Compresr's YC-backed Context Gateway is a proxy between AI agents and LLM APIs. Its three pillars - preemptive summarization, tool output compression, and tool discovery - reduce wasted context-window usage.
Sakura Internet's Sakura AI Engine is an OpenAI-compatible LLM inference platform hosted entirely in Japan. It includes a free tier with 3,000 text requests per month and supports models such as Kimi-K2.5 and gpt-oss-120b.
Five vulnerabilities confirmed exploited by MuddyWater and DarkSword were added to the KEV catalog. Craft CMS is a CVSS 10.0 zero-day that has seen active exploitation since February, and Laravel Livewire is being used by MuddyWater against Middle East infrastructure.
A Magento product-option API bug allows unauthenticated uploads of polyglot files that execute PHP code. In nginx 2.0.0-2.2.x environments it becomes full RCE; in other setups it can lead to XSS and account takeover.
All four methods to avoid Azure Entra ID sign-in logs by exploiting SQL column overflow in RoPC flow have been disclosed. GraphGoblin issues access tokens valid with CVSS v4.0=8.7.
Cursor released Composer 2 without disclosing its base model; calling its OpenAI-compatible API revealed it is Kimi K2.5. This escalated into a licensing dispute, but a formal commercial agreement with Moonshot AI was subsequently confirmed.
AttnRes to replace Transformer's fixed residual combination with softmax attention in the depth direction. Demonstration with Kimi Linear 48B improved GPQA-Diamond +7.5pt and HumanEval +3.1pt. Training overhead was kept below 4% and inference below 2%.
Bartz v. Anthropic, a class action lawsuit over learning through unauthorized downloading from LibGen, etc., reaches settlement. FSF, as the copyright holder of the GNU FDL works, received the settlement notice and announced its position demanding disclosure of the training data model for LLM learning.
On March 19, 2026, Anthropic took legal action against OpenCode to remove the OAuth integration. On the same day, Python toolchain Astral announced that it was joining OpenAI's Codex team. The formation of AI coding tools was activated in one day.
Claude Code v2.1.80 introduced the research preview feature Channels, which lets Telegram and Discord send live instructions into a Claude Code session through MCP. This article summarizes the bidirectional design and security model.
An AI system that automatically reviews Linux kernel patches. Detected 53.6% of known bugs that passed human review. Rust implementation supports both Gemini and Claude.
