
Я запустил Ideogram 4 локально на Mac, а затем собрал для него нативное приложение на Swift и MLX — без отдельного Python-процесса во время рендера. Сразу честно: «6 часов против 11 минут» — не ускорение одной картинки в 35 раз, а два разных режима: максимальный Quality 2048×2048 на 48 шагах и повседневный Turbo 1152×768 на 12. Это продолжение серии о Typhoonminigen. В статье — архитектура приложения, реальные замеры, удачные решения, ограничения и ошибки, которые пришлось исправлять по пути.
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Как мы сегодня измеряем работу разработчиков: velocity, story points, lead time, cycle time, число PR и закрытых тасок. Строим красивые дашборды, считаем DORA-метрики, прогнозируем сроки, оцениваем загрузку команд.
А вот измерение инженерных решений на зачаточном уровне. В лучше случае ADR и запись в трекере техдолга. Чаще — вообще ничего.
Существующая оценка качества инженерии субъективна.
Обычно это мнение тимлида с 3–5 годами опыта в одной-двух предметных областях. При этом именно инженерные решения определяют стоимость разработки через год-два: смогут ли десять разработчиков одновременно работать над кодом и можно ли вообще масштабировать продукт без переписывания половины кодовой базы.
Сегодняшняя парадигма проста: чтобы большой проект не развалился, достаточно вытягивать DESIGN + держать выше среднего CODE QUALITY. А 2026 год показал, насколько все забивают на SECURITY, а с перформансом справляются тем, что бигтехи держат под это отдельные перф-команды: как будто уже написание (или проектирование+генерация) эффективного алгоритма больше не влияет на то, кто действительно Senior.
Бизнесу почему-то ценен разработчик, который закрывает пять задач в день (Я слышал, что в Яндексе это даже нужно для подтверждения грейда). Даже если через полгода выясняется, что каждая новая задача требует правок в двадцати файлах, а LLM не хватает контекста, чтобы просто разобраться в архитектуре проекта.
Мы научились измерять скорость разработки. Но почти не измеряем качество инженерии.
Что вообще такое инженерный уровень?
The deaf actor, who played a major role in Godzilla v Kong and its 2024 sequel, was killed in a car crash in Maryland
Kaylee Hottle, who played a major role in Godzilla v Kong and the sequel Godzilla X Kong: The New Empire, has died at the age of 18.
Her death was confirmed by her father, Joshua, in a video shared on Facebook. The stream was in American Sign Language (ASL) as the Hottle family is all deaf. “I am taking a flight that I never would like to take,” is the name of the video.
Continue reading...Thousands of people again on the streets of Delhi calling for education reforms despite police violence on Monday
Taru had come to the protest prepared this time. In one hand was an anti-government poster and in the other was a bicycle helmet. “We need to have protection in case Delhi police beat us up again,” said the 25-year-old, who stood among her friends. “We are not scared of them and we won’t run away, no matter what they do. We’ll stay here till they listen.”
On Tuesday, central Delhi still thronged with thousands of protesters, as an unprecedented expression of dissent against the powerful ruling Narendra Modi government showed no sign of abating.
Continue reading...The deaf actor, who played a major role in Godzilla vs Kong and its 2024 sequel, was killed in a car crash in Maryland
Kaylee Hottle, who played a major role in Godzilla vs Kong and the sequel Godzilla x Kong: The New Empire, has died at the age of 18.
Her death was confirmed by her father, Joshua, in a video shared on Facebook. The stream was in American Sign Language (ASL) as the Hottle family is all deaf. “I am taking a flight that I never would like to take,” is the name of the video.
Continue reading...Thousands of people again on the streets of Delhi calling for education reforms despite police violence on Monday
Taru had come to the protest prepared this time. In one hand was an anti-government poster and in the other was a bicycle helmet. “We need to have protection in case Delhi police beat us up again,” said the 25-year-old, who stood among her friends. “We are not scared of them and we won’t run away, no matter what they do. We’ll stay here till they listen.”
On Tuesday, central Delhi still thronged with thousands of protesters, as an unprecedented expression of dissent against the powerful ruling Narendra Modi government showed no sign of abating.
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Вчера стал для меня днем, когда буквально за пятнадцать минут моя SMM-система превратилась из умного набора связанных баз данных и настроенных страниц в бэкенд для искусственного интеллекта.
Изменения настолько значительны, что меняют саму суть SMM-системы. Раньше она представляла собой пространство для хранения и управления информацией, а теперь превратилась в автоматизированную платформу, где ИИ читает базы данных, понимает бизнес-процессы и принимает в них участие как член команды.
О том, как я это сделал и какие возможности получила моя система, — в этой статье.
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The U.S. Food and Drug Administration (FDA) said on Sunday, July 19, that a test that appeared to find Cyclospora in shredded iceberg lettuce was actually a “false positive.”
The FDA previously said that laboratory testing had identified Cyclospora, the parasite responsible for a multistate diarrhea outbreak that has sickened thousands, in a sample of shredded iceberg lettuce supplied by Taylor Farms de Mexico. But after reviewing the sample results again, the agency said it was revising its announcement.
“Due to the complexity in detection of Cyclospora, FDA laboratory experts…have concluded that the finding does not represent true amplification and should be considered a false positive,” the agency wrote in a July 20 post on X. FDA officials stressed, however, that Taylor Farms locations in Mexico and iceberg lettuce remain linked to the outbreak despite the false positive result.
Here’s what else you should know about the cyclosporiasis outbreak and what you can do to protect yourself.
Federal health officials previously linked shredded iceberg lettuce supplied by Taylor Farms to Taco Bell restaurants in five states to at least 1,600 cyclosporiasis infections.
On Saturday, July 18, the FDA said (in a page that has since been deleted) that a sample of Taylor Farms shredded iceberg lettuce had tested positive for Cyclospora. The sample was collected as part of the agency’s outbreak investigation from a batch of imported products at the southern border, the FDA said. The following day, the agency said the test had been a false positive. It later stressed that Taylor Farms lettuce remained implicated as a potential source of the outbreak despite the testing error.
The FDA said in the post on X that its “traceback investigation and outbreak data,” including interviews with people sickened by Cyclospora, “continue to converge on shredded iceberg lettuce from Taylor Farms locations in central Mexico.”
“To clarify, this false-positive lab sample DOES NOT change the basis for FDA’s ongoing outbreak investigation or the overwhelming epidemiological data supporting the current voluntary recall by Taylor Farms,” the FDA post said.
Taylor Farms, a major lettuce supplier to U.S. supermarkets and fast-food chains, said Sunday that it had voluntarily recalled its iceberg lettuce grown and processed in central Mexico “in an abundance of caution.”
The company added that the FDA had “apologized” for its testing mistake. An FDA official said at a press conference Monday that the agency had not apologized to Taylor Farms, but had notified the company of the results of its testing process.
Even if iceberg lettuce is confirmed as a source of some cyclosporiasis cases, it might not be the only culprit of infections across the country, says Don Schaffner, a food-science expert at Rutgers University.
The FDA said at a press conference on Monday that it has investigated multiple clusters of cyclosporiasis cases since May, though the outbreak linked to Taco Bell and Taylor Farms is the largest.
Past cyclosporiasis outbreaks in the U.S. have been linked to fresh produce such as raspberries, cilantro, snow peas, and leafy greens. Cyclosporiasis can also be acquired via contaminated water. “You can get it from a variety of different sources,” Schaffner says. “There’s this correlation with Taco Bell lettuce, but there are probably other outbreaks going on, making it hard to find just one cause.”
A false positive happens when a test says something is present, but it actually isn’t. Food-safety experts say a false positive result for Cyclospora in food is common.
The way to test for Cyclospora in a food sample is to do a polymerase chain reaction, or PCR, test, Schaffner says. The test works by attempting to find the parasite’s DNA and then amplifying what it finds. “It will keep doubling the DNA until it reaches a detectable signal,” Schaffner says.
But if the sample is compromised or too many cycles of the test are run, “you can also amplify garbage DNA in the sample” that is not from the parasite but is similar enough to fool the test, which could result in a false positive, Schaffner says.
The FDA hasn’t explained how the false positive result came about or why it was reported publicly. The agency has said only that its laboratory experts “re-reviewed” the positive lettuce sample and concluded that the initial finding was incorrect.
Cyclospora is difficult to detect in food, FDA officials have said, and detecting the parasite in iceberg lettuce is particularly tricky as the vegetable’s short shelf-life and the parasite’s long incubation period mean that by the time people are sickened, the contaminated lettuce is usually gone from store shelves and restaurant tables.
The FDA has urged consumers, restaurants, and retailers to discard and not consume all recalled iceberg lettuce distributed by Taylor Fresh Foods. The recalled lettuce was distributed from June 29 to July 16 in 27 states.
The FDA also says to avoid eating “recalled lettuce at any Taco Bell location” or other restaurants. “If you don’t know the source of the iceberg lettuce, ask the restaurant,” the agency advises.
To help reduce the risk of cyclosporiasis, the U.S. Centers for Disease Control and Prevention recommends that people wash all fruits and vegetables under running water, including produce labeled as pre-washed. Firm fruits and vegetables, such as cucumbers and melons, should be scrubbed with a produce brush, the agency says.
Cooking vegetables and fruits to an internal temperature of at least 158°F can kill Cyclospora. But some food-safety experts say it is probably OK to eat that Caesar salad or burger with shredded greens. Schaffner, the Rutgers expert, says he hasn’t changed his own eating habits and continues to eat salads daily.
“Maybe don’t eat lettuce at Taco Bell in Michigan four weeks ago,” he jokes, referring to the state hard-hit by the Cyclospora outbreak. Michigan state health officials said on July 21 that more than 6,500 cases of cyclosporiasis have been reported in the state since June 22.
“I know people are worried, but I don’t think you need to stop eating fresh produce,” Schaffner says.
Wade Syers, who lives in Michigan and is Michigan State University Extension’s food-safety specialist, says he too is eating lettuce and doesn’t think people need to shy away from fresh fruits and vegetables.
“What I’ve been advising everyone to do is to follow food-safety guidelines, which is what we should be doing anyway: wash your hands before, during and after food prep, for example, and rinse all produce under running water,” he says.
With lettuce, he advises buying a whole head of it and removing the outer leaves before washing the rest thoroughly. Also keep an eye out for recall notices and outbreak updates, he says.
If you do develop symptoms of cyclosporiasis, which include watery and sometimes explosive diarrhea, the CDC recommends contacting your doctor, getting tested, and staying hydrated.
Johnson is delusional ex-tennis player The Hammer, who has to switch to the sport he loathes after injury
There’s some funny stuff here in this engagingly silly sports comedy from producer-star Jake Johnson about the world of pickleball, and how this (allegedly) facile pseudo-tennis game for children and old people threatens to infantilise and dumb down the world of tennis itself.
Dusty (Johnson) is a middle-aged loser, delusionally nicknamed The Hammer, who once showed early promise at tennis before getting crushed by a humiliating teen encounter with the young Andy Roddick (playing himself in cameo). These days Dusty coaches at the tennis club owned by his dad (Ed Harris), who is scowlingly contemptuous of everything Dusty says and does. Only one thing allows poor Dusty to reclaim his self-respect as a man and a tennis player: his utter loathing for pickleball, whose followers are grudgingly permitted one of their toytown mini-courts at the club – and he duly gets a meet-cute quarrel with pickleball enthusiast Candace (Mary Steenburgen).
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The Geopolitics World Cup is already fading from view, replaced by a thin July gruel of pre-season friendlies and transfer tales. But there’s still time to cast another look back over the 48-team, 104-game, 308-goal leviathan that has dominated the last six weeks of our lives. Without further ado, here are 48 reasons to cherish this year’s World Cup (minus the Geopolitics).
Continue reading...A woman ostentatiously making her own pasta in an eaterie in Florence or Rome might seem the height of authenticity. But travellers, beware ...
Name: Pasta windows.
Age: Pretty new.
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