The three-stage pipeline of BERT perplexity scan → LLM judgment → escalation packaged as a cross-platform Python tool. The installer automatically downloads llama-server and GGUF models.
blitzdotdev/blitz-mac is a native macOS app that lets an AI agent handle everything from simulator management to DB operations to App Store Connect submission. Integrates with Claude Code via MCP to automate the entire iOS app development lifecycle.
Redesigned with inference latency as the first priority, Mamba‑3 combines exponential trapezoid discretization, complex‑valued states, and a MIMO structure to reach about 6.9× the speed of a Transformer at 16,384 tokens.
Luma AI's Uni-1 integrates image understanding and generation in one decoder-only autoregressive model. It does not use diffusion; instead, it tokenizes text and image patches in a shared vocabulary and generates them sequentially.
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 LLM inference platform compatible with OpenAI API. There is a free limit of 3,000 requests per month, and multiple models such as Kimi-K2.5 and gpt-oss-120b can be used domestically.
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%.
