Definition: Any intelligence demonstrated by machines, contrasting with natural intelligence in humans and animals, including both narrow and general AI systems. Defining AI in 2025 For developers, AI has transitioned from “cool research demo” to “essential utility.” It is no longer just “Machine Learning models” you build; it is the Intelligence Layer you consume. The…
Definition: The discrepancy between exact values and their approximations in machine learning models. Understanding the Gap In Vibe Coding, “Approximation Error” isn’t just a math term—it’s a lifestyle. Managing the Error Margin Reducing the Error The “Vibe” is about reducing approximation error through Iterative Refinement. Expert Insight Don’t expect zero error on the first prompt….
Definition: Stereotyping, prejudice, or favouritism toward certain groups, affecting data collection, system design, and user interaction. The “Vibe” Can Be Biased “Vibe” is subjective. AI models are trained on the internet. The internet is biased. Therefore, the “Vibe” is biased. Coding Bias Mitigating Bias in Vibe Coding The Ethical Responsibility As a Vibe Coder, you…
Definition: A type of AI that matches or surpasses human cognitive capabilities across a wide range of tasks, capable of broad problem-solving and creativity. The Difference Between AI and AGI Vibe Coding in the Pre-AGI Era We are in the “Jagged Frontier” era. AI is superhuman at some things (regex, translation) and sub-human at others…
Definition: A set of protocols and tools defining how software applications interact, essential for integrating AI tools in development workflows. APIs in the AI Era In the past, you wrote code to call APIs. In Vibe Coding, APIs are the tools you give to the AI. Coding with AI and APIs The biggest bottleneck for…
Definition: Attribution of human traits, emotions, or characteristics to non-human entities like AI systems. The Psychology of Vibe Coding We call it a “Coding Partner.” We say “he” or “she.” We get frustrated when “it” doesn’t “listen.” Anthropomorphism is the tendency to treat the AI like a person. In Vibe Coding, this isn’t just a…
Definition: The process of identifying outliers or unusual patterns in datasets that deviate significantly from normal behaviour. Coding Use Case: Finding Bugs In Vibe Coding, you can use the AI as an Anomaly Detector for your code. Data Use Case: Cleaning Your Inputs If you are building an app, use AI to detect anomalies in…
Definition: An artificial neural network combining neural networks and fuzzy logic principles to capture benefits of both frameworks. ANFIS: Blending Nuance with Learning What is ANFIS? Adaptive Neuro-Fuzzy Inference System (ANFIS) helps computers deal with ambiguity. Why Care in Vibe Coding? You probably won’t deploy an ANFIS model today. But the concept is vital for…
Definition: An AI system developed by Google DeepMind that plays the board game Go, becoming the first computer program to beat human professionals. The “Move 37” Moment In Game 2 against Lee Sedol, AlphaGo played “Move 37″—a move so unconventional that human commentators thought it was a mistake. It turned out to be brilliant. Relevance…
Definition: The extent to which an AI’s goals are in line with its creators’ goals, ensuring safe and beneficial AI behaviour. What is Alignment in Coding? In broad AI safety, Alignment means “don’t destroy humanity.” In Vibe Coding, Alignment means “don’t destroy my repo.” It’s about ensuring the AI adopts Your Style, Your Conventions, and…