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.
NVIDIA's NemoClaw protects OpenClaw agents with a four-layer sandbox, while Stripe's Machine Payments Protocol enables payments without handing over private keys to agents. How can I safely charge from within the sandbox?
A buffer overflow was discovered in the LINEMODE SLC handler of GNU Inetutils telnetd. No authentication required - root privileges can be gained just by connecting to port 23. All versions (~2.7) are affected and no patch has been released.
CLI-Anything, released by HKUDS at the University of Hong Kong, automatically generates a CLI harness from GUI software source code so AI agents can drive it directly. It passed all 1,720 tests across 16 apps including GIMP, Blender, and LibreOffice.
Cisco Secure FMC's unauthenticated RCE flaw CVE-2026-20131 (CVSS 10.0) was added to CISA's KEV catalog after Interlock ransomware had been abusing it for 36 days before Cisco's public disclosure. Amazon Threat Intelligence later dissected the toolkit in detail.
H Company's Holotron-12B uses a memory-efficient new design to lift PC-operation AI throughput to 8,900 tokens per second. Unsloth has released the beta of 'Studio,' a browser tool for no-code model fine-tuning.
Project Detroit announced by Oracle at JavaOne 2026. We proposed to OpenJDK the idea of directly incorporating V8 and CPython into Java builds and calling them using the javax.script API. After the abolition of Nashorn and GraalVM's withdrawal from the Java cycle, why did they now turn to ``embedding the native runtime'' instead of ``in-house implementation''?
Stable PyTorch has no sm_120 build, so ComfyUI dies on Blackwell GPUs. Tested on RTX PRO 6000: the PyTorch Nightly setup that works, why installing custom nodes silently uninstalls it via xformers, and SageAttention plus NVFP4 notes.
Vera CPU announced by NVIDIA at GTC 2026. The 88-core custom design realizes twice the efficiency and 50% faster speed than the previous model, and is scheduled to be available from the second half of 2026.
