaders. They are the people who get things done. All capitalism does is build oligarchy and crap. The lords of enshittification shouldn’t set the standard of society. Politics and government must supply the agents and the actions, the expectations and criteria for the excellence that Mamdani promises…

It’s no accident, as I wrote after the election last month, that Mamdani has made the food of immigrant restaurants the centerpiece of his vision. He understands that the division of labor among immigrant workers doesn’t bring greater productivity. It brings greater variety, making for not one universal excellence but many excellences — democratic excellence. There’s a lesson there not just about immigrants but about how to argue for progressive values, not just in New York City but across the country.

In a way I’ve never experienced in my life, I feel in sync with a political turn, felt by millions of voters, that’s now being reflected in the voice of one of the most dynamic leaders we’ve seen in a long time.

This leads me now to a bit of a personal/political memoir, which may resonate with other leftists of my age, with those of us who are part of lost generation of progressives, the Gen X leftists, who’ve mostly felt out of step for virtually every political development of our adult lives.

In the last few years, I’ve noticed a change in my political writing, prompted by the surge of enshittification, the rise of AI, and the concomitant erosion of academic and cultural standards. I found myself increasingly focusing my political writing on the importance of excellence for the Left, on pushing for the highest standards of teaching and writing and work, not as a punishment for the poor or as an excuse for excluding subjugated groups, but as an aspiration of a genuinely democratic society, as something everybody wants for themselves and the people around them.

If you’ve read Samuel Moyn’s book Liberalism Against Itself, which is mostly an autopsy of what happened to liberalism with the Cold War, he mentions this point briefly, though it’s the beating heart of his analysis. Once upon a time, he says, leftists and left liberals were inspired by a perfectionist vision of human improvement, of the flourishing of all people, through social, cooperative action. For all its problems, and there were many, that vision drove everything from the formation of the Labour Party in Britain to the German Social Democrats (before World War I) to the experimental aesthetics of Bolshevism to the push for decolonization. And then, for a thousand different reasons (the Cold War being one of them), that vision got lost.

That lost vision of perfection, of moving toward excellence, should be at the core of the socialism we seek to build. In schools, in health care, in housing, in work, in government, in childcare, in universities, in green energy projects, in democracy itself. It is the reason we value human freedom, not just for ourselves but for everyone. Equal freedom for all, as it used to be known.

I got truly involved with the Left, beyond the usual student activism, in the early 1990s as a union member, then leader, in grad school. One of the reasons I got involved in the union was my sense that the university was destroying the kind of work I wanted to do, and that the university claimed to be doing. I felt the threatened destruction in teaching — with speedups in graduate student instruction of undergraduates and an increasing use of adjunct labor — and in research, as the university pushed to crunch out PhDs faster, with less training in foreign languages and other fields and fewer prospects, long-term, for permanent employment of academics.

I was the classic kind of union worker, you might say, defending the guild against the firm, the craft of work against the pace of profit. I remember arguing with fellow graduate students, with faculty and administrators, all of whom opposed the union on the grounds that it, not the university, threatened the great traditions of learning and teaching and scholarship.

Initially, I marveled at their misperception, which I took as an opportunity for conversation, organizing, and transformation — on the assumption that we all ultimately cared about the same thing. With time, I grew more cynical about the institution and its defenders. I came to think that the faculty and the administration were either besotted by a romantic fantasy of a world that was no more or cynically using the language of the past as a cover for the present.

I began arguing for unions not as a defense of craft and quality but as a way of dismantling the whole university-industrial complex. And whenever anyone got misty-eyed about teaching students and writing books, I rolled my eyes — which eventually turned me from an effective organizer into a not terribly effective organizer. I could no longer believe in the object of our efforts, save the union itself, which is not how nonmembers become members of any movement.

Yet here I am, at the age of fifty-eight, and suddenly I find myself returning to arguments about the importance of teaching and scholarship, about craft and knowledge, about caring about the work we actually do. I can’t say I’ve come full circle — I think there was a lot of useful knowledge gained by my disenchantment with the academy — but I’ve returned to where I began, albeit outfitted with some tools and perspective. I feel like I’m now fighting for a Left that is more than the Left fighting for itself but a Left that is arguing for a genuinely better society. Not just one where people can feel safe and secure, but one where they can grow and expand, perfecting themselves and the world around them.

One of the reasons I’m so excited about Zohran is that I feel like he gets this in his bones. As I’ve been arguing here, on my blog, and at the New York Review of Books, he doesn’t see socialism and government as the last stop before penury and poverty, as a way of catching people who would otherwise fall, as a safety net. He sees it as a launching pad, as a way of doing great things, great things that all of us can do together, cooperatively, or when necessary, that many of us can do through confrontation.

It feels like coming home.

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In 2026, AI will move from hype to pragmatism | TechCrunch

In 2026, AI will move from hype to pragmatism | TechCrunch

If 2025 was the year AI got a vibe check, 2026 will be the year the tech gets practical. The focus is already shifting away from building ever-larger language models and towards the harder work of making AI usable. In practice, that involves deploying smaller models where they fit, embedding intelligence into physical devices, and designing systems that integrate cleanly into human workflows. 

The experts TechCrunch spoke to see 2026 as a year of transition, one that evolves from brute-force scaling to researching new architectures, from flashy demos to targeted deployments, and from agents that promise autonomy to ones that actually augment how people work. 

The party isn’t over, but the industry is starting to sober up.

Scaling laws won’t cut it

Image Credits:Amazon

In 2012, Alex Krizhevsky, Ilya Sutskever, and Geoffrey Hinton’s AlexNet paper showed how AI systems could “learn” to recognize objects in pictures by looking at millions of examples. The approach was computationally expensive, but made possible with GPUs. The result? A decade of hardcore AI research as scientists worked to invent new architectures for different tasks.

That culminated around 2020 when OpenAI launched GPT-3, which showed how simply making the model 100 times bigger unlocks abilities like coding and reasoning without requiring explicit training. This marked the transition into what Kian Katanforoosh, CEO and founder of AI agent platform Workera, calls the “age of scaling”: a period defined by the belief that more compute, more data, and larger transformer models would inevitably drive the next major breakthroughs in AI.

Today, many researchers think the AI industry is beginning to exhaust the limits of scaling laws and will once again transition into an age of research.

Yann LeCun, Meta’s former chief AI scientist, has long argued against the over-reliance on scaling, and stressed the need to develop better architectures. And Sutskever said in a recent interview that current models are plateauing and pre-training results have flattened, indicating a need for new ideas.  

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“I think most likely in the next five years, we are going to find a better architecture that is a significant improvement on transformers,” Katanforoosh said. “And if we don’t, we can’t expect much improvement on the models.”

Sometimes less is more

Large language models are great at generalizing knowledge, but many experts say the next wave of enterprise AI adoption will be driven by smaller, more agile language models that can be fine-tuned for domain-specific solutions. 

“Fine-tuned SLMs will be the big trend and become a staple used by mature AI enterprises in 2026, as the cost and performance advantages will drive usage over out-of-the-box LLMs,” Andy Markus, AT&T’s chief data officer, told TechCrunch. “We’ve already seen businesses increasingly rely on SLMs because, if fine-tuned properly, they match the larger, generalized models in accuracy for enterprise business applications, and are superb in terms of cost and speed.”

We’ve seen this argument before from French open-weight AI startup Mistral: it argues its small models actually perform better than larger models on several benchmarks after fine-tuning. 

“The efficiency, cost-effectiveness, and adaptability of SLMs make them ideal for tailored applications where precision is paramount,” said Jon Knisley, an AI strategist at ABBYY, an Austin-based enterprise AI company. 

While Markus thinks SLMs will be key in the agentic era, Knisley says the nature of small models means they’re better for deployment on local devices, “a trend accelerated by advancements in edge computing.”

Learning through experience

In 2026, AI will move from hype to pragmatism | TechCrunch
Space ship environment created in Marble with text prompt overlayed. Note how the lights are realistically reflected in the hub’s walls.Image Credits:World Labs/TechCrunch

Humans don’t just learn through language; we learn by experiencing how the world works. But LLMs don’t really understand the world; they just predict the next word or idea. That’s why many researchers believe the next big leap will come from world models: AI systems that learn how things move and interact in 3D spaces so they can make predictions and take actions. 

Signs that 2026 will be a big year for world models are multiplying. LeCun left Meta to start his own world model lab, and is reportedly seeking a $5 billion valuation. Google’s DeepMind has been plugging away at Genie, and in August launched its latest model that builds real-time interactive general-purpose world models. Alongside demos by startups like Decart and Odyssey, Fei-Fei Li’s World Labs has launched its first commercial world model, Marble. Newcomers like General Intuition in October scored a $134 million seed round to teach agents spatial reasoning, and video generation startup Runway in December released its first world model, GWM-1

While researchers see long-term potential in robotics and autonomy, the near-term impact is likely to be seen first in video games. PitchBook predicts the market for world models in gaming could grow from $1.2 billion between 2022 and 2025 to $276 billion by 2030, driven by the tech’s ability to generate interactive worlds and more life-like non-player characters. 

Pim de Witte, founder of General Intuition, told TechCrunch virtual environments may not only reshape gaming, but also become critical testing grounds for the next generation of foundation models.

Agentic nation

Agents failed to live up to the hype in 2025, but a big reason for that is because it’s hard to connect them to the systems where work actually happens. Without a way to access tools and context, most agents were trapped in pilot workflows. 

Anthropic’s Model Context Protocol (MCP), a “USB-C for AI” that lets AI agents talk to the external tools like databases, search engines and APIs, proved the missing connective tissue, and is quickly becoming the standard. OpenAI and Microsoft have publicly embraced MCP, and Anthropic recently donated it to the Linux Foundation’s new Agentic AI Foundation, which aims to help standardize open-source agentic tools. Google also has begun standing up its own managed MCP servers to connect AI agents to its products and services. 

With MCP reducing the friction of connecting agents to real systems, 2026 is likely to be the year agentic workflows finally move from demos into day-to-day practice. 

Rajeev Dham, a partner at Sapphire Ventures, says these advancements will lead to agent-first solutions taking on “system-of-record roles” across industries. 

“As voice agents handle more end-to-end tasks such as intake and customer communication, they’ll also begin to form the underlying core systems,” Dham said. “We’ll see this in a variety of sectors like home services, proptech, and healthcare, as well as horizontal functions such as sales, IT, and support.” 

Augmentation, not automation

Image Credits:Photo by Igor Omilaev on Unsplash

While more agentic workflows might raise worries that layoffs may follow, Katanforoosh of Workera isn’t so sure that’s the message. 

“2026 will be the year of the humans,” he said. 

In 2024, every AI company predicted they would automate jobs out of needing humans. But the tech isn’t there yet, and in an unstable economy, that’s not really a popular rhetoric. Katanforoosh says next year, we’ll realize that “AI has not worked as autonomously as we thought,” and the conversation will focus more on how AI is being used to augment human workflows, rather than replace them. 

“And I think a lot of companies are going to start hiring,” he added, noting that he expects there to be new roles in AI governance, transparency, safety, and data management. “I’m pretty bullish on unemployment averaging under 4% next year.”

“People want to be above the API, not below it, and I think 2026 is an important year for this,” de Witte added.

Getting physical

Mark Zuckerberg wears a pair of Meta Oakley Vanguard AI glasses during the Meta Connect event, Sept. 17, 2025. Image Credits:David Paul Morris/Bloomberg / Getty Images

Advancements in technologies like small models, world models, and edge computing will enable more physical applications of machine learning, experts say. 

“Physical AI will hit the mainstream in 2026 as new categories of AI-powered devices, including robotics, AVs, drones and wearables start to enter the market,” Vikram Taneja, head of AT&T Ventures, told TechCrunch. 

While autonomous vehicles and robotics are obvious use cases for physical AI that will no doubt continue to grow in 2026, the training and deployment required is still expensive. Wearables, on the other hand, provide a less expensive wedge with consumer buy-in. Smart glasses like Meta’s Ray Bans are starting to ship assistants that can answer questions about what you’re looking at, and new form factors like AI-powered health rings and smart watches are normalizing always-on, on-body inference.

“Connectivity providers will work to optimize their network infrastructure to support this new wave of devices, and those with flexibility in how they can offer connectivity will be best positioned,” Taneja said.

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Thousands take the Polar Bear Plunge at Barton Springs Pool

Thousands take the Polar Bear Plunge at Barton Springs Pool

Thousands of people jumped into Barton Springs Pool for the annual Polar Bear Plunge. 

It’s a time-honored tradition to wash off the old and dive into the new year.

What they’re saying:

FOX 7 Austin caught up with one group of ladies who were very dressed up at the pool.

Debra Flanagan, Jeannie Hopper, Rita Hersey, Martha Bauer, Alexa Riley, and Janis, who didn’t want to share her last name, range in age from their 50s to their 80s. They met playing mahjong and working at a church kitchen. They also regularly come to the Polar Plunge.

“I hope that the joy that I’m feeling here today just really has a lot of people look at Barton Springs and want to keep it beautiful and natural and supported. It’s the jewel of our city,” Janis said.

The Save Our Springs Alliance, which organizes the event, has the same message.

“The springs are still beautiful, crystal clear, and clean because of the community effort that’s been made, but the threats are still here. We’re at almost record low flows, so we have to be protecting our springs and keeping people mindful of being judicious and conservative in their water use,” executive director Bill Bunch said.

High schoolers Clyde Cowan, Max Neale, and Diego Shtraikh also took part in the Polar Plunge.

“I always enjoy it. It’s a good way to start the morning after being up late for New Year’s,” Cowan said.

We asked what their goals are for the new year.

“I’m actually going to move back to Australia in June, so I’m trying to hang out with as many people as I can,” Neale said.

“Trying to cut back on some sugar,” Cowan said.

“I’m designing a fashion line right now, and so my goal is to get it done by the end of the school year,” Shtraikh said.

The Source: Information in this report comes from reporting/interviews by FOX 7 Austin’s Angela Shen

Barton Springs PoolHolidays

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The 13 clean energy stories we wish we wrote in 2025

The 13 clean energy stories we wish we wrote in 2025

But this is a different type of list. It’s about the stories we didn’t write but wish we had — sharp pieces from rival outlets big and small that uncovered new information, reframed the debate, or were simply fun to read.

Here are some of the stories from last year we wish we could claim as our own. (In a moment of meta-jealousy, it bears mentioning that the idea for a jealousy list” is borrowed from Bloomberg Businessweek, which has been publishing annual versions since 2015.)

Why don’t we have solar panels on every rooftop? Bill McKibben’s story in Mother Jones exposes the stark contrast between installing home solar in the U.S., a process mired in red tape, and doing so in Australia, Spain, Germany, and other countries where it’s so much cheaper and easier. This feisty piece makes you want to slap your forehead and ask, Why can’t we have nice things, too?” — Alison F. Takemura, reporter

Nantucket native and novelist Gabriella Burnham wrote for The Verge about the fallout from a 2024 incident in which a turbine blade broke off a New England offshore wind project. With rich detail and narrative momentum, Burnham’s reporting reveals how wealth and island dynamics became a perfect storm for renewables pushback. Nowhere else will you read about local dudes making T-shirts that read Vineyard Wind is ISIS,” and no one but a local writer like Burnham could have written a piece like this. — Clare Fieseler, reporter

President Donald Trump has pulled a total Gretchen Wieners from Mean Girls” this past year: Just like she wanted to make fetch happen, he’s trying his darnedest to make the term American energy dominance” stick. But what does it actually mean? Grist’s ever-thoughtful Kate Yoder has answers in a story I wish I had written that draws on experts, history, and smart analysis. — Ysabelle Kempe, associate editor

Apparently I let this one linger a little too long on my to-do list, because VTDigger’s Austyn Gaffney beat me to it — and, with her in-depth knowledge of Vermont politics, did a better job than I could have. It’s a fascinating, rigorously reported, and kind of frightening look into how the Koch brothers’ Americans for Prosperity is setting up shop in one of the country’s bluest states, making inroads with its brand of clean-energy and climate disinformation. — Sarah Shemkus, reporter

Democratic New York Gov. Kathy Hochul’s decision to suspend the state’s first-in-the-nation all-electric buildings law had every climate-conscious New Yorker shaking their head and asking Why?” Colin Kinniburgh of New York Focus provided an answer, albeit not a very satisfying one for anyone who cares about cleaner buildings and a healthier planet. Regardless of how you feel about the state’s constant climate backtracking, it’s a great example of journalism that breaks down the legalese so you don’t have to. — Kathryn Krawczyk, engagement editor

For journalists, there’s always a push and pull between covering news as it happens and stepping back to make sense of the headlines. This Reuters investigation on sustainable aviation fuels” does an excellent job at the latter, with a data-driven, multimedia approach. The feature reveals that, behind all the promise of progress, airlines and energy companies are falling far behind on efforts to bring low-carbon jet fuel to the skies. — Maria Gallucci, senior reporter

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Record-challenging heat, fire danger today

Record-challenging heat, fire danger today

Temps are forecast to soar into the mid-80s

Record heat possible this afternoon (Copyright KSAT-12 2025 – All Rights Reserved)

FORECAST HIGHLIGHTS

  • RECORD HEAT: Temps to reach mid-80s, record heat possible

  • FIRE DANGER: Gusty west winds and dry conditions create a fire danger

  • BEAUTIFUL WEEKEND: Sunny and slightly cooler

FORECAST

HOT FRIDAY

Temperatures are forecast to skyrocket this afternoon. A westerly wind, dry conditions, and sunny skies will help us reach near-record levels. The record is 86° set in 2006.

High temperatures today (Copyright KSAT-12 2025 – All Rights Reserved)

FIRE DANGER THIS AFTERNOON

Those same conditions are also the reason that an elevated fire threat exists today. Any outdoor burning or welding is discouraged.

Fire danger this afternoon (Copyright KSAT-12 2025 – All Rights Reserved)

WEAK FRONT = BEAUTIFUL WEEKEND

A weak cold front will slide through early on Saturday. That’ll turn the winds from westerly to northerly and drag temperatures down into the 70s. Sunday morning will see temps dip into the 40s. While north winds shouldn’t be too strong, mountain cedar may increase slightly by Sunday.

Extended forecast (Copyright KSAT-12 2025 – All Rights Reserved)

QUICK WEATHER LINKS


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Even as global crop prices fall, India’s Arya.ag is attracting investors — and staying profitable | TechCrunch

Even as global crop prices fall, India’s Arya.ag is attracting investors — and staying profitable | TechCrunch

Arya.ag, an Indian agritech company offering storage facilities near farms and offering lending services to hundreds of thousands of farmers, has drawn investor interest and remained profitable even as global crop prices continue to fall in a volatile commodities market.

The investor interest has taken shape in the latest all-equity Series D round from GEF Capital Partners, totaling $81 million, of which more than 70% was primary capital and the rest secondary share sales, according to the company.

Globally, agricultural commodity prices are falling. Risks from extreme weather, input costs, trade disruptions, and biofuel policy shifts continue to weigh on agricultural markets, the World Bank has warned. This leaves businesses exposed to price swings and inventory losses. Nonetheless, Arya.ag says it is navigating the worst of that strain by steering clear of direct commodity bets and using a model that it says helps absorb shocks from downward pricing shifts.

Founded in 2013 by former ICICI Bank executives Prasanna Rao, Anand Chandra, and Chattanathan Devarajan, Arya.ag is built around a simple idea: giving farmers more control over when and to whom they sell their crops. The Noida-based startup offers storage close to farms while allowing farmers to borrow against warehoused grain to meet immediate cash needs and connecting them with a wider pool of buyers — from agri-corporations to processors and millers — helping them avoid the pressure to sell just after harvest, when prices are often weakest.

The company operates at scale, which sets Arya.ag apart from traditional lenders, banks, and other agribusiness platforms. The startup says it aggregates and stores about $3 billion worth of grain each year — roughly 3% of national output — and facilitates around $1.5 billion in loans annually, while keeping its rate of bad loans (known as gross non-performing assets, or NPAs) below 0.5% despite the recent drop in prices.

Arya.ag lends only a portion of the value of stored grain and tracks prices closely, triggering margin calls when required rather than taking losses itself, Rao said. Borrowers can respond by repaying part of the loan or adding more grain as collateral.

“You’re not immune to risks,” Rao told TechCrunch. “But because your lending is completely secured against commodities, it will never happen that the prices will fall by 90%. You already have a margin of 30%, and with your mark to market, you’ve been able to control your NPAs and defaults.”

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In the year ended March 2025, Arya.ag generated net revenue of ₹4.5 billion (around $50 million), with first-half revenue in the current financial year rising about 30% from a year earlier to ₹3 billion ($33.3 million). Profit after tax stood at ₹340 million (about $3.78 million) last year, and has risen a further 39% so far this year, Rao said.

Arya.ag Co-founder and CEO Prasanna RaoImage Credits:Arya.ag

Arya.ag says it now reaches between 850,000 and 900,000 farmers across 60% of India’s districts, operating through a network of about 12,000 agricultural warehouses, all leased from third parties. The startup generates revenue from farmers for storage, from banks for originating loans against stored grain, and from buyers for facilitating crop sales through its platform.

Storage remains the largest contributor, accounting for about 50–55% of total revenue, while finance contributes 25–30% and the rest comes from commerce, Rao said.

Arya.ag disburses more than ₹110 billion (about $1.2 billion) in loans to farmers each year through its platform. Between ₹25 billion and ₹30 billion (roughly $278 million–$333 million) of that comes from its own balance sheet via its non-banking finance arm, Rao said, with the rest originated for partner banks.

Arya.ag’s loans carry interest rates of about 12.5% to 12.8%, well below the 24% to 36% typically charged by commission agents, Rao said, though higher than bank lending rates of around 11% to 12%. He added that banks generally do not lend in the small, local markets close to farming areas that Arya serves, where loan sizes are a fraction of typical bank tickets and borrowers are often located far from formal branches.

The startup approves loans in under five minutes with disbursements handled almost entirely digitally, Rao said.

Technology plays a central role in how Arya.ag manages risk and scale. The startup uses AI to assess grain quality for lending decisions, satellite data to track crop stress before harvest, and airtight, sensor-enabled storage bags that allow farmers to store grain for extended periods even in villages without formal warehouses.

Arya.ag plans to use the fresh capital to scale its tech deployments further, including expanding smart farm centers and deploying more digital tools closer to farms. Part of the investment, Rao said, will also go toward strengthening the startup’s blockchain-based system that digitally tracks stored grain, allowing crops used as collateral or sold through the platform to be monitored across lending and trade transactions, alongside continued investment in storage and credit infrastructure.

With the latest capital infusion and improving profitability, Arya.ag is aiming to be IPO-ready in the next 18 to 20 months, Rao said.

Beyond India, Arya.ag plans to expand selectively through a software-led model, with some of its technology already deployed in parts of Southeast Asia and Africa. The startup has a headcount of over 1,200 full-time employees.

Avendus advised Arya.ag for the new financial round.

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