All articles (414)

Hospitals need subgroup tests to uncover medical AI bias

The International Medical Device Regulators Forum made representative data, independent testing and post-deployment monitoring part of its 2025 medical AI principles. Hospitals can turn those principles into subgroup tests that report uncertainty, site effects and failure costs instead of relying on one overall score.

APPI News Editorial 10 min

Niger mutiny hits Niamey airport as military claims control

Mutinous soldiers attacked Niamey's airport complex and presidential district early on August 29, 2026, before Niger's defense ministry said loyalist forces were retaking the sites. Reuters reported that the airport area remained contested at 09:00 GMT, leaving the scale and outcome of the mutiny unresolved.

APPI News Editorial 3 min

Rwanda trail bridges raise farm activity in randomized rollout

Researchers evaluating 97 trail bridges built across rural Rwanda found higher household consumption, harvests and farm profits by the second year after construction. Each bridge cost about US$100,000, but the cited research summary does not report trial-wide health or education outcomes.

APPI News Editorial 4 min

YouTube student plans link discounts to annual SheerID checks

As of September 8, 2026, YouTube listed its Premium student membership in the United States, United Kingdom, Australia, Singapore and Taiwan. Eligibility still depends on full-time enrollment at an approved institution and annual SheerID checks, while prices and payment methods depend on the account's market.

APPI News Editorial 8 min

Shared subscription groups expose buyers to access and fraud risks

As of August 29, 2026, YouTube, Netflix, Spotify and Apple all described subscription sharing through a household or family structure rather than an open market for individual slots. A stranger-run group can still remove a member, fail a household check or collect payment outside the platform, leaving access and payment recovery in separate systems.

APPI News Editorial 12 min

Sony's PS5 sharing rules limit activation to one console

Sony's US English support pages, reviewed August 30, 2026, said each PlayStation account could enable Console Sharing and Offline Play on one PS5 at a time. Other users on that console can access downloaded purchases and selected PlayStation Plus benefits, but the setting does not extend those benefits to a second PS5.

APPI News Editorial 9 min

Netflix household checks link devices to one home network

Netflix says an account may be shared only within one household, which it links to devices on the internet connection at the main viewing location. Travelers can request temporary access, while long-term users elsewhere need a separate account or an eligible extra-member slot whose price and availability depend on the market.

APPI News Editorial 11 min

KKBOX lists three- and six-person family plans in Taiwan; LINE MUSIC does not

As of August 29, 2026, Apple's Taiwan App Store listed KKBOX family subscriptions for three people at NT$270 (about US$8.53) and six at NT$290 (about US$9.16) a month. KKBOX's published setup requires members to share an address with the plan manager, while LINE MUSIC Taiwan listed ringtone and background-music plans rather than a family music-streaming plan.

APPI News Editorial 8 min