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From human experience to machine guidance: The changing story of Machine Learning

A past-to-present discussion on machine learning in Artificial Intelligence & Automation, tracing the move from rule-based expert systems and narrow automation to generative systems, multimodal models and task-performing agents and asking which gains, losses and lessons should shape the next stage.
0 replies0 participants30 viewsActive

Past lessons, new tools: Rebuilding Travel Destinations for the AI era

A past-to-present discussion on travel destinations in Travel, Tourism & Hospitality, tracing the move from guidebooks, travel agents and recommendations from friends to algorithmic recommendations, chat booking and automated guest services and asking which gains, losses and lessons should shape the next stage.
0 replies0 participants28 viewsActive

Before and after intelligent systems: How Scholarships changed—and what we may have lost

A past-to-present discussion on scholarships in Education, Learning & Academic Support, tracing the move from textbooks, classroom lectures, libraries and teacher-led assessment to personalised tutors, automated grading and instant access to generated explanations and asking which gains, losses and lessons should shape the next stage.
0 replies0 participants27 viewsActive

How did we reach AI-shaped Consumer Protection, and was every change worth it?

A past-to-present discussion on consumer protection in Consumer Products, Reviews & Recommendations, tracing the move from word of mouth, shopkeeper advice and printed product information to algorithmic recommendations, generated reviews and personalised advertising and asking which gains, losses and lessons should shape the next stage.
0 replies0 participants30 viewsActive

Business Expansion today: Where should human judgment end and automation begin?

A present-day discussion on how intelligent systems are changing business expansion in Business Development & Management, examining real benefits, current harms, unequal access and the boundary between assistance and over-dependence.
0 replies0 participants28 viewsActive

Self-discipline under algorithms: What should never be delegated?

A present-day discussion on how intelligent systems are changing self-discipline in Personal Development & Self-Improvement, examining real benefits, current harms, unequal access and the boundary between assistance and over-dependence.
0 replies0 participants31 viewsActive

The hidden trade-off in AI-powered Disease Prevention: convenience or control?

A present-day discussion on how intelligent systems are changing disease prevention in Health, Wellness & Medical Information, examining real benefits, current harms, unequal access and the boundary between assistance and over-dependence.
0 replies0 participants34 viewsActive

Is AI making Housing more accessible, or simply more dependent?

A present-day discussion on how intelligent systems are changing housing in Real Estate, Construction & Property, examining real benefits, current harms, unequal access and the boundary between assistance and over-dependence.
0 replies0 participants27 viewsActive

Past lessons, new tools: Rebuilding Courtship for the AI era

A past-to-present discussion on courtship in Relationships, Love & Marriage, tracing the move from family introductions, letters, community advice and face-to-face courtship to matching algorithms, digital communication and automated relationship guidance and asking which gains, losses and lessons should shape the next stage.
0 replies0 participants30 viewsActive

Before and after intelligent systems: How Rest changed—and what we may have lost

A past-to-present discussion on rest in Fitness, Sports & Healthy Living, tracing the move from coach observation, paper training logs and general fitness programmes to wearables, adaptive plans and performance analysis from continuous data and asking which gains, losses and lessons should shape the next stage.
0 replies0 participants30 viewsActive

How did we reach AI-shaped Saving, and was every change worth it?

A past-to-present discussion on saving in Investment, Finance & Wealth Creation, tracing the move from bank queues, paper ledgers and advice available mainly through financial institutions to robo-advice, automated scoring and personalised financial dashboards and asking which gains, losses and lessons should shape the next stage.
0 replies0 participants30 viewsActive

From human experience to machine guidance: The changing story of Youth Development

A past-to-present discussion on youth development in Society, Culture & Community Development, tracing the move from elders, local meetings, community organisers and traditions transmitted directly to online communities, data-informed programmes and algorithm-shaped public participation and asking which gains, losses and lessons should shape the next stage.
0 replies0 participants28 viewsActive