Software development process should focus beyond making code work to flexibility

·1 views

The article argues that merely creating functional software is an insufficient goal in application development. The author states that while nearly any technological approach can produce working code, this standard fails to distinguish good from bad solutions. True development work begins after functionality is achieved, focusing on code flexibility, ease of implementing domain changes, and speed of those changes. The piece criticizes the market's focus on minimal coding, noting that stacked frameworks create hidden complexity. It advocates treating requirements as evolving hypotheses about an unknown domain rather than fixed contracts.

Read the full story at DEV Community

This is an AI-generated summary. ShortSingh links to the original source for the complete article.

Discussion (0)

Mozilla launches Firefox Enterprise for business users

Mozilla has introduced a new version of its browser called Firefox Enterprise. The offering is specifically tailored for organizational and business use cases. It was announced via a dedicated page on the company's official website. This move provides companies with a managed Firefox browser option.

0 comments Read more at Hacker News

ProgrammingDEV Community ·

Common pitfalls in AI agent evaluation suites can produce misleading results

AI agent evaluation dashboards often present misleading metrics that fail to catch critical errors. A support bot might appear fluent and polite while providing factually incorrect information, such as promising incorrect refund periods. Common issues include evaluators missing skipped tool calls due to incomplete conversation rendering and grading systems penalizing correct guardrail responses. The author recommends implementing deterministic tool-use checks, case-specific evaluation profiles, and separating metrics into hard requirements and graded categories to improve accuracy.

0 comments Read more at DEV Community

ProgrammingDEV Community ·

ReceiptBox offers local AI tool to organize freelance receipts and invoices

ReceiptBox is a new tool designed to help freelancers organize their financial documents. It uses a local vision-language model to extract key details like vendor, date, and total from receipts and invoices without uploading data. The software renames files systematically and exports a clean CSV spreadsheet for accountants. It targets freelance professionals and small bookkeepers with a one-time or small monthly fee, emphasizing privacy by running entirely on the user's own machine.

0 comments Read more at DEV Community

ProgrammingDEV Community ·

Data scientists warned against deleting features based solely on univariate AUC

Data science experts caution against removing features from models based solely on their individual predictive power. In fields like banking and healthcare, valuable signals often emerge from feature interactions, not isolated metrics. Models like gradient boosting trees can identify critical patterns that univariate analysis, such as AUC, might miss. Deleting features scoring near random noise can therefore harm model performance in complex, real-world datasets.

0 comments Read more at DEV Community