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AMPLIFIED CONSEQUENCES. “As perception, inference, and planning algorithms improve, AI systems will be trusted with increasingly complex and long-term decision-making. Small errors will then have larger consequences.” https://lnkd.in/dWsky-W View in LinkedIn

PREDICTIONS from the Machine Intelligence Research Institute (MIRI) follow. ( Stuart Russell, Advisor). https://lnkd.in/dWsky-W View in LinkedIn

MICROCHIPS. "It’s a messy soup of electrons, and the supposedly binary values of one and zero (or on and off) are not the only option in town. (Because of the vagaries of voltage, a logic gate, Smart explains, can effectively be stuck on “half”.)" https://lnkd.in/dJ7JeAs View in LinkedIn

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DEMOCRATIC SCIENCE. “While artificial intelligence (AI) sounds esoteric to most, their goal is really quite simple: to democratize AI technology, a complex world previously only accessible to data scientists (a few thousand worldwide). Now, any of the world's 18 million developers can incorporate AI technology into their apps and programs, allowing them to build smarter and faster.” https://lnkd.in/dqkvFim View in LinkedIn

MOLECULAR WORDS. “Quorum sensing is a well-studied method of communication-based cooperation using bacterial sensing faculties. Many bacterial species use quorum sensing molecules to switch the expression of a variety of genes once the species density exceeds a critical threshold (e.g., virulence genes, and competence versus sporulation decision circuits).”" "(Chapter 10). https://lnkd.in/dH829kt View in LinkedIn

ADAPTIVE TRAIT. “This ability to form cooperative collectives serves an important survival strategy when bacteria are exposed to harsh and changing conditions.”" "(Chapter 10) https://lnkd.in/dH829kt View in LinkedIn

BACTERIAL COMMUNICATION. “Under natural growth conditions, bacteria can utilize intricate communication capabilities (e.g., quorum sensing, chemotactic signaling and plasmid exchange) to cooperatively form (self-organize) complex colonies with elevated adaptability — the colonial pattern is collectively engineered according to the environmental conditions.” https://lnkd.in/dTVhrsr View in LinkedIn

TRAVELING SALESMAN PROBLEM SOLVED using bacterial foraging algorithm. “Travelling salesman problem (TSP) is one of the most intensively studied problems in computational mathematics. It is a standard test bed for new algorithmic ideas. The proposed work is computation of chemotaxis, where a bacterium takes steps over the foraging landscape in order to reach the regions with high-nutrient content. If a bacterium does not encounter a city within the minimum distance constraint in its first step, then it searches for another city by taking another step and so on.“ https://lnkd.in/d5PS8VA View in LinkedIn

BACTERIAL COGNITION. “New functional features that support the foundation of cognition appear at every level of colonial self-organization — from the internal cellular gel to the growth of the colony as a whole — thus facilitating a high level of functional complexity.”" "(Chapter 10) https://lnkd.in/dH829kt View in LinkedIn