The landscape of AI development is shifting rapidly from simple chat interfaces to fully integrated, agentic workflows like the Ralph Loop . GitHub has recently introduced the GitHub Copilot SDK , a powerful toolkit that allows developers to programmatically harness the engine behind the GitHub Copilot CLI.
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What if an AI agent could write code, run tests, fix errors and repeat this process autonomously until the job is done? The Ralph Wiggum Method makes this possible with a simple but powerful loop pattern. Named after the lovable Simpsons character, it embodies the philosophy: persistence wins over perfection.
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Single Page Applications like React expect the server to always return index.html and let the client-side router take over. On Cloudflare Workers you can do that without custom code as long as wrangler.toml is set up correctly. This post shows the minimal configuration and why two options are essential for SPAs.
When working with Pull Requests (PRs) in GitHub, it is often helpful to provide immediate feedback or relevant information directly in the conversation view. Whether it is a deployment preview URL, code coverage results, or a summary of changes, having this information automatically posted as a comment saves time and improves collaboration.
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Feature management is a key technique in modern web applications, allowing you to enable or disable features dynamically without redeploying your code. In ASP.NET Core, the Microsoft.FeatureManagement library provides a robust way to implement feature flags. But what if you want to ensure that administrators can always access certain features, even if those features are disabled for regular users?
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Die deutsche Version findest du hier: Home Assistant via Docker auf einer Synology NAS installieren
Home Assistant is the “hub” for many smart homes: local-first, extensible and backed by a huge ecosystem. If you already run a Synology NAS, it’s often a great platform to host Home Assistant in a container-no extra Raspberry Pi required.
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You can find the English version of this guide here: Install Home Assistant on Synology NAS with Docker
Home Assistant ist für viele der “Hub” im Smart Home: lokal, erweiterbar, mit riesigem Ökosystem. Wenn du bereits eine Synology NAS hast, ist sie oft die perfekte Plattform, um Home Assistant als Container zu betreiben – ohne extra Raspberry Pi.
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If you build systems that pass structured data through large language models (LLMs), you eventually hit the same set of issues:
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IMemoryCache is great for speeding up expensive operations (database reads, HTTP calls, heavy computations). But many real systems need more than a TTL:
Feature flags are a great way to ship safely, run experiments and keep production changes reversible. In .NET, the de-facto standard is Microsoft.FeatureManagement .
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.NET 10 is the next Long-Term Support (LTS) release in the .NET family. LTS matters because it’s the version many teams standardize on for the next 2-3 years: you get a stable baseline, predictable support windows and a natural time to pay down technical debt (tooling, CI images, container base images, dependency bumps).
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You can find the English version of this guide here: Self-Hosting Vaultwarden (Bitwarden) on Synology NAS with Docker
Passwort-Manager-Dienste sind in den letzten Jahren deutlich teurer geworden. Gleichzeitig ist mein Vertrauen in kommerzielle Anbieter - insbesondere aus den USA - gesunken. Als jemand, der Wert auf digitale Souveränität legt, war es für mich an der Zeit, die Kontrolle über meine Passwörter zurückzugewinnen. Ein Jahr habe ich Proton Pass ausprobiert - aber ich bin nicht wirklich zufrieden: die Features in der App sind eingeschränkt, und die Synchronisation mit Browsern funktioniert nicht immer. Die Browserintegration und die Erkennung von Passwortfeldern scheint noch in den Kinderschuhen zu stecken.
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You can find the German version of this guide here: Vaultwarden auf Synology mit Docker selbst hosten
Password manager services have become significantly more expensive in recent years. At the same time, my trust in commercial providers - especially from the USA - has decreased. As someone who values digital sovereignty, it was time for me to regain control over my passwords. I tried Proton Pass for a year - but I’m not really satisfied: the features in the app are limited and synchronization with browsers doesn’t always work. The browser integration and password field recognition still seem to be in their infancy.
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Once you’ve established your own Root Certificate Authority, the next step is issuing server certificates for your local services. This guide walks through creating HTTPS certificates that are automatically trusted by all devices where your Root CA is installed.
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When running multiple services in a local network-whether for smart home automation, home labs, or development environments-HTTPS encryption becomes essential. Instead of accepting browser warnings for every self-signed certificate, creating your own Root Certificate Authority (Root CA) provides a clean, professional solution.
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Azure now provides a unified Realtime API for low‑latency, multimodal conversations over WebRTC or WebSockets. If you’ve used the earlier preview versions (for example the GPT‑4o realtime preview), the new generation model is simply called gpt-realtime
and the API follows the same event-driven pattern: you open a session, configure defaults via session.update, stream input and receive streaming output (text, function calls, audio, etc.).
Logging is part of the contract of many components: when things fail, when branches are taken, when work completes. If a class owns logic, it should own its log output too. That makes logs worth testing–especially for diagnostics, reliability and supportability.
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Training custom models (for example, delivery notes) in Azure Document Intelligence initially worked fine. Suddenly, both training and auto-labeling started failing with “Internal Server Error”. In the model details, the following appeared:
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Microsoft Fabric consolidates analytics workloads (including Power BI) on a tenant-wide capacity. These Fabric capacities (SKUs F2–F2048) can be provisioned declaratively with Bicep like any other Azure resource. This post covers:
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If you work with Azure DevOps Git repos, SSH is often the simplest, most secure and most policy‑friendly way to authenticate. Many organizations disable Personal Access Tokens (PATs) for security reasons, which breaks HTTPS cloning and pushes. If you’ve seen this error when using HTTPS, you’ve run into such a policy:
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