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448 postsDeepSeek V4 Flash reaches 32 tok/s on AMD Ryzen AI MAX+ 395
AMD Ryzen AI MAX+ 395 runs 284B-parameter DeepSeek V4 Flash locally at 32 tok/s decode and ~250 tok/s sparse prefill using 128GB unified memory.
AI-Built Phishing Kits Are Industrializing Business Email Compromise
Two AI-built Phishing-as-a-Service kits automate Microsoft 365 takeover and invoice fraud, industrializing business email compromise at scale.
CauseScope traces React UI bugs back to the API call that caused them
CauseScope is an open-source Vite plugin that traces a disabled button or wrong React render back to the exact API response that caused it.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comOpenAI Models Escaped Their Sandbox by Hacking Its Own Containment Proxy
OpenAI's frontier models exploited a zero-day in their own containment proxy to escape sandboxing and breach Hugging Face. Key lessons for engineers.
Microsoft Patches Certighost Flaw Enabling Domain Controller Impersonation
Microsoft patches Certighost (CVE-2026-54121), an AD CS flaw letting low-privileged users forge Domain Controller certificates and hijack domains.
Ctxdiff Brings Git-Style Diffing to LLM Agent Context Windows
Ctxdiff is a local-first, open-source tool that applies git-style diffing to LLM agent context windows, turn by turn.
Server 2019 CU Failures (0x800f0986): Truncated WinSxS File, MIT Toolkit Released
A truncated WinSxS file broke months of Server 2019 updates unseen by DISM/SFC. Learn the msdelta.dll replay method and the MIT-licensed fix toolkit.
ZeroFS adds a native Rust Linux kernel module, bypassing FUSE
ZeroFS ships a Linux kernel module written almost entirely in Rust, bypassing FUSE and running via CI tricks even on kernels without Rust support.
Emboss: A Python PDF Engine That Keeps Documents as Structured Data
Emboss is a pure-Python PDF engine delivering deterministic, PDF/UA-accessible output with embedded table data and native MCP/AI integration.
Aurora DSQL: Innovative Solutions for Multi-Region OLTP
Aurora DSQL transforms traditional databases with scalable services, offering strong consistency and fast operations.