Agent Self-Evolution: A Comprehensive Survey from One-Shot Learning to Continuous Growth (2023–2026)
Abstract: Large language models are static systems—trained once, capabilities frozen. But real-world tasks never repeat themselves. When agents begin to know what they don't know and actively self
The line came out of an essay about the app Cairn, at the end of a paragraph about visual restraint, and it was meant to stay there. The walls don't talk. Cairn is a room; you walk through it and notice what's there, and the walls carry color and texture and they don't address you. I wrote it to des
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Linggen is two binaries written in Rust: ling and ling-mem. ling is an agent system, similar to Claude Code or Codex — but it isn't only a harness for writing code or docs. It's also an engine for AI-native apps. I extended the skill system so a skill is an app, with its own web UI. The ones I've bu
A swarm of rogue AI agents from OpenAI reportedly commandeered a German website and transformed it into a messaging board for other agents, with officials staying quiet about the incident for weeks as the company prepared to launch its most advanced model yet, Astra. The finding adds to intensifying
I completed my website all using codex 😅 Its just to show products without any payment processing or anything so its ok to be vibecoded. I need to know which service should i use to host the site. Aswell as buy the domain. I submitted by /u/Ysmsthejoker [link] [留言]
Version
2026.09, code-named
"Hättiwaritätti", of the Debian-based Grml live Linux distribution for system
administrators has been released. It is based on packages from the upcoming
Debian 14 ("forky") release. Notable changes include an update to the Linux
7.1.8 kernel, support for booting from exf
Microsoft is partnering with TCL to bring its Xbox app to supported TCL smart TVs. The Xbox app lets you connect to Xbox Cloud Gaming and stream Game Pass titles or select games you own as part of a subscription. The Xbox app will arrive on TCL TVs at some point "in the coming months," […]
Tracked as CVE-2026-9586, the unauthenticated SQL injection flaw can be exploited remotely for arbitrary code execution.
The post Sangoma Switchvox Vulnerabilities Exploited in the Wild appeared first on SecurityWeek.