Honest widower, 76, alerted IRS after they accidentally sent him $20k refund he wasn't owed... now its idiot staff are ruining his finances and threatening to seize his farm Trump's three-word threat as Iran opens up new front and oil surges to $100 per barrel Harry has reached a new low. It's such a slap in the face to his father... especially after what the King's friend told me: RICHARD EDEN Bravo cheating scandal explodes as'jealous' Nashville influencer LEAKS steamy video to destroy her Texas rival... and reality star cowboy drops insane breakup texts: 'You f***ing sl**' Prince William's'decoy' girlfriend Bryony Daniels, 44, who helped royal sneak off with Kate at St Andrews gets her own happily ever after as she weds Duke of Sutherland's nephew in gold brocade Emilia Wickstead dress Chain's unlimited'Pasta Pass' returns for an eye-watering $100 after six-year hiatus - but fans are already complaining they'll never get one I've had one myself (and the humiliating sex encounter with a 26-year-old to prove it)... so trust me, I can see all the signs: LIZ JONES Girl who killed four young friends after crashing car'while speeding' comes face-to-face with her victims' parents in court as she demands case against her is DISMISSED Olivia Wilde fires off on'creature' Elon Musk as she recalls the first time she met the Tesla'trillionaire' When to worry about your beer belly... millions of men ignore their paunch but DR PHILIPPA KAYE reveals the signs that it could be dangerous - and the 30-second test you must take now As a mother of three, I hid my cocaine in the airing cupboard and used while my family slept. No one had a clue... but this is what it did to my sex life and parenting. Ed Harris's future on Dutton Ranch revealed after he begged to'get out' of Taylor Sheridan show New Jennifer Lopez drama that means she and Ben Affleck STILL'can't escape each other'... two whole years after divorce: As she posts nearly naked selfie with humiliating detail... friends reveal what she'has to suck up' and his'prickly' outbursts Russia'is helping Iran strike CIA bases in Middle East', Western officials fear Brutal truth about Mounjaro-jowls Rosie O'Donnell.... even her $90,000 facelift can't hide this: CAROLINE BULLOCK'Shining light' homecoming queen, 18, dies of brain aneurysm just weeks after she graduated from top private school The heartbreaking discovery of a bear clinging to the top of a 35-foot telephone pole ended in tragedy. Shannon Mullens was driving from New Mexico to Oklahoma on Monday when she spotted the stranded animal near Clayton, New Mexico.

Waymo is voluntarily recalling its robotaxis after one of them collided with a telephone pole in an alley enroute to pick up a passenger, The Verge reported. The vehicle was unoccupied and no bystanders were injured. At the time of the May 21st accident, the Waymo vehicle went through an alley lined with telephone poles mounted at street level rather than on a curb, with a yellow line showing where to drive. While pulling over, it struck one of the poles at 8 MPH and sustained some damage, Waymo said. "It never made it to pick us up," the passenger waiting for the car, Jericka Mitchell, told 12News.

Code generation problems differ from common natural language problems - they require matching the exact syntax of the target language, identifying happy paths and edge cases, paying attention to numerous small details in the problem spec, and addressing other code-specific issues and requirements. Hence, many of the optimizations and tricks that have been successful in natural language generation may not be effective for code tasks. In this work, we propose a new approach to code generation by LLMs, which we call AlphaCodium - a test-based, multi-stage, code-oriented iterative flow, that improves the performances of LLMs on code problems. We tested AlphaCodium on a challenging code generation dataset called CodeContests, which includes competitive programming problems from platforms such as Codeforces. The proposed flow consistently and significantly improves results. On the validation set, for example, GPT-4 accuracy (pass@5) increased from 19% with a single well-designed direct prompt to 44% with the AlphaCodium flow. Many of the principles and best practices acquired in this work, we believe, are broadly applicable to general code generation tasks. Full implementation is available at: https://github.com/Codium-ai/AlphaCodium

This article is part of Forms From the Future, a series in which Rose Eveleth imagines the bureaucratic paperwork of tomorrow and what it says about our impending realities. At many large companies, before you can get a new computer or server or device, you have to fill out a form that tells the company not just why you need the item but who will pay for it and who is responsible for it. But as the sorts of work that humans and machines do collapse down even further, that might change. Let's say you're a manager at a big box store or a fast-food franchise or even a hospital. You might also need to fill out paperwork justifying your request for an actual person to pull boxes from a shelf, check people out at a store, deliver medication, or make a hamburger.