jsonscraper Journal · Category
Architecture, infrastructure and scaling.
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Engineering · Analysis
Since November 5, Cloudflare has automatically retried some failed Durable Objects calls. The key for developers is to distinguish retrying delivery from rerunning a method: that determines whether an operation is safe to mark as retryable and whether the new behavior conflicts with existing retry logic.
Engineering · Analysis
On October 28, 2026, GitHub began rolling out Copilot cloud sessions for paid plans. Tasks can move between the web, mobile app, and developer tools; sandbox compute draws from a shared GitHub Actions monetary allowance, with sandbox billing starting in November.
Engineering · News
Microsoft outlined a layered architecture for an AI agent handling network incidents: user permissions, controlled tools, approval for production changes, and converting repeatable operations into deterministic workflows. This is an engineering description of an approach, not an independent assessment of production deployment.
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