Embodied AI refers to the integration of machine learning, computer vision, robot learning, and language technologies to create robots that can perceive, act, and collaborate. This concept involves the 'embodiment' of artificial intelligence, meaning that AI is not just a software or algorithm but is integrated into physical robots that can interact with the real world. These robots are capable of perceiving their environment, taking actions based on that perception, and collaborating with humans or other robots.

A company founded by Mark Rober, a former NASA engineer and popular YouTuber known for his science and engineering videos. The company focuses on creating engaging and educational science and engineering projects for kids and adults, offering a subscription service where members receive monthly 'build boxes' containing materials and instructions for various hands-on projects designed to teach engineering concepts in a fun and interactive way. Crunch Labs primarily targets children and families interested in STEM education and hands-on learning experiences.

Probabilistic programming library built on top of NumPy and JAX, designed for flexible and efficient Bayesian modeling. It leverages JAX's automatic differentiation and GPU/TPU acceleration capabilities to provide a high-performance environment for statistical modeling and inference, supporting various inference algorithms like Hamiltonian Monte Carlo (HMC) and No-U-Turn Sampler (NUTS). NumPyro is particularly useful for researchers and data scientists who require scalable and flexible tools for complex statistical modeling.

DIY biology, also known as biohacking, is a movement where individuals conduct biological experiments and research outside traditional academic and industrial settings. It leverages the increasing accessibility of scientific tools and knowledge, allowing enthusiasts to explore genetic engineering, synthetic biology, and other forms of biological experimentation in home labs or community labs known as biohacker spaces. This movement primarily attracts hobbyists, citizen scientists, and those interested in democratizing science and innovation.

State-of-the-art (Sota) models in machine learning and artificial intelligence represent the most advanced and effective techniques currently available in the field. These models often incorporate cutting-edge algorithms and architectures, achieving superior performance in tasks such as image recognition, natural language processing, and predictive analytics. Sota models are primarily utilized by researchers, data scientists, and organizations seeking to leverage the latest advancements in AI to solve complex problems and improve decision-making processes.

Biotechnology company based in Emeryville, California, focused on discovering breakthrough gene editing systems for curing genetic diseases. Founded in 2018 by metagenomics researchers from UC Berkeley, the company uses metagenomics to unlock microbial evolution and identify novel nucleases with unique gene editing capabilities. Metagenomi aims to develop innovative in vivo and ex vivo therapeutics to transform the landscape of cell and gene therapies, primarily targeting patients with genetic disorders.

Dopamine detox is a concept that involves taking a break from activities that provide instant gratification and stimulate the release of dopamine, a neurotransmitter associated with pleasure and reward. The idea is to reset the brain's reward system and reduce dependency on these activities, which can include social media, video games, junk food, and other forms of instant entertainment. This practice is often aimed at individuals seeking to improve focus, productivity, and overall well-being by reducing the constant craving for quick rewards.

Machine learning technique that leverages human feedback to optimize and improve the performance of machine learning models. This approach involves human evaluators providing feedback on the model's outputs, which is then used to guide the learning process, aligning the model's behavior with human values and preferences. RLHF is particularly useful in scenarios where it is challenging to define a clear reward function, and human judgment is essential for evaluating the quality of the model's performance.

Tool that uses language models to automate research workflows, such as parts of literature reviews. Elicit AI can find relevant papers even if they don't perfectly match the keywords, summarize key takeaways specific to user questions, and extract important information from the papers, thereby streamlining the research process. This tool is particularly beneficial for researchers, academics, and professionals who need to efficiently gather and synthesize information from academic literature.

Renewable energy company focused on developing next-generation geothermal projects. Fervo Energy aims to deliver carbon-free renewable energy by enhancing system performance and well design through advanced drilling techniques, fiber-optic sensing, and cloud-based analytics. The company primarily targets regions with geothermal potential and stakeholders interested in sustainable and renewable energy solutions.

Technique used to find vectors in a high-dimensional space that are similar to a given query vector. It is commonly used in applications like image retrieval, document search, and recommendation systems, utilizing similarity measures such as cosine similarity, Euclidean distance, and dot product, and indexing structures like KD-trees and Annoy for efficient searching. This method is particularly beneficial for developers and data scientists working on machine learning and artificial intelligence projects that require efficient and accurate similarity searches.

Community-owned collective dedicated to funding and advancing early-stage longevity science research aimed at improving people's lives. It differentiates itself by allowing VITA token holders to participate in governance decisions, choose which research projects to support, and contribute to the fight against age-related diseases. Vitadao primarily targets individuals and organizations interested in longevity science and decentralized governance models.

Living Building Material (LBM) refers to materials used in construction or industrial design that exhibit properties similar to living organisms. These materials are entirely natural and sustainable, with examples like mycelium-based composites that act as insulators, are fireproof, nontoxic, water-resistant, and rapidly growing. LBMs are highly beneficial for sustainable building practices and innovative architectural designs, appealing to architects, builders, and environmental advocates focused on eco-friendly construction solutions.

A potent and rare cannabinoid found in cannabis plants, known for its strong affinity to the CB1 receptor of the endocannabinoid system. This high affinity makes it significantly more potent than delta-9 THC, leading to powerful effects, including heightened sensations and potentially psychedelic experiences. THC-P is primarily of interest to researchers and individuals seeking potent cannabinoid experiences.

Topic modeling technique that uses BERT embeddings to create dense clusters of topics. It leverages the semantic understanding of BERT to provide more coherent and meaningful topics compared to traditional methods, integrating with various clustering algorithms and offering dynamic topic modeling and visualization tools. BERTopic is particularly useful for researchers and data scientists seeking advanced topic modeling capabilities with improved coherence and interpretability.

AI-driven tool designed for researchers and students to summarize and help understand scientific articles and research papers. Scisummary leverages artificial intelligence to condense complex scientific texts into concise summaries, making it easier for users to grasp key points and findings quickly. This tool is particularly beneficial for researchers, students, and academics who need to efficiently review large volumes of scientific literature.

Visually appealing and feature-rich configuration for Neovim, designed with a focus on extensibility and usability. It aims to provide a clean and efficient user interface, offering the necessary information without cluttering the screen, and includes various plugins and settings to enhance the Neovim experience. AstroNvim is particularly beneficial for developers and programmers who seek a customizable and streamlined text editor environment.

Simulated reality is the hypothesis that reality could be simulated to a degree indistinguishable from 'true' reality. This concept has been explored in philosophy, science fiction, and theoretical physics, suggesting that an advanced civilization could create such a simulation. It primarily appeals to individuals interested in philosophical skepticism, technological advancements, and the nature of consciousness.

Enzyme discovered in 2016 that functions as a type of hydrolase. It cleaves 2-hydroxyethyl terephthalic acid, a degradation product of PET (polyethylene terephthalate) by the enzyme PETase, into ethylene glycol and terephthalic acid. This enzyme is particularly relevant for researchers and industries focused on plastic degradation and recycling technologies.

Cannabinoid known for its high binding affinity to the human CB1 receptor, which allows it to readily attach and activate these receptors. This strong affinity may result in potent effects even at lower doses compared to other cannabinoids, making it a subject of interest in cannabinoid research. THC-B is primarily of interest to researchers and individuals exploring the therapeutic and psychoactive properties of cannabinoids.

Ethyl eicosapentaenoic acid is a medication used to treat dyslipidemia and hypertriglyceridemia. It is often prescribed alongside dietary changes to help reduce triglyceride levels in adults with hypertriglyceridemia, particularly when triglyceride levels are 150 mg/dL or higher. This medication is primarily targeted at adults with elevated triglyceride levels who are at risk of cardiovascular diseases.

A versatile skincare ingredient known for its antibacterial, anti-inflammatory, and exfoliating properties. It is commonly used to treat acne, rosacea, and hyperpigmentation, and it helps in improving overall skin texture and tone. Azelaic acid powder is particularly beneficial for individuals with sensitive or acne-prone skin seeking to enhance their complexion and address specific skin concerns.

Research facilities dedicated to the study of bacteriophages, viruses that infect and destroy bacteria. These labs engage in activities such as isolating and identifying bacteriophages, conducting plaque assays, performing genomic analysis, and developing phage therapy solutions for various applications. Phage labs are essential for advancing knowledge on bacteriophages and their potential in addressing bacterial infections, particularly in the context of increasing antibiotic resistance.

A type of rechargeable battery that uses sodium ions as the charge carriers. Sodium-ion batteries are considered a potential alternative to lithium-ion batteries due to the abundance and low cost of sodium, offering advantages in terms of cost, safety, and environmental impact. These batteries are particularly suitable for applications where weight is less of a concern, such as grid storage and backup power systems.

Iron ion batteries are energy storage devices that utilize iron ions in their electrochemical processes. These batteries consist of two tanks that store electrolytes of dissolved iron(II) ions, which are pumped into a battery cell containing two separated half-cells where the electrochemical reaction occurs at the electrodes. Iron ion batteries are primarily targeted at industries and applications seeking cost-effective and sustainable energy storage solutions.

Biotechnology company specializing in drug discovery and biological research. Eikon Therapeutics leverages advanced imaging technology to observe and understand protein dynamics in real-time, setting it apart from traditional drug discovery methods. The company primarily serves pharmaceutical researchers and healthcare professionals seeking innovative solutions for complex diseases.

Medication used for the treatment of type 2 diabetes and long-term weight management. It belongs to the class of glucagon-like peptide-1 (GLP-1) receptor agonists, which mimic the GLP-1 hormone to regulate blood sugar levels and appetite. This medication is primarily targeted at individuals with type 2 diabetes or those seeking medical assistance for weight management.

Health research company focused on improving access to research that leads to new cures and treatments for diseases. CareAccess differentiates itself by creating decentralized research sites and utilizing mobile units to reach underserved populations, thereby enhancing the inclusivity and efficiency of clinical trials. The primary beneficiaries of CareAccess's services are patients, healthcare providers, and pharmaceutical companies seeking to advance medical research and treatment options.

A type of lipoprotein that contains the highest amount of triglycerides among the three main types of lipoproteins. Very low-density lipoprotein (VLDL) is considered a type of 'bad cholesterol' because it contributes to the buildup of cholesterol on the walls of arteries, potentially leading to cardiovascular diseases. This lipoprotein is particularly relevant for individuals undergoing cholesterol management or those at risk of heart disease.

Biotechnology company focused on enabling access to life-changing gene therapies. Forge Biologics supports the development process from the preclinical stage through clinical trials and on to commercial-scale production, differentiating itself by offering end-to-end manufacturing solutions. The company primarily serves pharmaceutical and biotech firms seeking comprehensive support in gene therapy development and production.