Summary API performance degradation in a Spring Boot application deployed on Render resulted in response times of 60-80 seconds. The issue was traced to inefficient resource allocation and lack of optimization in the backend service. Root Cause Insufficient Resources: Render’s free tier provided limited CPU and memory, causing bottlenecks. Unoptimized Code: The application lacked performance … Read more
Summary This postmortem analyzes a subtle concurrency anomaly involving a volatile variable in C++ on x86 and ARM architectures. The core question: Can two threads each write a value to a volatile variable and then fail to observe their own writes—resulting in printing neither “1” nor “2”? Short answer: Yes, this can happen, because volatile … Read more
Summary In Python, dictionaries, lists, tuples, and range are classified as built-in types rather than data structures because Python’s type system focuses on behavior and interface rather than implementation details. This distinction aligns with Python’s duck typing philosophy, where types are defined by their methods and attributes, not their underlying structure. Root Cause The root … Read more
Summary Debugging CMake package searches can be challenging, especially when using pkg-config. The key issue is determining the search paths used by CMake to locate packages. This postmortem explores the root cause, real-world impact, and solutions for this problem. Root Cause The error occurs because CMake’s pkg_search_module does not explicitly log the search paths it … Read more
Summary Landmark survival analysis involves splitting survival data into two periods, requiring a combined plot to visualize both periods seamlessly. The challenge is to ensure the second period’s curve starts at the correct survival probability from the first period at the landmark time point. Root Cause Disjointed data handling: The two survival models are fitted … Read more
Summary Forced alignment is a critical process for synchronizing audio with text transcripts, enabling precise timestamp generation. When working with less-supported languages like Yiddish, common tools like the Montreal Forced Aligner (MFA) fall short. The ctc-forced-aligner is a viable alternative but can suffer from drift issues, where alignment accuracy degrades over time. This postmortem explores … Read more
Summary This incident describes a neural network that stops learning after the first epoch, with accuracy stuck at ~9.8%, which is effectively random guessing on MNIST. The core issue stems from using MSE with tanh, incorrect gradient flow, and weight‑update logic that silently zeroes out updates. Root Cause The failure to learn is caused by … Read more
Summary Scheduling notifications in Flutter apps, especially for frequent alerts like medicine reminders, is challenging due to package limitations and background processing constraints. Both awesome_notifications and flutter_local_notifications fail to handle more than ~20 scheduled notifications, and Isar database does not function in background mode, preventing reliable notification scheduling. Root Cause Package Limitations: Both notification packages … Read more
Summary Robocopy’s output encoding is fixed as UTF-16LE, which causes issues when redirected or piped in PowerShell scripts. Attempting to change console encoding or using Set-Content with UTF-8 results in gibberish output due to encoding mismatch. Root Cause Robocopy outputs in UTF-16LE regardless of system settings. PowerShell’s default encoding for redirection (>) and pipes (|) … Read more
Summary This postmortem analyzes a repetitive‑code issue in an XSLT 1.0 stylesheet where the same logic block was duplicated across multiple xsl:if conditions. The lack of functional abstraction led to brittle, hard‑to‑maintain templates. The fix involved extracting the repeated logic into a named template and invoking it with parameters. Root Cause The root cause was … Read more