• Amazon shifts AI focus to business impact, not just raw usage, in new developer guidelines.
• The company warns that AI metrics can create bad incentives, including “tokenmaxxing.”
• Managers are told to examine teams at both the highest and lowest levels of AI adoption.

Amazon just issued new guidelines for software engineers in the AI era: Prioritize business outcomes over raw usage.

Terk Terkowitz, Amazon's vice president and distinguished engineer, said in a memo published Tuesday that AI is changing software development more quickly and fundamentally than earlier shifts such as cloud computing. But engineers should be judged by their impact on customers and the business, he wrote, not simply how much they use AI.

"We all need to embrace this change and take the time to learn, or we risk being left behind," Terkowitz said.

AI coding tools and agents are upending the software industry and changing what it means to be a coder. Amazon calls this the "era of the Renaissance Developer," where human judgement and machine intelligence combine to create new products and services faster and more efficiently.

"This is a time of change for our industry, and a time of change for what it means to be a software engineer," Terkowitz wrote in the memo.

The updated guidelines reflect Amazon's growing effort to make AI adoption part of how it assesses engineers and engineering managers. The company has tracked measures including AI usage, token consumption, and lines of code internally, and used leaderboards to rank teams by some of those metrics.

But the memo warns that using such measures as targets can produce bad outcomes, including "tokenmaxxing" rather than better software or customer experiences.

"Using these metrics could, if used as a target instead of a measure, drive negative outcomes," Terkowitz wrote in the memo.

Amazon has been experimenting with ways to measure and encourage AI use across its engineering organization.

Earlier this year, the company was tracking engineers's use of internal AI tools and some teams used leaderboards tied to measures such as token consumption. The programs created friction among some employees, who worried that pressure to use AI could reward wasteful activity rather than productive work.

The new guidance offers Amazon's clearest public acknowledgment of that risk. Rather than lay out a detailed AI playbook that could quickly become obsolete, Amazon said its revised developer guidelines focus on long-term impact on customers and the business.

Still, the company said AI should be "at the center of software engineering practice" and urged engineers to incorporate the technology into their daily work.

Leaders are expected to use AI tools on production work themselves, understand where they help and where they fall short, and explain that judgment to their teams, according to the memo.

Terkowitz said Amazon has found that metrics such as token use, AI-tool adoption, and code reviews can correlate with the outcomes it values. But he said the measures must be used carefully. More token use can raise costs, while a focus on lines of code can create unnecessary complexity.

He also recommended that managers pay particular attention to teams at both ends of the AI adoption spectrum: those in the bottom 10%, to understand why they are not using AI effectively, and those in the top 10%, to determine whether heavier use is translating into faster delivery.

Terkowitz said Amazon's most AI-forward "frontier teams" have shown stronger productivity and delivery. He also said teams and individuals that are not adopting AI or increasing output metrics are falling behind.

But his memo left room for engineers whose work may not yet benefit from current AI tools. In those cases, he said, employees should document why and work toward a solution by sharing their findings with peers and managers.

"An engineer who can explain where AI does not yet help their work is demonstrating the judgement we are asking for," the memo said.

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• I'm 30 years old, but I look young and am often mistaken for being half my age.
• This has made it difficult for me to feel like I'm being taken seriously in professional settings.
• Oftentimes, when I apply for jobs or go to the office, I try to make myself look older.

"Have you just started studying?" a tall, smiling man in a suit asked me.

Although I was in a university building, I wasn't there as a student. I was struggling to find a conference room for a work-related meeting — one that, I soon realized, he was also attending. Of course he was.

"Oh, you just look so much younger," he said after he realized we were colleagues. Maybe it was a compliment, but it didn't feel like one to me.

I have countless examples of people perceiving me as half my age, from movie-theater cashiers trying to sell me children's tickets to police officers on the street asking me where my parents are.

There have been several times when I arrived at a youth support group for my job, but the receptionist assumed I was one of the teen clients. It doesn't exactly inspire confidence.

I'm 30, but between my youthful features and my 5-foot-1 height, I am often told I look like a teenager. Many people consider looking young a dream, and it's even a goal for skincare aficionados.

In reality, though, I believe it's made parts of my life — especially my professional life — considerably more difficult.

I've found it's tough to be taken seriously when you look half your age

I have several years of experience providing peer support for individuals with autism and ADHD; helping develop mental-health programs; and leading projects addressing issues faced by refugees, the LGBTQ+ community, and people with disabilities in several countries.

And yet, because of how I look, I still struggle with confidence and worry about being taken seriously at work.

Often, before I've even had the chance to properly introduce myself when interviewing for a job or meeting new people, I'm concerned my appearance has already shaped how I'm perceived.

Looking like a teen feels like an even bigger obstacle when I'm applying for higher-level and leadership roles, especially because most of the work I do involves peer support or management.

A manager is expected to be wise and knowledgeable — qualities not usually associated with youth. And in my field, a peer supporter is someone who has enough lived experience and training to help others navigate situations they have experienced firsthand.

But would a 70-year-old really take advice from someone who looks like their grandson? I don't know, but I do know that appearance and age aren't the same thing as experience.

I try to look older to be taken more seriously, but I wish I didn't have to

Over time, I've developed little tricks to try to avoid unwanted questions (or surprised reactions) about my age at interviews and at work.

Sometimes I wear platform shoes to appear taller or deliberately choose clothes that make me seem more mature — for example, wearing a plainer dark shirt rather than a colorful one, even though both would be equally appropriate for a meeting.

I also find myself consciously steering conversations with work colleagues toward things people associate with adulthood. I'm more likely to mention politics or current affairs than "The Hunger Games" or "Doctor Who," even on days when I would much prefer to chat about sci-fi than the news.

Sometimes I offer to show my ID as soon as I arrive for a job interview, hoping that "proving" my age will immediately change how potential employers perceive me.

In a perfect world, though, people would be judged in the workplace for their actual skills rather than their appearance and age, real or perceived. Age doesn't automatically come with wisdom, and youthfulness isn't equal to inexperience.

I've known teenage peer-support volunteers who were fantastic at their work, and I've also encountered professionals decades older than me who were far from the best in their field.

For now, though, I'm willing to play the game when I need to. I'll wear platform shoes, put away the "childish" T-shirts, and show my ID — whatever it takes to be taken seriously as a professional adult.

Italy has hit record-high employment of over 63 percent and historic low unemployment of 6.3 percent amid a major welfare overhaul led by Prime Minister Giorgia Meloni. By Q2 2026, the workforce expanded to 24.36 million people.

In January 2024, Italy completely replaced its old guaranteed minimum income with two targeted programs. Averaging €672/month for 690,000 vulnerable households (elderly, disabled, families with kids), as of June 2026, active benefits are tied to mandatory job training, covering over 84,000 individuals, writes La Gaceta, citing data out of Istat.

Of former welfare recipients, 60 percent transitioned to the new benefits, and 26 percent of these households had at least one member find a job in 2024. However, around 850,000 families saw their income drop by an average of €2,600 per year due to stricter welfare criteria.

Especially in historically lagging Southern Italy (Mezzogiorno), the results have been impressive. The region grew 8.5 percent between 2021 and 2024 and creating nearly 500,000 jobs via tourism, construction, and EU funds.

Italy’s employment rate still lags 8 percentage points behind the eurozone average, bogged down by low youth and female workforce participation.

Backed by strong employment and business resilience, Scope Ratings affirmed Italy’s BBB+ rating with a positive outlook. The agency forecasts 1 percent GDP growth, 3 percent inflation, and a reduced public deficit of 2.9 percent for 2026, noting positive consumption while low productivity remains a weak spot for the country.

Real GDP growth for 2026 for all of the EU is forecasted at 1.1 percent.

Last month, Italian PM Giorgia Meloni touted tourism and “Made in Italy” exports as key factors for helping the economy stay resilient.

The post Italy: Employment hits record high as Meloni touts tourism, ‘Made in Italy’ appeared first on Remix News.