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

Using Multi-Agent AI to Generate Full Marketing Strategies — Looking for Feedback

Summary Multi-Agent AI systems were implemented to generate full marketing strategies, aiming to support, not replace, human marketers. The system comprised specialized AI agents for research, positioning, creative ideas, channel selection, and KPI definition. However, during deployment, the system produced inconsistent and poorly aligned strategies, failing to meet quality standards. Root Cause The root cause … Read more

Index name in Oracle

Summary This incident stemmed from an Oracle metadata lookup that failed to detect an existing index because the wrong column was queried. As a result, the application attempted to recreate an index that already existed, causing repeated failures. The underlying issue is a misunderstanding of how Oracle names and exposes indexes—especially system‑generated ones. Root Cause … Read more

Is a macro-based integer “type-builder” API (e.g. INT(32), UINT(16), OPTIMAL) a practical, portable replacement for stdint.h?

Summary This postmortem analyzes the practicality and systemic risks of replacing stdint.h with a macro‑based “type‑builder” API such as INT(32), UINT(16), FAST(64), and constraint wrappers like RANGE or EVEN. While the idea improves expressiveness, the investigation shows significant ABI, tooling, and portability hazards that make such an API difficult to adopt safely across compilers and … Read more

Automating spike detection (dummy variable) in multiple time series using departures from (rolling) mean

Summary Automated spike detection in multiple time series using departures from rolling mean failed due to incorrect standard deviation scaling and lack of trend normalization. Root Cause Incorrect standard deviation scaling: Multiplication by a fixed factor without considering the rolling window size led to false positives. Lack of trend normalization: Rolling mean alone did not … Read more