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Rethinking hysteresis—a thermodynamic framework for history-dependent solids

Many solid materials “remember” their past. A piece of metal may respond differently after being stretched, heated, or cooled, and memory materials rely precisely on this kind of history-dependent behavior. This phenomenon, known as hysteresis, is central to technologies such as memory devices, energy conversion materials, and durable structural materials.

However, hysteresis has long posed a problem for thermodynamics. In conventional thinking, the state of a material should be described by state variables, such as temperature and volume. But in solids, the same temperature and volume can correspond to different material properties depending on the material’s past treatment.

For this reason, hysteresis has traditionally been treated as a nonequilibrium phenomenon, outside the standard framework of thermodynamics.

Discovery of stromatolite formation in post-impact hydrothermal lacustrine environments and its implications for early Earth

Stromatolites within the Hapcheon impact crater suggest that asteroid impacts created hydrothermal oases fostering early life and habitability, according to geochemical, isotopic, and microbial analyses from the Hapcheon crater lake in Korea.

FBI warns of Kali365 phishing service targeting Microsoft 365 accounts

The FBI is warning about the Kali365 phishing-as-a-service platform (PhaaS) that is used to hijack Microsoft 365 accounts by abusing OAuth device code authentication to steal session tokens and bypass multi-factor authentication (MFA).

According to the FBI PSA, Kali365 first emerged in April 2026 and is distributed via Telegram channels for cybercriminals seeking an easier way to compromise Microsoft 365 accounts without stealing passwords or intercepting MFA codes.

The platform uses device code phishing, an increasingly popular method that abuses Microsoft’s legitimate OAuth 2.0 Device Authorization grant flow to gain access to Microsoft Entra and Microsoft 365 accounts.

Anthropic’s restricted Claude Mythos model may be coming to Claude Code

Anthropic appears to be preparing for the public rollout of “Mythos,” which was announced in April as a restricted model that poses major security risks to private and public software.

On April 7, Anthropic announced the Mythos in early preview and called it a new frontier model with strikingly advanced capabilities in computer security tasks.

Anthropic said the Mythos model shows major improvements in code reasoning and autonomy, far above its current flagship model, Opus 4.7.

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