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GeekWire
- AI goes from tool to teammate: Amazon Web Services SVP Colleen Aubrey on the dawn of agentic work
AI goes from tool to teammate: Amazon Web Services SVP Colleen Aubrey on the dawn of agentic work

LAS VEGAS β Speaking this week on the Amazon Web Services re:Invent stage, AWS executive Colleen Aubrey delivered a prediction that doubled as a wake-up call for companies still thinking of AI as just another tool.
βI believe that over the next few years, agentic teammates can be essential to every team β as essential as the people sitting right next to you,β Aubrey said during the Wednesday keynote. βThey will fundamentally transform how companies build and deliver for their customers.β
But what does that look like in practice? On her own team, for example, she challenged groups that once had 50 people taking nine months to deliver a new product to do the same with 10 people working for three months.
Meanwhile, non-engineers such as finance analysts are building working prototypes using AI tools, contributing code in Amazonβs Kiro agentic development tool alongside engineers and feeding those prototypes into Amazonβs famous PR/FAQ planning process on weekly cycles.
Those are some of the details that Aubrey shared when we sat down with her after the keynote at the GeekWire Studios booth in the re:Invent expo hall to dig into the themes from her talk. Aubrey is senior vice president of Applied AI Solutions at AWS, overseeing the companyβs push into business applications for call centers, supply chains, and other sectors.
Continue reading for takeaways from the conversation, watch the video below, and listen to the conversation starting in the second segment of this weekβs GeekWire Podcast.
The βteammateβ mental model changes everything. Aubrey draws a clear line between single-purpose AI tools that do one thing well and the agentic teammates she sees emerging β systems that take responsibility for whole objectives, and require a different kind of management.Β
βI think people will increasingly be managers of AI,β she said. βThe days of having to do the individual keystrokes ourselves, I think, are fast fading. And in fact, everyone is going to be a manager now. You have to think about prioritization, delegation, and auditing. Whatβs the quality of our feedback, providing coaching. What are the guardrails?β
Amazon Connect crosses $1 billion. AWSβs call center platform reached $1 billion in annual revenue on a run rate basis, with Aubrey noting it has accelerated year-over-year growth for two consecutive years.Β
This week at re:Invent, the team announced 29 new capabilities across four areas: Nova Sonic voice interaction that Aubrey says is βvery close to being indistinguishableβ from human conversation; agents that complete tasks on behalf of customers; clickstream intelligence for product recommendations; and observability tools for inspecting AI reasoning.Β
One interesting detail: Aubrey said sheβs often surprised by Nova Sonicβs sophistication and empathy in complex conversations β and equally surprised when it fails at basic tasks like spelling an address correctly.Β
βThereβs still work to do to really polish that,β she said.
The ROI question gets a βyes and no.β Asked whether companies are seeing the business value to justify AI agent investments, Aubrey offered a nuanced response. βI observe companies to struggle to realize the business impact,β she said. But she said the value often shows up as eliminating bottlenecks β clearing backlogs, erasing technical debt, accelerating security patching β rather than immediate revenue gains.Β
βIβm not going to see the impact on my P&L today,β she said, βbut if I fast forward a year, Iβm going to have a product in market where real customers are using and getting real value, and weβre learning and iterating where I might not have even been halfway there in the past.βΒ
Her advice for companies still hesitating: βIf you donβt start today, thatβs a one way door decisionβ¦ I think you have to start the journey today. I would suggest people get focused, they get moving, because if you donβt, I think that becomes existential.β
Trust requires observability. Aubrey says companies wonβt get full value from AI teammates if they canβt see how theyβre reasoning.Β
βIf you donβt trust an AI teammate, then youβre never going to realize the full benefit,β she said. βYouβre not going to give them the hard tasks, youβre not going to invest in their development.βΒ
The solution is treating AI inspection the same way youβd manage a human colleague: understand why it took an action, audit the quality, and iterate.Β
βYou can refine your knowledge bases. You can refine your workflows. You can refine your guardrails, and then confidently keep iteratingβ¦ the same way we do with each other. We keep iterating, we keep learning, and we keep getting better,β she said.
Product updates: Beyond Connect, Aubrey offered updates on other parts of her portfolio of Amazonβs applied AI solutions.Β
- Just Walk Out, Amazonβs cashierless checkout technology, deployed more than 150 new stores in 2025 and should accelerate next year.
- AWS Supply Chain, meanwhile, is getting a reset. βIβm going to declare that a pivot,β she said, with a Q1 announcement coming around agentic decision-making for supply and demand planning.
- Also coming in Q1: a life sciences product focused on antibody discovery, currently in beta.Β
She teased βa few other new investment areasβ expected to come in early 2026.
Emulate ROMs at 12MHz With Pico2 PIO
Nothing lasts forever, and that includes the ROMs required to make a retrocomputer run. Even worse, what if youβre rolling your own firmware? Period-appropriate EPROMs and their programmers arenβt always cheap or easy to get a hold of these days. [Kyo-ta04] had that problem, and thanks to them, we now all have a solution: Pico2ROMEmu, a ROM emulator based on, you guessed it, the Raspberry Pi Pico2.

The ROM emulator has been tested at 10MHz with a Z80 processor and 12MHz with an MC68000. An interesting detail here is that rather than use the RP2350βs RISC-V or ARM cores, [kyo-ta04] is doing all the work using the chipβs powerful PIO. PIO means βprogrammable I/O,β and if you need a primer, check this out. Using PIO means the main core of the microcontroller neednβt be involved β and in this context, a faster ROM emulator.
Weβve seen ROM emulators before, of course β the OneROM comes to mind, which can also use the RP2350 and its PIOs. That project hasnβt been chasing these sorts of speeds as it is focused on older, slower machines. That may change in the newest revision. Itβs great to see another contender in this space, though, especially one to serve slightly higher-performance retrocomputers.Β Code and Gerbers for the Pico2RomeEMU are available on GitHub under an MIT license.
Thanks to [kyo-ta04] for the tip.
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How European enterprises are solving the Kubernetes complexity challenge
As cloud-native adoption soars, companies are turning to managed SRE services to navigate infrastructure complexity Kubernetes has won. According to VMwareβs research, over 60% of enterprises now run containerized workloads on the platform, and that number continues to climb. But victory has come with an unexpected cost: operational complexity that even experienced engineering teams struggle [β¦]
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The Ninja Crispi is a glass-bottom air fryer, and its $40 off at Amazon
SAVE $40: As of Dec. 6th, the Ninja Crispi air fryer and portable cooking system is $139, which is $40 off its list price of $179.Β
$179 Save $40
Black Friday has come and gone, and with it, most of the wallet-saving deals have retreated into the ether. That is almost all of those deals, but one: Ninja has its Black Friday deal on the Ninja Crispi air fryer. The Ninja Crispi is $40 off this weekend, for who knows how much longer. This air fryer features two glass bottoms in 4-quart and 6-cup capacities. This portable cooking system is an air fryer, in addition to baking, reheating, and something Ninja refers to as "Max Crisp," which is likely closely related to broiling.
The two different sizes offer unique capabilities for cooking different quantities of food at various speeds. For example, the 6-cup glass-bottom bowl can reheat some fries or veggies (who says potatoes aren't vegetables) in as little as 7 minutes, while the 4-quart glass-bottom bowl can bake a whole chicken and vegetables.
If the combination of a glass bottom and extreme heat gives you pause, don't worry, Ninja is already way ahead of you. The borosilicate glass (which the famously heat-resistant Pyrex brand's glass is made of) is thermal shock-resistant, and both glass bottoms come with heat-protected feet that allow the device to sit atop any material countertop you want (except plastic). The glass bottoms are also dishwasher safe.
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Engadget
- Waymo's robotaxi fleet is being recalled again, this time for failing to stop for school buses
Waymo's robotaxi fleet is being recalled again, this time for failing to stop for school buses
To prevent its robotaxi fleet from passing stopped school buses, Waymo is issuing another software recall in 2025. While it's not a traditional recall that pulls vehicles from the road, Waymo is voluntarily updating software for its autonomous fleet in response to an investigation from the National Highway Traffic Safety Administration. According to Waymo, the recall will be filed with the federal agency early next week.
Mauricio PeΓ±a, Waymo's chief safety officer, said in a statement that Waymo sees far fewer crashes involving pedestrians than human drivers, but that the company knows when "our behavior should be better."
"As a result, we have made the decision to file a voluntary software recall with NHTSA related to appropriately slowing and stopping in these scenarios," PeΓ±a said in a statement to multiple news outlets. "We will continue analyzing our vehiclesβ performance and making necessary fixes as part of our commitment to continuous improvement."
According to the NHTSA investigation, some Waymo autonomous vehicles were seen failing to stop for school buses that had their stop signs and flashing lights deployed. The federal agency said in the report that there were instances of Waymo cars driving past stopped school buses in Atlanta and Austin, Texas.
Earlier this year, Waymo issued another software recall after some of its robotaxi fleet were seen hitting gates, chains, and similar objects. Last year, Waymo also filed two other software recalls, one of which addressed a fleet vehicle crashing into a telephone pole and another correcting how two separate robotaxis hit the same exact pickup truck that was being towed.
This article originally appeared on Engadget at https://www.engadget.com/transportation/waymos-robotaxi-fleet-is-being-recalled-again-this-time-for-failing-to-stop-for-school-buses-190222243.html?src=rss
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Techmeme
- Sources: Apple's chip chief Johny Srouji told Tim Cook that he is seriously considering leaving soon; some execs floated elevating him to the CTO role (Mark Gurman/Bloomberg)
Sources: Apple's chip chief Johny Srouji told Tim Cook that he is seriously considering leaving soon; some execs floated elevating him to the CTO role (Mark Gurman/Bloomberg)
Mark Gurman / Bloomberg:
Sources: Apple's chip chief Johny Srouji told Tim Cook that he is seriously considering leaving soon; some execs floated elevating him to the CTO roleΒ βΒ Apple Inc., long the model of stability in Silicon Valley, is suddenly undergoing its biggest personnel shake-up in decades β¦
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