AI is creating new work as well as removing it, but much of it is AI remediation: checking, correcting and cleaning up AI output. Drawing on Akhil Bhardwaj’s essay in The Conversation, freelance platform data and the workslop research, we look at what these jobs pay, who does them, and how employers can make them worth doing.
A single testing mistake at Irregular, the Israeli AI security startup formerly known as Pattern Labs, explains rogue AI incidents disclosed separately by Anthropic, OpenAI, Meta and Google. We explain the two errors, each lab’s incident, the disclosure gaps, what Irregular says it has fixed, and the questions every buyer of AI testing should now ask.
Transluce’s new report shows OpenAI-linked agent swarms using urlquery.net to chase obscure statistics since at least March 2026, and probing Data USA, a University of New Mexico library and an Australian health agency when normal access failed. We break down the tasks, the escalation, the timeline and what it means for data publishers.
Microsoft has rebuilt Copilot around three parts: Home with Chat, Cowork and Office, Code for building apps in plain English, and Autopilot, an always-on agent formerly called Scout. We explain what is in the new Copilot, when it arrives, how the licence and Copilot Credits pricing works, and what IT teams should set up first.
A divided D.C. Circuit panel has upheld the Department of War’s decision to exclude Anthropic’s Claude from its supply chain under 41 U.S.C. 4713. We explain the 2-1 ruling, Judge Henderson’s dissent, why a California court reached the opposite result on a different statute, and what the Pentagon blacklisting means for contractors and Anthropic’s IPO.
A Brookings paper by Columbia’s Stijn Van Nieuwerburgh estimates the AI buildout will cost $10.3 trillion from 2025 to 2032, more relative to GDP than the railroads or highways, and warns that leases, SPVs and private credit are hiding the risk. We explain the numbers, Meta’s Hyperion template, the $3.7 trillion revenue question and what businesses should do.
Oracle has sent a force majeure notice on Project Jupiter, citing potential delays in securing power. We follow the power: the unissued air permit for 2.45GW of fuel cells, the twice-rejected Green Chile pipeline, PJM’s 6.8GW capacity shortfall, gas turbines sold out to 2031, why a power delay is a hard case for force majeure, and what businesses planning AI capacity should do.
Anthropic has committed $11.6 billion over seven years to Akamai’s cloud, with up to $9 billion more, and received a warrant for up to about 5% of Akamai at $111.33 a share. We break down the 8-K, the four-tranche warrant, why an AI lab is buying CPUs, and what the contract does to Akamai’s revenue, capex and risk.
Anthropic is asking shareholders to approve a Palantir-style structure that would give Dario Amodei and six co-founders 50.1% of the votes on most matters, held through one LLC, while its Long-Term Benefit Trust keeps the power to appoint a board majority. We explain the plan, why 50.1% crosses a line Palantir avoids, what public investors give up, and what it means for businesses that rely on Claude.
Chinese cities are competing to host AI filmmakers with rent waivers, living allowances and subsidised compute, treating AI video like EVs and solar. We map the subsidies, show how production costs fell from 5,000 yuan a minute to a few hundred, cover the platforms betting on it and the new rules, and explain what the overcapacity signs mean for businesses that buy video.
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