We share insights on storage, computing, networking and explore leading industry technologies together.
The article details a 24‑hour AI‑driven red‑team/blue‑team workflow that continuously discovers hidden CDN bugs, generates protocol‑aware exploits, automatically repairs them, and continuously refines its knowledge base, achieving a 20‑fold speedup and over 99% fix rate.
An AI‑driven agent uncovered a use‑after‑free flaw in the Linux SCTP stack that had lingered for 18 years, leading to a six‑line patch (CVE‑2026‑64564) that prevents local privilege escalation and container escape, with the exploit validated across multiple major distributions.
OCManager, an open‑source integrated platform from OpenCloudOS, unifies cluster management, whole‑machine monitoring, and AI‑driven operations in a single web console, supporting millions of daily alerts, thousands of incidents, and multi‑OS environments with a four‑layer architecture and Docker‑based deployment.
When a high‑traffic Django endpoint that returned a 7 MB JSON payload slowed dramatically, the author traced the bottleneck to a misuse of StreamingHttpResponse that iterated over the response string character‑by‑character, and fixing it with a simple list wrapper or HttpResponse yielded up to an eight‑fold speedup.
This article analyses how Tencent applied AI coding to its massive, high‑risk CDN LEGO backend, built a Rust‑based Nonstop proxy to probe AI limits, designed a five‑layer Harness Engineering framework with multi‑model adversarial review, identified concrete failure modes, and quantified efficiency gains while redefining developer roles.
AI‑assisted coding tools like CodeBuddy, Cursor, and Claude Code boost output but trap developers in a nonstop monitoring mode, leading to prolonged sitting, eye strain, and cognitive fatigue; this article analyzes the hidden health risks and offers practical, evidence‑based strategies to stay healthy in the AI era.
This article translates and consolidates Jonathan Corbet’s three-part “Modernizing swapping” series, detailing the introduction of swap tables, removal of swap maps, and virtual swap concepts that together improve Linux kernel swap performance by up to 20%, reduce metadata memory by up to 30%, and simplify the codebase.
This article explains Tencent Cloud MongoDB’s backup and restore capabilities, the challenges posed by modern game workloads, and how the industry‑first key‑based flashback feature provides second‑level, fine‑grained, non‑disruptive data recovery, dramatically improving reliability and speed for game operators.
In December 2025, Tencent Shannon Lab’s neural codec TNC won both the VCIP low‑complexity end‑to‑end image compression contest and the PCS high‑compression intelligent compression challenge, showcasing superior quality at equal bitrates across image and video tracks and highlighting the lab’s AI‑driven advances in video‑image coding.
After Python 2’s end‑of‑life in 2020, this guide explains why developers should move to Python 3, outlines the historical evolution of Python 2, highlights performance and security advantages of Python 3, and provides practical migration steps and tools for upgrading projects on TencentOS Server 4.
