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Back to mrpetzai.de Tuesday, November 3, 2026 Edition 13 · 7 stories
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12 Tuesday, November 3, 2026

Edition 12

7 stories · This is the current edition.

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2030 – Deadline for quantum-safe key exchange in US federal systemsUSINFRASTRUCTURE2030Deadline for quantum-safe key exchange inUS…A migration roadmap sets firm deadlines for US agencies and their suppliers to adopt quantum-safe encryption.

NIST publishes a timeline for the shift to quantum-safe cryptography by 2030 and 2031.

The US agency NIST has released report NISTIR 8547. Federal agencies must move key exchange to quantum-safe standards by 2030 and digital signatures by 2031. The report also serves companies as a template for their own migration.

Executive
InfrastructureNIST AI Risk Management Framework
Microsoft capital spending on data centers, in billions of dollars. – 2021: 23, 2026: 170USWORK & COST2320211702026Microsoft capital spending on data centers, inbillions of dollars.Microsoft offers a voluntary exit to about 60,000 staff while posting the fattest margins in its history.

Microsoft offers a voluntary exit to a quarter of its workforce despite record margins.

Microsoft has offered roughly 60,000 employees across the US, UK, Canada and India a voluntary exit, about 27 percent of its 223,000 staff. Capital spending has climbed from 23 billion dollars five years ago to about 170 billion dollars now, and revenue per employee stands at 1.5 million dollars.

ExecutiveHR
Work & CostAzeem Azhar – Exponential View
11 Mrd. $ – Germany's trade deficit in ICT services in 2025, in billions of dollarsDEREGULATION11 Mrd. $Germany's trade deficit in ICT services in…ifo study for the Munich chamber of commerce finds structural gaps in technology, administration and education.

The ifo Institute finds Germany poorly prepared for the AI boom.

An analysis by the ifo Institute, commissioned by the Munich and Upper Bavaria Chamber of Commerce, finds that Germany lacks key conditions to tap the growth potential of artificial intelligence. The ICT sector contributes only 4.6 percent to gross value added, and Germany ran an 11 billion dollar trade deficit in ICT services in 2025.

ExecutiveHR
Regulationifo Pressemitteilungen
Share of points scored on university-level tasks, in percent – Ohne KI: 41, Mit KI: 70DEWORK & COST41Ohne KI70Mit KIShare of points scored on university-level tasks, inpercentField experiment with 673 IT apprentices shows how generative AI shifts skill limits.

IT apprentices perform far better on university-level tasks when using generative AI.

A study by ifo, BIBB and the Technical University of Munich finds that aspiring IT specialists using ChatGPT scored about 70 percent of possible points on university-level tasks, compared with 41 percent without AI. Researchers tested 673 apprentices at twelve vocational schools in six German states.

ExecutiveHR
Work & Costifo Pressemitteilungen
ifo employment barometer, in points – September: 95.1, Oktober: 95.5DEWORK & COST95.1September95.5Oktoberifo employment barometer, in pointsifo indicator points to cautious easing in job cuts, but no broad hiring wave.

The ifo employment barometer rose slightly to 95.5 points in October.

German companies plan to cut somewhat fewer jobs: the ifo employment barometer climbed from 95.1 to 95.5 points in October. Manufacturing stays cautious, while service providers and temp agencies lean toward hiring.

ExecutiveHR
Work & Costifo Pressemitteilungen
Illustration for this storyGBMODELS & TECHNOLOGYA commentary calls formeaningful versionnumbers on AI models so…A commentary calls for meaningful version numbers on AI models so behavior changes can be tracked.

Researchers call for meaningful version labels on AI models to improve accountability.

A commentary in Nature Machine Intelligence argues that AI providers frequently change model behavior and system integrations without updating public version labels. The authors point to the GPT-4o sycophancy episode in 2025 as a case that was hard to trace without clear versioning.

Executive
Models & TechnologyNature Machine Intelligence
Illustration for this storyGBWORK & COSTExpertise built throughAI use apparently doesnot stick once the tool…Expertise built through AI use apparently does not stick once the tool disappears.

Study finds ChatGPT makes consultants perform better short term but leaves no lasting knowledge

A randomized trial with 487 management consultants found that those using ChatGPT solved data science tasks better than a control group. Once the tool was removed, their underlying knowledge had not improved.

ExecutiveHR
Work & CostNature Human Behaviour

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Every story names its source and links to it directly. We do not pass on information we cannot trace.

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Every story states what it means for decisions in your company – concretely, not as a buzzword.

Organised by country

The United States sets the pace, Germany sets the frame. The other markets follow by actual AI activity.