At the onset of the enterprise computing era, software was designed to be operated. An application sat dormant on an on-premises mainframe or a cloud server until a human knowledge worker authenticated, typed a command, clicked an interface element, or reviewed a batch queue. Software functioned as a tool for human execution: spreadsheets replaced manual […]

For over a decade, artificial intelligence alignment was framed as an individual, dyadic dilemma. Theoretical researchers and safety engineers studied the alignment of a single foundation model interacting with a single human user. The technical challenge was bounded: ensuring that an isolated system understood human preferences, avoided emitting toxic tokens, resisted adversarial prompt jailbreaks, and […]

Throughout the evolution of software development, codebase maintenance has remained an exclusively human operational burden. Human software engineers read bug trackers, parse stack traces, reproduce failing test assertions inside local environments, construct mental models of cross-file call graphs, and manually write regression tests before pushing a patch. When architectural technical debt accumulated, senior developers embarked […]

For decades, Customer Relationship Management (CRM) was defined by human agency assisted by software databases. A human account representative, customer success specialist, or sales executive used software like Salesforce or HubSpot to log client interactions, set calendar follow-ups, and review purchase histories. The software served as a passive digital ledger; the emotional intelligence, conversational nuance, […]

For the first decade of deep learning, the pursuit of Artificial General Intelligence (AGI) operated under an empirical dogma: the pre-training scaling laws. Frontier research laboratories operated under the assumption that maximizing compute, dataset token volume, and neural network parameter counts would yield broad human-level cognition. If a transformer-based model swallowed enough petabytes of human […]

Throughout the history of jurisprudence, the definition of fraud required an inquiry into human psychology. Under common law, establishing civil fraud or criminal misrepresentation mandated proving scienter: that a defendant made a false representation knowingly, without belief in its truth, or with reckless disregard for whether it was true or false, intending that another party […]