Product model search

# Postmortem: Broken Product Model Search Functionality in ## When users clicked a product’s model number on the OpenCart product page, it failed to perform a search or display results. The existing code (“{{ text_model }} {{ model }}“) only displayed plain text without interactive functionality. ## Root – The template rendered static text instead … Read more

Windows API Serial Read Issues

# Postmortem: Serial Data Corruption in Windows API Read ## A C++ application using Windows API for serial communication experienced intermittent data corruption when reading from an Arduino device. Data was clean only when Arduino’s transmission delay was excessively high (1000ms), making real-time control impractical. ## Root Mismatched serial configuration between Arduino and C++ application: … Read more

Dataset model training is always biased (EEG signals dataset)

# Postmortem: Biased Model Training with EEG Signals ## Persistent model bias observed during training on EEG dataset for wheelchair navigation commands: – Models consistently best identified `stop/neutral` → moderately performed on `forward/left` → consistently failed on `right` – Observed across MATLAB Classification Learner models and custom – Best outcomes: ~50% accuracy for problematic classes … Read more

How well does out of order execution hide cache miss latency?

# The Cache Miss Illusion: When Out-of-Order Execution Masks Real ## We investigated the misconception that cache misses consistently cause severe pipeline stalls in out-of-order (OOO) CPUs. While cache misses do incur latency, OOO execution often hides this cost by continuing unrelated work—misleading profiling tools and engineers into misidentifying optimization targets. ## Root – **Misinterpretation … Read more

How to efficiently extract variables from a python function into an r dataframe using dplyr?

# Postmortem: Performance Bottleneck in Repeated Python Function Calls from ## A performance-critical data processing pipeline experienced significant slowdowns when integrating Python-calculated variables into an R dataframe using reticulate and dplyr. The implementation repeatedly called the same Python function 7 times per group to extract individual output elements, leading to unnecessary computation. ## Root – … Read more

what’s going on with this circuit can someone tell me about this circuit

# Postmortem: Unstable Clock Signal in JK Flip-Flop LED ## When constructing a JK flip-flop clock circuit with an LED indicator, the LED blinks at ~0.5-second intervals despite unclear logic. Analysis reveals unstable clock triggering due to unintended button behavior causing erratic state transitions. ## Root – **Contact bounce**: Physical push buttons generate electrical noise … Read more

VS Code – is there a UI for modifying syntax highlight colors?

# Technical Postmortem: Overcoming Limitations in VS Code Syntax Highlight ## Our team encountered challenges while creating a custom VS Code theme when attempting to modify syntax highlighting colors for specific Python constructs (e.g., method calls like `classInstance.compute()`). The primary pain point was identifying the correct TextMate scopes due to ambiguous naming conventions, language-specific scope … Read more

Using setTimeout() instead of step.sleep() in a Cloudflare Workflow?

# Using setTimeout() instead of step.sleep() in a Cloudflare Workflow? ## Summary A workflow relied on Cloudflare K/V writes with a strict rate limit (1 write/sec per key) after each API call. Initial mitigation used `step.sleep()` to avoid throttling, but the engineer explored substituting it with `setTimeout()` to simplify step architecture. Replacing the native sleep … Read more

Android 9 system update

Postmortem: Misunderstanding Android 9 Update Eligibility Leading to Security Risks Summary Users attempted to upgrade Android 9 devices to Android 10/11 and locate security patches without success. Root cause analysis revealed unsupported hardware, fragmented OEM policies, and discontinued security updates for legacy devices. Root Cause Hardware Compatibility: Older devices lack drivers/capabilities for newer OS versions. … Read more