#Autonomous System Application Meta
#Autonomous Haulage System
#AI System
#AI Unmanned System
#AI Traffic Control System
#AI Navigation System
#AI Ocean Research System
#AI Robotic Manufactoring System
#AI Airport Security System
#AI Healthcare System
#AI Production System
#AI Modelling System
#AI Software Development System
#AI Carbon Capture System
#AI Energy Strategy System
#AI Glacier Monitoring System
#AI Water Management System
#AI Building Construction System
#AI War Prediction System
#AI Energy Portfolio Management System
#AI Funding System
#AI Climate Change Migitation System
#AI RiskvAnalysis System
#AI Law Inforcement System
#AI Voting Prediction System
#AI Budgeting System
#AI Training System
#AI Learning System
#AI Wheather Forecast System
#AI Emergency System
#AI Assistance System
#Automated Warehouse Solution
#Autonomous Weapon Systems
#Energy Harvesting Encoders
#Wiegand Sensor
#Precision agriculture
#Vector database system | Approximate Nearest Neighbor (ANN) algoritm | Very large vector datasets (1B vectors) | Out of distribution (OOD): queries drawn from a different distribution than the indexed vectors | Hybrid in memory SSD solutions for vector database | Moderately sized datasets (10M vectors) | Sparse vector dataset: vectors high dimensional (roughly 30000 dimensions) few non zero coordinates | Serverless namespace: quota for namespaces per serverless index, physically partitioning records in an index, queries and operations limited to one namespace at a time, leading to faster response times and reduced costs
#Retrieval Augmented Generation (RAG) | Relevant info retrieved from knowledge base using input query | Vector database used to efficiently store and search for relevant documents | Retrieved information appended to original query and passed to LLM | LLM generates response based on augmented input | More coherent, consistent, and accurate text generated by LLM | Overcoming limitations of static training data in LLM models | Enhancing relevance and coherence by retrieving context specific knowledge | Technique for building more reliable and trustworthy generative AI systems
#SLAM | Simultaneous Localization and Mapping
#California wildfire | Challenges | Access roads too steep for fire department equipment | Brush fires | Dangerously strong winds for fire fighting planes | Drone interfering with wildfire response hit plane | Dry conditions fueled fires | Dry vegetation primed to burn | Faults on the power grid | Fires fueled by hurricane-force winds | Fire hydrants gone dry | Fast moving flames | Hilly areas | Increasing fire size, frequency, and susceptibility to beetle outbreaks and drought driven mortality | Keeping native biodiversity | Looting | Low water pressure | Managing forests, woodlands, shrublands, and grasslands for broad ecological and societal benefits | Power shutoffs | Ramping up security in areas that have been evacuated | Recoving the remains of people killed | Retardant drop pointless due to heavy winds | Smoke filled canyons | Santa Ana winds | Time it takes for water-dropping helicopter to arrive | Tree limbs hitting electrical wires | Use of air tankers is costly and increasingly ineffective | Utilities sensor network outdated | Water supply systems not built for wildfires on large scale | Wire fault causes a spark | Wires hitting one another | Assets | California National Guard | Curfews | Evacuation bags | Firefighters | Firefighting helicopter | Fire maps | Evacuation zones | Feeding centers | Heavy-lift helicopter | LiDAR technology to create detailed 3D maps of high-risk areas | LAFD (Los Angeles Fire Department) | Los Angeles County Sheriff Department | Los Angeles County Medical Examiner | National Oceanic and Atmospheric Administration | Recycled water irrigation reservoirs | Satellites for wildfire detection | Sensor network of LAFD | Smoke forecast | Statistics | Beachfront properties destroyed | Death tol | Damage | Economic losses | Expansion of non-native, invasive species | Loss of native vegetation | Structures (home, multifamily residence, outbuilding, vehicle) damaged | California wildfire actions | Animals relocated | Financial recovery programs | Efforts toward wildfire resilience | Evacuation orders | Evacuation warnings | Helicopters dropped water on evacuation routes to help residents escape | Reevaluating wildfire risk management | Schools closed | Schools to be inspected and cleaned outside and in, and their filters must be changed