Question archive
Each day, we pose a question inspired by the daily news brief and answer it using our database of indexed AI/ML articles. Browse and search past questions below.
How does OpenAI’s $10B “Deployment Company” turn AI rollout upside into fixed investor yield?
By guaranteeing a 17.5% return and using PE portfolios as a captive customer base, the JV securitizes deployment upside into bond-like yield.
2026-05-03How does a $10B capex hike turn 33% revenue growth into a 9% stock drop?
Meta’s AI capex hits earnings structurally because it’s upfront fixed-cost infra with delayed monetization, and no cloud offset—so growth can’t quickly absorb spend.
2026-05-02Where do DeepSeek V4-Pro’s price cuts actually come from: cheaper input tokens, cache hits, or MoE routing efficiency?
DeepSeek’s cuts come from pricing the ingestion path separately: cheap prompt tokens plus a deeply discounted cache-hit tier monetize reuse, not MoE routing.
2026-05-01How did an AI “replacement” turn into an illegal dismissal rather than a valid cost-cutting reorg?
AI “reorgs” fail legally when the firm can’t show a bona‑fide role change: offering a 40% pay‑cut “alternative” signals cost‑cutting, not necessity.
2026-04-30Which part of an AI model’s “value” does distillation copy: weights, data, or just behavior?
Distillation captures a teacher’s decision surface (routing/logit patterns) into a new student’s weights, so “value” transfers via behavior—not copying weights or original data.
2026-04-29When violent ChatGPT chats happen months before a shooting, what exactly triggers a duty to alert police?
Duty-to-warn hinges on a platform’s internal threat-classification threshold: shifting from “imminent” to “credible” turns earlier, ambiguous flags into reportable events.
2026-04-28Why does NVIDIA fix RTX 5070 laptop VRAM scarcity by changing memory modules, not the GPU core?
VRAM capacity is often constrained by memory-die supply, not GPU silicon, so swapping to 24Gb GDDR7 modules shifts to a different vendor supply chain without a respin.
2026-04-27Why is Google flying engineers from the US to staff Seoul’s AI campus instead of hiring locally?
Seeding a new AI hub often needs temporary “expertise injection”: imported engineers bootstrap processes and training pipelines that local hiring can’t scale fast.
2026-04-26Why does Apple’s “hardware-led AI” strategy require a hardware engineer CEO instead of a services operator?
On-device AI is constrained by silicon/thermal/power budgets, so the CEO must trade off hardware architecture and model placement, not optimize cloud services.
2026-04-25How did Anthropic’s Mythos push banks from code audits toward infrastructure security as the main risk surface?
Mythos shifts the risk surface because it models multi-step adversary chains that traverse keys, signing, bridges, oracles and crypto layers, exposing cross-system faults code audits miss.