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McKinsey and General Catalyst execs say the era of ‘learn once, work forever’ is over | TechCrunch

McKinsey and General Catalyst execs say the era of ‘learn once, work forever’ is over | TechCrunch

If there is one point of consensus among the CES 2026 keynote speakers, it is that AI is reshaping technology with a speed and scale unlike any previous technological revolution.

In a live taping on Tuesday of the All-In podcast, co-host Jason Calacanis interviewed Bob Sternfels, Global Managing Partner of McKinsey & Company, and Hemant Taneja, CEO of General Catalyst. Their discussion focused on how AI is transforming investment strategies and the workforce.

“The world has completely changed,” Taneja said about the unprecedented growth of AI companies. He noted that while it took Stripe about 12 years to reach a $100 billion valuation, Anthropic, another General Catalyst portfolio company, soared from a $60 billion valuation last year to a “couple hundred billion dollars” this year.

Taneja believes we are on the verge of seeing a new wave of trillion-dollar companies. “That’s not a pie-in-the-sky idea with Anthropic, OpenAI, and a couple of others,” he said.

Calacanis pressed them on what’s driving this explosive growth. According to McKinsey’s Sternfels, while many companies are testing AI products, non-tech enterprises remain on the fence about full adoption. Sternfels says the question that McKinsey consultants often hear from CEOs is: “Do I listen to my CFO or my CIO right now?”

CFOs, seeing little return on investment, argue for delaying implementation. Meanwhile, CIOs claim it’s “crazy” not to adopt AI because “we’ll be disrupted,” Sternfels said.

Another key concern is how AI is reshaping the labor force. “Some people are looking at AI and they’re scared,” Calacanis said, noting concerns that AI could replace entry-level jobs traditionally filled by recent graduates. He asked Sternfels and Taneja for advice on what young people should do in this new landscape.

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Sternfels said that while AI models can handle many tasks, sound judgment and creativity remain the essential skills humans must bring to succeed in an AI-infused world.

Meanwhile, Taneja argued that people must recognize that “skilling and re-skilling” will be a lifelong endeavor. “This idea that we spend 22 years learning and then 40 years working is broken,” he said.

Calacanis agreed that in a world where it may take less time to build an AI agent than to train a new worker, people must find ways to stay relevant. “To stand out, you’re going to have to show chutzpah, drive, passion,” he said.

Sternfels provided a glimpse into that future. While he expects McKinsey to have as many “personalized” AI agents as employees by the end of 2026, he noted that headcount will not necessarily decrease. Instead, the firm is shifting its composition; it’s increasing employees who work directly with clients by 25% while reducing back-office roles by the same percentage.

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ASUS Vivobook 15, which it claims is India’s first laptop powered by Intel’s new Core 5 Series 3 processor. Alongside it, ASUS has also introduced a new TUF Gaming A15 variant and announced discounts across its gaming and consumer laptop lineup.

The new Vivobook 15 is aimed at students, professionals, and anyone looking for an everyday AI-ready laptop without stepping into premium creator or gaming territory.

ASUS Vivobook 15 Brings Intel’s New Core 5 Series 3 Processor

ASUS Vivobook 15 Debuts in India With Intel Core 5 Series 3 Chip: Price & Specs
	
If you’re planning to pick up a new laptop during Amazon Prime Day or Flipkart’s GOAT Sale, ASUS has just added another option to the list. The company has launched the new ASUS Vivobook 15, which it claims is India’s first laptop powered by Intel’s new Core 5 Series 3 processor. Alongside it, ASUS has also introduced a new TUF Gaming A15 variant and announced discounts across its gaming and consumer laptop lineup.



The new Vivobook 15 is aimed at students, professionals, and anyone looking for an everyday AI-ready laptop without stepping into premium creator or gaming territory.



ASUS Vivobook 15 Brings Intel’s New Core 5 Series 3 Processor







The biggest highlight of the new Vivobook 15 is its Intel Core 5 Series 3 processor, which includes an integrated Intel AI Boost NPU capable of delivering up to 16 TOPS of AI performance. While it isn’t a full-fledged Copilot+ PC, it is designed to support Windows’ growing list of AI-powered features. The laptop features a 15.6-inch Full HD anti-glare display, 16GB of DDR5 RAM, and a 512GB PCIe 4.0 SSD. ASUS says the combination is built to handle everyday multitasking, office work, web browsing, media consumption, and light creative workloads.



Connectivity includes Wi-Fi 6, while the rest of the package is fairly premium for this segment. You get a backlit keyboard, a dedicated Copilot key for quickly launching Microsoft’s AI assistant, a fingerprint reader for Windows Hello authentication, and a physical privacy shutter for the HD webcam.



Despite the large display, the Vivobook 15 weighs 1.7kg and also carries MIL-STD-810H military-grade durability certification, which should help it withstand the occasional bump during daily commuting. The laptop will be available exclusively through Amazon and Flipkart in Cool Silver, Quiet Blue, and Terra Cotta.



ASUS Also Launches a New TUF Gaming A15



Gamers aren’t being left out either. ASUS has also announced a new TUF Gaming A15 (FA506NCG-HN192WS) as part of Amazon Prime Day.



The laptop pairs an AMD Ryzen 7 8845HS processor with an NVIDIA GeForce RTX 3050 GPU with 4GB of memory, alongside 16GB of DDR5 RAM and a 512GB PCIe 4.0 SSD. It also gets a 15.6-inch Full HD 144Hz display, making it a suitable option for esports titles and AAA games at medium to high settings. The TUF Gaming A15 carries a starting price of ₹1,24,990.

#ASUS #Vivobook #Debuts #India #Intel #Core #Series #Chip #Price #SpecsAsus

The biggest highlight of the new Vivobook 15 is its Intel Core 5 Series 3 processor, which includes an integrated Intel AI Boost NPU capable of delivering up to 16 TOPS of AI performance. While it isn’t a full-fledged Copilot+ PC, it is designed to support Windows’ growing list of AI-powered features. The laptop features a 15.6-inch Full HD anti-glare display, 16GB of DDR5 RAM, and a 512GB PCIe 4.0 SSD. ASUS says the combination is built to handle everyday multitasking, office work, web browsing, media consumption, and light creative workloads.

Connectivity includes Wi-Fi 6, while the rest of the package is fairly premium for this segment. You get a backlit keyboard, a dedicated Copilot key for quickly launching Microsoft’s AI assistant, a fingerprint reader for Windows Hello authentication, and a physical privacy shutter for the HD webcam.

Despite the large display, the Vivobook 15 weighs 1.7kg and also carries MIL-STD-810H military-grade durability certification, which should help it withstand the occasional bump during daily commuting. The laptop will be available exclusively through Amazon and Flipkart in Cool Silver, Quiet Blue, and Terra Cotta.

ASUS Also Launches a New TUF Gaming A15

Gamers aren’t being left out either. ASUS has also announced a new TUF Gaming A15 (FA506NCG-HN192WS) as part of Amazon Prime Day.

The laptop pairs an AMD Ryzen 7 8845HS processor with an NVIDIA GeForce RTX 3050 GPU with 4GB of memory, alongside 16GB of DDR5 RAM and a 512GB PCIe 4.0 SSD. It also gets a 15.6-inch Full HD 144Hz display, making it a suitable option for esports titles and AAA games at medium to high settings. The TUF Gaming A15 carries a starting price of ₹1,24,990.

#ASUS #Vivobook #Debuts #India #Intel #Core #Series #Chip #Price #SpecsAsus">ASUS Vivobook 15 Debuts in India With Intel Core 5 Series 3 Chip: Price & Specs
	
If you’re planning to pick up a new laptop during Amazon Prime Day or Flipkart’s GOAT Sale, ASUS has just added another option to the list. The company has launched the new ASUS Vivobook 15, which it claims is India’s first laptop powered by Intel’s new Core 5 Series 3 processor. Alongside it, ASUS has also introduced a new TUF Gaming A15 variant and announced discounts across its gaming and consumer laptop lineup.



The new Vivobook 15 is aimed at students, professionals, and anyone looking for an everyday AI-ready laptop without stepping into premium creator or gaming territory.



ASUS Vivobook 15 Brings Intel’s New Core 5 Series 3 Processor







The biggest highlight of the new Vivobook 15 is its Intel Core 5 Series 3 processor, which includes an integrated Intel AI Boost NPU capable of delivering up to 16 TOPS of AI performance. While it isn’t a full-fledged Copilot+ PC, it is designed to support Windows’ growing list of AI-powered features. The laptop features a 15.6-inch Full HD anti-glare display, 16GB of DDR5 RAM, and a 512GB PCIe 4.0 SSD. ASUS says the combination is built to handle everyday multitasking, office work, web browsing, media consumption, and light creative workloads.



Connectivity includes Wi-Fi 6, while the rest of the package is fairly premium for this segment. You get a backlit keyboard, a dedicated Copilot key for quickly launching Microsoft’s AI assistant, a fingerprint reader for Windows Hello authentication, and a physical privacy shutter for the HD webcam.



Despite the large display, the Vivobook 15 weighs 1.7kg and also carries MIL-STD-810H military-grade durability certification, which should help it withstand the occasional bump during daily commuting. The laptop will be available exclusively through Amazon and Flipkart in Cool Silver, Quiet Blue, and Terra Cotta.



ASUS Also Launches a New TUF Gaming A15



Gamers aren’t being left out either. ASUS has also announced a new TUF Gaming A15 (FA506NCG-HN192WS) as part of Amazon Prime Day.



The laptop pairs an AMD Ryzen 7 8845HS processor with an NVIDIA GeForce RTX 3050 GPU with 4GB of memory, alongside 16GB of DDR5 RAM and a 512GB PCIe 4.0 SSD. It also gets a 15.6-inch Full HD 144Hz display, making it a suitable option for esports titles and AAA games at medium to high settings. The TUF Gaming A15 carries a starting price of ₹1,24,990.

#ASUS #Vivobook #Debuts #India #Intel #Core #Series #Chip #Price #SpecsAsus

, which it claims is India’s first laptop powered by Intel’s new Core 5 Series 3 processor. Alongside it, ASUS has also introduced a new TUF Gaming A15 variant and announced discounts across its gaming and consumer laptop lineup.

The new Vivobook 15 is aimed at students, professionals, and anyone looking for an everyday AI-ready laptop without stepping into premium creator or gaming territory.

ASUS Vivobook 15 Brings Intel’s New Core 5 Series 3 Processor

ASUS Vivobook 15 Debuts in India With Intel Core 5 Series 3 Chip: Price & Specs
	
If you’re planning to pick up a new laptop during Amazon Prime Day or Flipkart’s GOAT Sale, ASUS has just added another option to the list. The company has launched the new ASUS Vivobook 15, which it claims is India’s first laptop powered by Intel’s new Core 5 Series 3 processor. Alongside it, ASUS has also introduced a new TUF Gaming A15 variant and announced discounts across its gaming and consumer laptop lineup.



The new Vivobook 15 is aimed at students, professionals, and anyone looking for an everyday AI-ready laptop without stepping into premium creator or gaming territory.



ASUS Vivobook 15 Brings Intel’s New Core 5 Series 3 Processor







The biggest highlight of the new Vivobook 15 is its Intel Core 5 Series 3 processor, which includes an integrated Intel AI Boost NPU capable of delivering up to 16 TOPS of AI performance. While it isn’t a full-fledged Copilot+ PC, it is designed to support Windows’ growing list of AI-powered features. The laptop features a 15.6-inch Full HD anti-glare display, 16GB of DDR5 RAM, and a 512GB PCIe 4.0 SSD. ASUS says the combination is built to handle everyday multitasking, office work, web browsing, media consumption, and light creative workloads.



Connectivity includes Wi-Fi 6, while the rest of the package is fairly premium for this segment. You get a backlit keyboard, a dedicated Copilot key for quickly launching Microsoft’s AI assistant, a fingerprint reader for Windows Hello authentication, and a physical privacy shutter for the HD webcam.



Despite the large display, the Vivobook 15 weighs 1.7kg and also carries MIL-STD-810H military-grade durability certification, which should help it withstand the occasional bump during daily commuting. The laptop will be available exclusively through Amazon and Flipkart in Cool Silver, Quiet Blue, and Terra Cotta.



ASUS Also Launches a New TUF Gaming A15



Gamers aren’t being left out either. ASUS has also announced a new TUF Gaming A15 (FA506NCG-HN192WS) as part of Amazon Prime Day.



The laptop pairs an AMD Ryzen 7 8845HS processor with an NVIDIA GeForce RTX 3050 GPU with 4GB of memory, alongside 16GB of DDR5 RAM and a 512GB PCIe 4.0 SSD. It also gets a 15.6-inch Full HD 144Hz display, making it a suitable option for esports titles and AAA games at medium to high settings. The TUF Gaming A15 carries a starting price of ₹1,24,990.

#ASUS #Vivobook #Debuts #India #Intel #Core #Series #Chip #Price #SpecsAsus

The biggest highlight of the new Vivobook 15 is its Intel Core 5 Series 3 processor, which includes an integrated Intel AI Boost NPU capable of delivering up to 16 TOPS of AI performance. While it isn’t a full-fledged Copilot+ PC, it is designed to support Windows’ growing list of AI-powered features. The laptop features a 15.6-inch Full HD anti-glare display, 16GB of DDR5 RAM, and a 512GB PCIe 4.0 SSD. ASUS says the combination is built to handle everyday multitasking, office work, web browsing, media consumption, and light creative workloads.

Connectivity includes Wi-Fi 6, while the rest of the package is fairly premium for this segment. You get a backlit keyboard, a dedicated Copilot key for quickly launching Microsoft’s AI assistant, a fingerprint reader for Windows Hello authentication, and a physical privacy shutter for the HD webcam.

Despite the large display, the Vivobook 15 weighs 1.7kg and also carries MIL-STD-810H military-grade durability certification, which should help it withstand the occasional bump during daily commuting. The laptop will be available exclusively through Amazon and Flipkart in Cool Silver, Quiet Blue, and Terra Cotta.

ASUS Also Launches a New TUF Gaming A15

Gamers aren’t being left out either. ASUS has also announced a new TUF Gaming A15 (FA506NCG-HN192WS) as part of Amazon Prime Day.

The laptop pairs an AMD Ryzen 7 8845HS processor with an NVIDIA GeForce RTX 3050 GPU with 4GB of memory, alongside 16GB of DDR5 RAM and a 512GB PCIe 4.0 SSD. It also gets a 15.6-inch Full HD 144Hz display, making it a suitable option for esports titles and AAA games at medium to high settings. The TUF Gaming A15 carries a starting price of ₹1,24,990.

#ASUS #Vivobook #Debuts #India #Intel #Core #Series #Chip #Price #SpecsAsus">ASUS Vivobook 15 Debuts in India With Intel Core 5 Series 3 Chip: Price & Specs

If you’re planning to pick up a new laptop during Amazon Prime Day or Flipkart’s GOAT Sale, ASUS has just added another option to the list. The company has launched the new ASUS Vivobook 15, which it claims is India’s first laptop powered by Intel’s new Core 5 Series 3 processor. Alongside it, ASUS has also introduced a new TUF Gaming A15 variant and announced discounts across its gaming and consumer laptop lineup.

The new Vivobook 15 is aimed at students, professionals, and anyone looking for an everyday AI-ready laptop without stepping into premium creator or gaming territory.

ASUS Vivobook 15 Brings Intel’s New Core 5 Series 3 Processor

ASUS Vivobook 15 Debuts in India With Intel Core 5 Series 3 Chip: Price & Specs
	
If you’re planning to pick up a new laptop during Amazon Prime Day or Flipkart’s GOAT Sale, ASUS has just added another option to the list. The company has launched the new ASUS Vivobook 15, which it claims is India’s first laptop powered by Intel’s new Core 5 Series 3 processor. Alongside it, ASUS has also introduced a new TUF Gaming A15 variant and announced discounts across its gaming and consumer laptop lineup.



The new Vivobook 15 is aimed at students, professionals, and anyone looking for an everyday AI-ready laptop without stepping into premium creator or gaming territory.



ASUS Vivobook 15 Brings Intel’s New Core 5 Series 3 Processor







The biggest highlight of the new Vivobook 15 is its Intel Core 5 Series 3 processor, which includes an integrated Intel AI Boost NPU capable of delivering up to 16 TOPS of AI performance. While it isn’t a full-fledged Copilot+ PC, it is designed to support Windows’ growing list of AI-powered features. The laptop features a 15.6-inch Full HD anti-glare display, 16GB of DDR5 RAM, and a 512GB PCIe 4.0 SSD. ASUS says the combination is built to handle everyday multitasking, office work, web browsing, media consumption, and light creative workloads.



Connectivity includes Wi-Fi 6, while the rest of the package is fairly premium for this segment. You get a backlit keyboard, a dedicated Copilot key for quickly launching Microsoft’s AI assistant, a fingerprint reader for Windows Hello authentication, and a physical privacy shutter for the HD webcam.



Despite the large display, the Vivobook 15 weighs 1.7kg and also carries MIL-STD-810H military-grade durability certification, which should help it withstand the occasional bump during daily commuting. The laptop will be available exclusively through Amazon and Flipkart in Cool Silver, Quiet Blue, and Terra Cotta.



ASUS Also Launches a New TUF Gaming A15



Gamers aren’t being left out either. ASUS has also announced a new TUF Gaming A15 (FA506NCG-HN192WS) as part of Amazon Prime Day.



The laptop pairs an AMD Ryzen 7 8845HS processor with an NVIDIA GeForce RTX 3050 GPU with 4GB of memory, alongside 16GB of DDR5 RAM and a 512GB PCIe 4.0 SSD. It also gets a 15.6-inch Full HD 144Hz display, making it a suitable option for esports titles and AAA games at medium to high settings. The TUF Gaming A15 carries a starting price of ₹1,24,990.

#ASUS #Vivobook #Debuts #India #Intel #Core #Series #Chip #Price #SpecsAsus

The biggest highlight of the new Vivobook 15 is its Intel Core 5 Series 3 processor, which includes an integrated Intel AI Boost NPU capable of delivering up to 16 TOPS of AI performance. While it isn’t a full-fledged Copilot+ PC, it is designed to support Windows’ growing list of AI-powered features. The laptop features a 15.6-inch Full HD anti-glare display, 16GB of DDR5 RAM, and a 512GB PCIe 4.0 SSD. ASUS says the combination is built to handle everyday multitasking, office work, web browsing, media consumption, and light creative workloads.

Connectivity includes Wi-Fi 6, while the rest of the package is fairly premium for this segment. You get a backlit keyboard, a dedicated Copilot key for quickly launching Microsoft’s AI assistant, a fingerprint reader for Windows Hello authentication, and a physical privacy shutter for the HD webcam.

Despite the large display, the Vivobook 15 weighs 1.7kg and also carries MIL-STD-810H military-grade durability certification, which should help it withstand the occasional bump during daily commuting. The laptop will be available exclusively through Amazon and Flipkart in Cool Silver, Quiet Blue, and Terra Cotta.

ASUS Also Launches a New TUF Gaming A15

Gamers aren’t being left out either. ASUS has also announced a new TUF Gaming A15 (FA506NCG-HN192WS) as part of Amazon Prime Day.

The laptop pairs an AMD Ryzen 7 8845HS processor with an NVIDIA GeForce RTX 3050 GPU with 4GB of memory, alongside 16GB of DDR5 RAM and a 512GB PCIe 4.0 SSD. It also gets a 15.6-inch Full HD 144Hz display, making it a suitable option for esports titles and AAA games at medium to high settings. The TUF Gaming A15 carries a starting price of ₹1,24,990.

#ASUS #Vivobook #Debuts #India #Intel #Core #Series #Chip #Price #SpecsAsus

Johannes Heidecke, the Head of Safety Systems at OpenAI, is leaving. I know what you’re thinking: Hey, didn’t the head of safety at OpenAI just leave?

In fact, it feels like a head of safety at OpenAI is pretty much always leaving. Working in safety leadership—loosely defined—at OpenAI is a little like working as a drummer in the band Spinal Tap; lots of turnover. I’m not the world’s premier OpenAI Kremlinologist, so I might be missing some details and nuance, but here’s my basic timeline:

According to Wired, those previously reporting to Heidecke’s safety teams will be led by Mia Glaese, who is a VP, and also the head of alignment. However, there does seem to be an other replacement for Heidecke, according to Wired. Saachi Jain, former leader of safety teams, will now be an “interim head of safety systems” under Glaese.

What exactly keeps happening inside OpenAI’s offices is anyone’s guess, but OpenAI research chief Mark Chen did at least give Wired a hint, saying, “The demands on safety continue to increase—we are training models at a much faster cadence, and release cycles have come down greatly in turn,” and added, “As a result, we have bigger coordination challenges around safety today than ever before.”

The generous reading is that this is still an immature industry. The points along the chain where safety considerations are needed genuinely may keep jumping around as OpenAI figures out how best to build its products. Perhaps today’s sensible safety test procedure is tomorrow’s unnecessary bottleneck.

And there’s no actual direct evidence for a less generous reading of Heidecke’s departure—for instance, one in which any such consideration is a post-hoc rationalization for a pruning of safety procedures in service of faster product rollouts.

#Safety #Leader #OpenAI #Leftai alignment,AI safety,OpenAI">Yet Another Safety Leader at OpenAI Has Left
                Johannes Heidecke, the Head of Safety Systems at OpenAI, is leaving. I know what you’re thinking: Hey, didn’t the head of safety at OpenAI just leave? In fact, it feels like a head of safety at OpenAI is pretty much always leaving. Working in safety leadership—loosely defined—at OpenAI is a little like working as a drummer in the band Spinal Tap; lots of turnover. I’m not the world’s premier OpenAI Kremlinologist, so I might be missing some details and nuance, but here’s my basic timeline:  According to Wired, those previously reporting to Heidecke’s safety teams will be led by Mia Glaese, who is a VP, and also the head of alignment. However, there does seem to be an other replacement for Heidecke, according to Wired. Saachi Jain, former leader of safety teams, will now be an “interim head of safety systems” under Glaese. What exactly keeps happening inside OpenAI’s offices is anyone’s guess, but OpenAI research chief Mark Chen did at least give Wired a hint, saying, “The demands on safety continue to increase—we are training models at a much faster cadence, and release cycles have come down greatly in turn,” and added, “As a result, we have bigger coordination challenges around safety today than ever before.”

 The generous reading is that this is still an immature industry. The points along the chain where safety considerations are needed genuinely may keep jumping around as OpenAI figures out how best to build its products. Perhaps today’s sensible safety test procedure is tomorrow’s unnecessary bottleneck.

 And there’s no actual direct evidence for a less generous reading of Heidecke’s departure—for instance, one in which any such consideration is a post-hoc rationalization for a pruning of safety procedures in service of faster product rollouts.      #Safety #Leader #OpenAI #Leftai alignment,AI safety,OpenAI

working as a drummer in the band Spinal Tap; lots of turnover. I’m not the world’s premier OpenAI Kremlinologist, so I might be missing some details and nuance, but here’s my basic timeline:

According to Wired, those previously reporting to Heidecke’s safety teams will be led by Mia Glaese, who is a VP, and also the head of alignment. However, there does seem to be an other replacement for Heidecke, according to Wired. Saachi Jain, former leader of safety teams, will now be an “interim head of safety systems” under Glaese.

What exactly keeps happening inside OpenAI’s offices is anyone’s guess, but OpenAI research chief Mark Chen did at least give Wired a hint, saying, “The demands on safety continue to increase—we are training models at a much faster cadence, and release cycles have come down greatly in turn,” and added, “As a result, we have bigger coordination challenges around safety today than ever before.”

The generous reading is that this is still an immature industry. The points along the chain where safety considerations are needed genuinely may keep jumping around as OpenAI figures out how best to build its products. Perhaps today’s sensible safety test procedure is tomorrow’s unnecessary bottleneck.

And there’s no actual direct evidence for a less generous reading of Heidecke’s departure—for instance, one in which any such consideration is a post-hoc rationalization for a pruning of safety procedures in service of faster product rollouts.

#Safety #Leader #OpenAI #Leftai alignment,AI safety,OpenAI">Yet Another Safety Leader at OpenAI Has LeftYet Another Safety Leader at OpenAI Has Left
                Johannes Heidecke, the Head of Safety Systems at OpenAI, is leaving. I know what you’re thinking: Hey, didn’t the head of safety at OpenAI just leave? In fact, it feels like a head of safety at OpenAI is pretty much always leaving. Working in safety leadership—loosely defined—at OpenAI is a little like working as a drummer in the band Spinal Tap; lots of turnover. I’m not the world’s premier OpenAI Kremlinologist, so I might be missing some details and nuance, but here’s my basic timeline:  According to Wired, those previously reporting to Heidecke’s safety teams will be led by Mia Glaese, who is a VP, and also the head of alignment. However, there does seem to be an other replacement for Heidecke, according to Wired. Saachi Jain, former leader of safety teams, will now be an “interim head of safety systems” under Glaese. What exactly keeps happening inside OpenAI’s offices is anyone’s guess, but OpenAI research chief Mark Chen did at least give Wired a hint, saying, “The demands on safety continue to increase—we are training models at a much faster cadence, and release cycles have come down greatly in turn,” and added, “As a result, we have bigger coordination challenges around safety today than ever before.”

 The generous reading is that this is still an immature industry. The points along the chain where safety considerations are needed genuinely may keep jumping around as OpenAI figures out how best to build its products. Perhaps today’s sensible safety test procedure is tomorrow’s unnecessary bottleneck.

 And there’s no actual direct evidence for a less generous reading of Heidecke’s departure—for instance, one in which any such consideration is a post-hoc rationalization for a pruning of safety procedures in service of faster product rollouts.      #Safety #Leader #OpenAI #Leftai alignment,AI safety,OpenAI

Johannes Heidecke, the Head of Safety Systems at OpenAI, is leaving. I know what you’re thinking: Hey, didn’t the head of safety at OpenAI just leave?

In fact, it feels like a head of safety at OpenAI is pretty much always leaving. Working in safety leadership—loosely defined—at OpenAI is a little like working as a drummer in the band Spinal Tap; lots of turnover. I’m not the world’s premier OpenAI Kremlinologist, so I might be missing some details and nuance, but here’s my basic timeline:

According to Wired, those previously reporting to Heidecke’s safety teams will be led by Mia Glaese, who is a VP, and also the head of alignment. However, there does seem to be an other replacement for Heidecke, according to Wired. Saachi Jain, former leader of safety teams, will now be an “interim head of safety systems” under Glaese.

What exactly keeps happening inside OpenAI’s offices is anyone’s guess, but OpenAI research chief Mark Chen did at least give Wired a hint, saying, “The demands on safety continue to increase—we are training models at a much faster cadence, and release cycles have come down greatly in turn,” and added, “As a result, we have bigger coordination challenges around safety today than ever before.”

The generous reading is that this is still an immature industry. The points along the chain where safety considerations are needed genuinely may keep jumping around as OpenAI figures out how best to build its products. Perhaps today’s sensible safety test procedure is tomorrow’s unnecessary bottleneck.

And there’s no actual direct evidence for a less generous reading of Heidecke’s departure—for instance, one in which any such consideration is a post-hoc rationalization for a pruning of safety procedures in service of faster product rollouts.

#Safety #Leader #OpenAI #Leftai alignment,AI safety,OpenAI

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