Soterios: Free Open-Source Windows Security Suite Built With Privacy in Mind

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A developer has released Soterios, a free and open-source security and maintenance suite for Windows, available on GitHub. The tool was created in response to frustration with existing security software that either restricts features behind paywalls or collects user data without clear necessity. Soterios operates locally with no telemetry or analytics, and connects to the network only when the user explicitly permits it. Its features include malware scanning via ClamAV, firewall management, network monitoring, credential safety tools, and system maintenance utilities. Built with Electron and Node.js, the project follows a modular architecture and is actively welcoming community contributions, bug reports, and feedback.

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FROST: Python AI Agent Framework Built Around Inherited Memory Architecture

The FROST Team published a technical explainer on July 12, 2026, introducing FROST, an open-source AI Agent framework written in Python that prioritizes memory persistence and inheritance across agents. At its core is a minimalist Store class offering just three operations — save, load, and delete — designed to give agents precise, queryable, and durable memory. FROST extends this with a Lineage system, a hierarchical structure where child agents inherit memory from parent agents, accumulate new experiences, and can propagate valuable knowledge back up the chain. The companion platform FROST-SOP V3.0 operationalizes this design through dedicated modules including a Memory service and an AuditAgent that tracks all memory read and write activity. Both projects are publicly available on Gitee for developers who want to explore or build on the memory-centric agent architecture.

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ProgrammingDEV Community ·

Auth0 Drops Rules for Actions: A Step-by-Step Migration Guide for Dev Teams

Auth0 has officially shifted its extensibility model from Rules to Actions, urging developers to migrate existing authentication logic to the newer platform. Actions offer modern JavaScript with Node 18 support, promise-based programming, version control, inline debugging, and access to public npm packages. The core technical change involves replacing the old user, context, and callback pattern with an event object and an api object tied to specific triggers like onExecutePostLogin. Auth0 recommends a phased migration approach: inventory all existing Rules, group them by function, convert one at a time, test in a staging environment, and roll out gradually. Developers are advised to review Auth0's official migration documentation carefully, as there are known limitations and gaps between the two execution models.

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ProgrammingDEV Community ·

New CLI tool detects bibliographic data leakage in materials science ML models

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ProgrammingDEV Community ·

Developer Builds Free AI Recruiter Assistant That Answers Portfolio Questions Instantly

A developer named Bradley built an embeddable AI chat widget called Scout, designed to help recruiters quickly find answers about his skills, projects, and work experience without manually searching his portfolio. The widget loads via a single script tag and works on any website, including static HTML and WordPress pages, requiring no build tools or npm installation. The system uses a vanilla JavaScript frontend hosted on GitHub Pages, a Node.js backend on a free Google Cloud VM, and a JSON knowledge base synced from GitHub. Scout is designed to answer direct recruiter questions honestly, without overstating the developer's experience, and falls back to its local knowledge base if all AI providers fail. Privacy was a stated priority, with session memory limited to individual browser tabs and no permanent identity tracking implemented.

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