Why does POSIXlt behavior differ in R when its S3 class is lost inside of vs. outside of a data.frame?

Summary This incident examines why POSIXlt behaves differently when its S3 class is lost inside vs. outside a data.frame. The behavior surprises many engineers because POSIXlt is a deeply nested list-based S3 class, and R’s assignment semantics interact with it in ways that differ from simpler S3 vectors. The result is inconsistent coercion: list‑coercion in … Read more

Ensuring adjacent ranges in PostgreSQL

Summary This incident examines a subtle but common data‑modeling failure: attempting to enforce temporal adjacency constraints in PostgreSQL using range types and exclusion constraints. While PostgreSQL 18’s WITHOUT OVERLAPS solves non‑overlapping ranges elegantly, enforcing gap‑free adjacency requires logic that exclusion constraints alone cannot guarantee. Root Cause The root cause is that PostgreSQL’s range operators and … Read more

Android Zebra / WebView drops session cookie after AJAX login over intranet HTTP, works on desktop browsers (SameSite/Secure?)

Summary The issue at hand involves an inconsistent login behavior on a Zebra PDA using an Android embedded browser or WebView when accessing a web app over plain HTTP on an intranet IP. The login is handled via AJAX, and the server returns a success response with a Set-Cookie header. However, the session cookie is … Read more

Inline Assembly Bug in gcc?

Summary This incident analyzes a subtle inline assembly constraint bug that appears only under GCC with high optimization levels. The program prints garbage instead of “Hello, World!\n” when compiled with -O3, even though it works correctly with -O0 and under Clang. The failure stems from incorrect assumptions about how GCC allocates registers for inline assembly … Read more

Refresh only measures in Power BI

Summary This incident examines why Power BI Desktop performs a full model refresh when connected to SSAS Tabular—even when the user only changes measures—and why this leads to multi‑minute refresh delays. The core issue is that Power BI Desktop does not support “measure‑only refresh” when connected live to SSAS or when using imported metadata. Root … Read more

How to Display Shopify Variants on Collections Pages

Summary Issue: Shopify collection pages fail to display product variants due to incorrect Liquid template modifications in main-collection.liquid. Root Cause: Misuse of content_for and incorrect variant loop implementation. Impact: Broken collection pages, rendering errors, and missing variant data. Root Cause Incorrect content_for Usage: The content_for ‘block’, type: ‘filters’ block was mistakenly modified, causing Shopify to … Read more

Any way to access orphan files? | Data recovery after “Clear Data” (Samsung S7 FE) – Infinity Painter app projects (Android 11, Non-Root)

Summary This incident centers on the irreversible loss of Infinity Painter project files after a user tapped “Clear Data” instead of “Clear Cache” on a Samsung Galaxy Tab S7 FE running Android 11+. The action wiped the app’s private storage, and due to Scoped Storage, non‑rooted devices, and allowBackup=”false”, no logical or physical backup path … Read more

Monitoring a folder with subfolders for newly added files using python

Summary A file‑monitoring pipeline failed to detect newly added files in a dated folder hierarchy because the implementation relied on periodic polling and naive directory scans. The system missed events, processed files late, and occasionally reprocessed old files. The core issue was the absence of a real-time filesystem watcher capable of tracking deep subfolder structures. … Read more

How to render mean/sd for some variables and median/1st quartile/3rd quartile for other variables in table1 package

Summary This incident examines a subtle but common failure mode in data‑rendering pipelines: a single global rendering function was expected to handle heterogeneous statistical formats, leading to duplicated output, inconsistent formatting, and brittle logic. The system behaved exactly as designed—but not as intended. Root Cause The root cause was a misuse of the render.continuous hook … Read more