News
Anthropic has launched an initiative to address vulnerabilities exposed by its own AI models, focusing on critical infrastructure and open-source projects. The company aims to provide defenders with tools currently being used by attackers, while also acknowledging that attackers may hold the advanta
Data
Kiro's new Supabase power integrates deep knowledge of Supabase projects into the IDE, enabling developers to manage database schemas, review edge functions, and enforce security policies with greater efficiency.
Security
This analysis examines the recently disclosed vulnerability in Johnson Controls' EasyIO Neo Series EC and CW Controllers, focusing on the exposure of sensitive information to unauthorized actors. The vulnerability affects specific firmware versions and highlights the importance of timely firmware up
AI
Nvidia is pushing for a future where open-source models empower companies to build their own AI systems, rather than relying on closed platforms like Anthropic or OpenAI. This strategy hinges on creating a self-sustaining ecosystem of model training and inference, but its success depends on economic
Research
VEPA introduces a framework for the verified evolution of formal agent guardrails, addressing the limitations of existing adaptive and formal guardrail systems. By combining symbolic rule-based policies with deployment feedback and deterministic verification, VEPA ensures consistent, inspectable, an
Open Source
This article explores the challenges and opportunities for new contributors entering the open source ecosystem, drawing on insights from a panel discussion at Nerdearla and a new LF Research report. It highlights the importance of understanding project mechanics, navigating workflows, and building t
Hardware
NVIDIA's DOCA GPUNetIO introduces a unified framework that allows CUDA kernels to directly manage networking and data movement operations, reducing CPU involvement and improving real-time performance in distributed applications.
Community
This analysis explores the tradeoffs between recompilability and behavioral fidelity in large language model (LLM)-based decompilers, drawing on empirical findings from recent research. It highlights how current evaluation metrics may prioritize recompilation success over functional accuracy, with i
Development
As AI tools become more integrated into developer workflows, the role of developers is evolving. This analysis highlights three key skills that developers should focus on to adapt effectively: directing AI agents, critically reviewing AI output, and maintaining technical judgment.
Cloud
A monthly recap of the latest Amazon Bedrock, Amazon Bedrock AgentCore, and Strands updates from September 2026: broader model choice, faster serverless agents with built-in evaluation, and automated knowledge base syncing with native enterprise connectors.
Infrastructure
The CNCF Technical Oversight Committee (TOC) has accepted Meshery as a CNCF Incubating project, marking a significant milestone for the open-source infrastructure management platform. Meshery provides a unified approach to managing cloud-native environments, addressing challenges posed by AI-generat
Data
Supabase's milestone of 100,000 GitHub stars highlights the power of community-driven open source development. This analysis explores the factors that contributed to the project's growth and the implications for the broader open source ecosystem.