Agentic LLM systems have moved from linear prompt chains to graph-based workflows and, more recently, code-executing harnesses. Chains are simple but fragile, graphs add branching, retries, and validation, and code harnesses verify outputs through execution. The article advises validating model…
MAILERS is not experimental. Django 6.1 reached stable in August 2026, so this is current, not a beta feature. Before 6.1, a project had one global email backend, set with EMAIL_BACKEND, plus flat settings for host, port, credentials and TLS. MAILERS turns that into…
People keep asking me the same question about AQEMU: "Why would I use this instead of Hyper-V / VirtualBox / VMware, or just QEMU itself?" Fair question. Those are mature tools, and for plenty of jobs they're the right answer. So instead…
I pulled every anchor off all 72 pages of pub-trivia.app for a different piece of work, and noticed a small number at the bottom of the list. Of 2,433 anchors on the site, 19 point at a domain that is not ours.
Web サイトや商用サービスあるいは業務システムにとって、 ソフトウェアのサポート期限は技術部門だけの問題ではありません 。未修正の脆弱性 (ぜいじゃくせい) の放置は、事業停止・顧客の信頼・予算に直結する、経営・管理上の課題です。 本記事では、PHP を題材に、そのサポート切れがなぜ経営上のリスクになるのか、実際の脆弱性悪用事例から何を学ぶべきかを整理します。それから経営陣・管理者層と現場のエンジニアが、何を確認すべきかを記載します。 PHP はサーバーアプリエンジンの代表的なものの一つです。今回はこちらを題材にしています。しかしながら、他のソフトウェアやインフラについても、同様の注意と配慮、さらには実践的な取組みが必要です。 要点: まず経営陣・管理者層が押さえるべきこと 要点 組織にとっての意味 まず確認すること サポート終了は、ただちに停止するという意味ではない 動作し続けていても、今後の修正が提供されない可能性がある PHP のバージョンと公式サポート期限 サポート中でも修正前なら危険がある PHP2shell のような重大な脆弱性には…
When a site goes offline without a backup, or you buy an expired domain with history, the usual advice is to run a downloader from GitHub. Tools like wayback-machine-downloader do a fair job of fetching files, but you end up…
I opened GitHub Trending this morning, like I do most days. And I noticed something. Every single repo on the list was about AI. Not most of them. All of them. Agent frameworks. Agent skills. Agent workspaces. An AI tutor.
I ran a census of the commit history behind pub-trivia.app expecting to find something about the code. I found something about me instead. 87 commits. Two eras, and a 40-day gap between them. Here is the entire vocabulary of the…
How an ongoing systems debate, one token-economics guide, and a few unusually sharp comment threads turned into 1,031 lines of standard-library Python across a CLI and its test harness, a significantly leaner prefix, and an agent that can no longer quietly…
CVE-2026-116679: Incorrect Authorization in m1k1o/neko Legacy WebRTC Input... Tagged with security, cve, cybersecurity. #cve2026116679-incorrect-authorization-in-m1k1oneko-legacy-webrtc-input-handler CVE-2026-116679: Incorrect Authorization in m1k1o/neko Legacy WebRTC Input Handler A boolean logic flaw in m1k1o/neko versions 3.0.0 through 3.1.4 allows any authenticated room member to bypass control…
Pipelines, containers, Kubernetes, IaC/GitOps, observability, and team “golden paths.”
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