"Unblocked is the AI code review that surfaces real issues and meaningful feedback instead of flooding your PRs with stylistic nitpicks and low-value comments. "Unblocked made me reconsider my AI fatigue. " - Senior developer, Clio. Python's Docker builds feel slow because cache invalidation is working against you. Depot explains how BuildKit's layer caching works, when to use bind mounts vs cache mounts, and how to optimize your Dockerfile so"
"Gradle dependencies Underneath pip, and many other packaging tools, is the Real Python's instructor-led cohorts are filling up. Online Python training created by a community of experts. Give your team the Unit Testing Your Code's Performance Testing your code is important, but not just for correctness also for performance. One approach is to check performance degradation as data sizes go up, also known as Big-O scaling."
Testing code must include performance validation to detect degradation as data sizes increase and to measure Big-O scaling. Docker builds for Python can suffer from cache invalidation; BuildKit layer caching, bind mounts versus cache mounts, and Dockerfile ordering should be optimized to retain dependency caches. AI coding editors like Cursor enable agent-driven edits, project-aware chat, inline changes, and VS Code integration to speed development. Structural pattern matching with match allows recursive processing of tree-like structures. Several Python PEPs are in draft status, including PEP 822 (d-String), PEP 820 (PySlot), and PEP 819 (JSON metadata). Django released bugfix versions 5.2.10 and 6.0.1. Instructor-led Python cohorts are filling up.
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