Software rarely fails because it lacks a feature; it fails because it cannot scale, cannot recover, or cannot be securely maintained. Yet, Non-Functional Requirements (NFRs) are routinely treated as an afterthought, reduced to vague, untestable wishes like "the system must be reliable." This upfront ambiguity is the leading cause of crippling technical debt, endless refactoring, and late-stage architectural collapse. Enter the NFR Refiner (submitted as part of Kaggle's AI Agents: Intensive Vibe Coding hackathon project): an intelligent assistant that transforms static engineering methodologies into a live, interactive experience. The NFR Refiner agent doesn't just passively record requirements. It actively interviews stakeholders, enforces strict quality standards, fetch real-world industry benchmarks, and translates fuzzy human intent into strictly verifiable Planguage based specifications. Brief Historical Context Software process engineering has long struggled wi...
This blog contains posts mostly from the domains of computer science and systems/software engineering. Each post is written in a self-contained manner with links toward external sources. These should be treated as mandatory reading, as they explain concepts not repeated in posts. Every topic is treated in pragmatic fashion using concrete examples implemented in various mainstream programming languages (like, C++, Python and Java).