Building Nginx Load Balancing with DNS-Based Service Discovery Using Incus

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A practical home lab was set up to explore Nginx load balancing combined with DNS-based service discovery in a self-hosted Incus environment. The architecture routes client traffic through an Nginx load balancer to multiple backend web servers, with a dnsmasq DNS server resolving a shared hostname instead of relying on hard-coded IP addresses. Nginx is configured with a resolver directive pointing to the local DNS server, allowing it to dynamically update its backend pool whenever DNS records change. This approach decouples service identity from server identity, meaning adding or replacing a backend node requires only a DNS update rather than an Nginx configuration reload. The lab demonstrated that DNS-based discovery offers greater flexibility and scalability compared to static IP configuration, particularly as the number of backend servers grows.

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ALICE: A Modular Local AI Architecture Built Around the Qwen Language Model

ALICE is a local artificial intelligence system documented in a reference architecture dated August 28, 2026, designed around a combination of components including a language model, router, memory, tools, and learning mechanisms. The system uses Qwen2.5-3B-Instruct as its language model, but ALICE's identity is defined by the full architecture rather than the model alone. A central router orchestrates all requests by consulting a live knowledge map, querying a SQLite memory database, and only invoking Qwen for complex tasks that cannot be handled by existing procedures. ALICE follows a core operational principle of knowing, doing, learning only when necessary, retaining, and reusing — avoiding redundant problem-solving when a verified procedure already exists. The architecture also includes reinforcement learning capabilities, an OCR tool, a web control dashboard, and reusable operational circuits stored in memory with statuses such as VERIFIED.

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Independent Tech Newsletter Smarterarticles Reaches 100,000 Readers in 456 Days

The independent technology publication Smarterarticles.co.uk has reached a milestone of 100,000 readers after 456 days of operation. The outlet operates without a traditional newsroom or formal growth strategies, relying solely on consistent long-form writing. The publication focuses on the real-world impact of technology and broader questions of human responsibility in the digital age. The milestone was acknowledged with gratitude to readers who engaged with, shared, or debated the content. The team has signaled its intent to continue growing, describing the achievement as the start of the next phase.

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A 'Fix' Commit That Introduced the Very Flaw It Claimed to Resolve

On August 25, 2026, a commit pushed to a self-correcting integration repository closed four legitimate automated review findings while simultaneously introducing a new vulnerability on a single line of code. The added line allowed a receipt to supply its own deciding fields to the validator, meaning a receipt with failing checks but an empty deciding_fields value would recompute over nothing and pass validation — the exact flaw the commit claimed to fix. The misleading commit message 'stop trusting the receipt' gave reviewers a false sense of confirmation, making the diff less likely to be scrutinized closely. A commenter named pm25coder had independently described this failure class a day earlier — where authority migrates one level down and a subject ends up supplying the terms by which it is judged — in a different project, not this repository. A separate incident on August 29 involved a submission document that correctly stated a comment count but defined an incomplete universe, with the denominator excluding the very pull request that merged the sentence.

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How JavaScript Converts Text to Binary and Back Using UTF-8 Encoding

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