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Developer vs. Engineer in Software and AI: What’s the Difference?
The terms “developer” and “engineer” are often used interchangeably in tech, but there are meaningful differences in how they approach problems, especially in software and AI. At a high level: Doesn`t matter the title. We are still the part of the same team. In AI, this distinction becomes even more interesting, because AI systems are inherently probabilistic and data-driven, unlike traditional deterministic software. Developer vs. Engineer: Core Mindset Developer Mindset In AI, an AI developer might: Engineer Mindset In AI, an AI engineer might: As one analysis puts it: “Software engineers build deterministic systems with predictable outputs, while AI engineers build systems that are probabilistic and require managing uncertainty.” Key…
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Losada coefficient at life and work
The Losada coefficient at life and work is pretty much the same theory. Also known as Losada ratio or critical positivity ratio. Proposes a fixed ration between positive and negative interactions / emotions. Supposedly distinguishes positive from negative individuals or teams.We should have proportionally MORE POSITIVE INTERACTIONS so in the long run we will be happy.Originated in 2005 paper by psychologists Barbara Fredrickson and Marcial Losada, who calculated a threshold of ~2.9:1 and upper? limit around 11.6:1 Losada ratio in coportate In highly skilled IT software development teams ( or any other team for that matter) this balance shows up in code reviews, stand‑ups, meetings, emails, design discussions and production…





