How to create a class that generates auto-updateable plots

Summary This incident stemmed from a subtle but classic Python mistake: overwriting self inside a class constructor, causing plot axes to be replaced with the class instance itself. As a result, the plotting logic failed and produced the error AttributeError: ‘channel’ object has no attribute ‘plot’. Root Cause The root cause was the following line … Read more

how write vim search() function pattern to include ‘ and “

Summary This incident revolves around a Vim regex pattern that fails when both ‘ and ” must be included inside a search() function call. The failure manifests as E116: Invalid arguments for function search(…), caused by incorrect escaping inside single‑quoted Vimscript strings. Root Cause The underlying issue is improper escaping of quotes inside a single‑quoted … Read more

Is it reasonable to focus mainly on backend development and use a CMS for the frontend in a full-stack project?

Summary A backend‑heavy full‑stack approach that uses a CMS for the frontend is not only reasonable—it’s a pattern used in many production systems. The failure mode comes when teams assume a CMS is “plug‑and‑play” and forget that it introduces architectural constraints, integration complexity, and operational overhead that must be engineered deliberately. Root Cause The core … Read more

Flink job SinkUpsertMaterializer continuously clearing state

Summary The Flink job SinkUpsertMaterializer is continuously clearing state due to the table.state.ttl setting, resulting in incorrect results and task failures. The user has set the table.state.ttl to 24 hours, but is still experiencing issues, which were initially thought to be related to disk pressure errors in Kubernetes. Root Cause The root cause of the … Read more

how can inline functions exist in a lexically scoped language?

Summary This incident examines a common misconception about inline functions in lexically scoped languages like Kotlin. The failure arises when developers assume that “inlining” means “copy‑paste the function body into the caller,” overlooking the strict rules of lexical scope resolution that still apply even after inlining. Root Cause The root cause is a misunderstanding of … Read more

When passing a string literal as the query string in google sheets – how to include a cell reference in the string?

Summary In Google Sheets, passing a string literal with a cell reference as a query string can lead to unexpected behavior. The issue arises when the query interprets the cell reference as a literal string instead of evaluating its content. This results in blank query results because the query searches for cells containing the literal … Read more

ActiveAdmin “Delete” link redirects to show instead of deleting on Rails 8 (Turbo / importmap / propshaft)

Summary ActiveAdmin’s “Delete” link redirects to the show page instead of deleting the record in Rails 8 applications using Turbo, importmap, and propshaft. This issue arises because Turbo intercepts the link and treats it as a navigatable request, ignoring the data-method=”delete” attribute. Root Cause Turbo’s default behavior overrides Rails UJS’s data-method handling, causing DELETE requests … Read more

Overcome non-linear constraints with new design?

Summary This incident stemmed from an attempt to model a multi‑shop, multi‑product optimization problem in GLPK/MathProg using linear programming, but the design introduced non‑linear constraints by multiplying two decision variables. The solver rejected the model because LP/MIP engines require all constraints to be linear. Root Cause The failure was caused by multiplication of two variables: … Read more