Company
Box is a cloud-based content management platform that lets enterprises store, share, and secure documents, enhanced with Box AI features.
Andrej Karpathy estimates that about 5,000 people have access to frontier systems inside the labs and about 20 million use frontier models professionally. Box CEO Aaron Levie reads that 4,000-to-1 spread as evidence that agent-swarm workflows are still early.
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Microsoft CEO Satya Nadella told companies to treat both closed and open-weight AI models as insider risks that must be contained from the start. That puts the containment work on companies running AI agents, and a proposed Senate bill would hold those operators liable for hacking incidents.
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Anthropic released Sonnet 5.5 at $2 and $10 per million input and output tokens, half the Opus 5.5 rate. How much a buyer saves by moving work down a tier depends on tokens burned per task and on cache reads priced identically on both models.
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Anthropic took 20% off Opus 5.5 and OpenAI halved its two new GPT-6 tiers the same day. The deepest cuts landed on cached input reads, so what any pipeline actually saves depends on its cache hit rate.
Perspective Coverage
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Anthropic priced Opus 5.5 tokens 20 percent below Opus 5 and raised five-hour usage limits by the same amount. The larger saving in the launch is a token count from one customer's evaluation of its own content.
Perspective Coverage
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Docker released its Sandbox Kit Spec under Apache 2.0 and is taking it to CNCF, with nine named vendors already shipping Kits for their own tools. Enforcement still belongs to the runtime. In the post, that runtime is Docker Sandboxes.
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Almost every announcement at the hour-long keynote tied back to Meta's personal agent, including glasses from $449 and a Mac that Muse can operate while the user is away. The metaverse barely came up.
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Bespoke Nimble's LoRA fine-tune of Qwen3.5-9B scored 90% against Jev's 93% on an eval it curated itself, and five more replications landed at scales between 421M and 35B parameters. No standard benchmark exists for the category yet.
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Cloudflare's chief security officer says he put more than 250 agents on foundational controls in nine months and still expects headcount to grow, while a former Google director expects fewer hires held to a higher bar.
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The independent review of the Hugging Face incident needed AI to read its own evidence, and the startups selling AI monitors are building on that premise. Simon Willison says a watched model can try to fool its watcher.
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CrowdStrike's 2026 Global Threat Report carries both numbers, and the gap between them decides whether a control has to run without a person or can wait for someone on shift to look.
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Azeem Azhar counted the raised hands himself, in a self-selected room of 250 IT executives at a Las Vegas conference. Every firm in it told him AI spending rises next year. Budgets have to answer for that.
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A Box sourcing manager argues that AI overruns come from accumulation rather than pricing, which moves the control point away from the contract and toward whoever is measured on daily consumption. Her nominee is procurement.
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CrowdStrike is enrolling each AI agent onto the endpoint asset inventory with an identity and a data footprint attached, and Box has already wired its content decisions to that score, which tells you where agent governance gets enforced.
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Perplexity's Personal Computer feature now runs on Windows 10 and 11 for paying subscribers, and the ZDNet hands-on suggests its output is only as trustworthy as the person who can already check it.
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Platformer's podcast series closed with vendor CEOs still forecasting net job creation and the people running agent deployments saying the opposite. The workforce plans written on the optimists' premise are the ones now carrying risk.
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A 17 percent billings quarter against 9 percent revenue is the live public test of AI repackaging on seat pricing. The margin cost was about $640,000; the retention ceiling looks like 106 percent.
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Amjad Masad now expects a majority of his headcount in sales. SaaStr's numbers put go-to-market at 23% to 44% of revenue, and the AI cohort simply pays that bill later.
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