Import AI 442: Winners and losers in the AI economy; math proof automation; and industrialization of cyber espionage
Is superintelligence a phase change or a gradual shift?
Is superintelligence a phase change or a gradual shift?
Starting January 2026, team.blue joined the PHP Foundation as a Gold Sponsor, reinforcing its long-term commitment to supporting the open-source technologies that power millions of businesses across Europe. team.blue is a leading AI-powered digital enabler serving small and medium businesses (SMBs) and agencies across Europe. With more than 4,000 experts, 3.3 million customers, and operations in over 22 countries, team.blue provides businesses with the digital tools they need to build, grow,…
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Plus: Corrupting AI systems with a poison fountain
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You ingest data. You model it. You transform it. You serve it. Someone asks for a change. Everything breaks. You rebuild. This is the loop. It was the loop in 2005 with SSIS and star schemas. It’s the loop in 2025 with dbt and Iceberg, or 2026 with prompting AI agents. The tools change. The loop doesn’t. The Invisible Plumbers When I started my career in 2003, there was no “data engineering”. There was no big data, no data science. We called it Business Intelligence. Data Warehouse Developer.…
How many of your are LLMs?
An encoder (optical system) maps objects to noiseless images, which noise corrupts into measurements. Our information estimator uses only these noisy measurements and a noise model to quantify how well measurements distinguish objects. Many imaging systems produce measurements that humans never see or cannot interpret directly. Your smartphone processes raw sensor data through algorithms before producing the final photo. MRI scanners collect frequency-space measurements that require…
How might a hypothetical superintelligence represent a soul to itself?
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