unmannedsystem.app

#Unmanned System Application Meta

#Climate Change Research

#Remote Mapping

#Environment Monitoring

#Marine Research

#Oil Field Patrolling

#Building Construction

#Rapid Deployment

#Unmanned Autonomous System

#UAS

#Unmanned Helicopter

#Unmanned Aerial Vehicle

#UAV

#Robot Fleet

#Long Range Mission In Ocean

#Land UAS

#Marine UAS

#Air UAS

#Surveillance

#Reconnaissance

#Intelligence

#Remote Sensing

#Tactical Operations

#Logistic Supplies Delivery

#Medical Supplies Delivery

#Extending Situational Awereness

#Patrolling

#Asset Protection

#Sensor Dropping

#Communication Relay

#Targeting

#War Crime Data Collection

#Offshore fleet helicopter

#Underwater Armament Systems (UAS)

#Underwater acoustic technology

#Underwater domain

#Unmanned production

#SLAM | Simultaneous Localization and Mapping

#Learning Management System (LMS)

#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limbs hitting electrical wires | Use of air tankers is costly and increasingly ineffective | Utilities sensor network outdated | Water supply systems not built for wildfires on large scale | Wire fault causes a spark | Wires hitting one another | Assets | California National Guard |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

#A-list celebrity home protector | Burglaries targeting high-end items | Burglary report on Lime Orchard Road | Burglar had smashed glass door of residence | Ransacked home and fled | Couple were not home at the time | Unknown whether any items were taken | Lime Orchard Road is within Hidden Valley gated community of Los Angeles in Beverly Hills | Penelope Cruz, Cameron Diaz, Jennifer Lawrence, Adele and Katy Perry have purchased homes there, in addition to Kidman and Urban | Kidman and Urban bought their home for $4.7 million in 2008 | 4,100-square-foot, five-bedroom home built in 1965 and sits on 1¼-acre lot | Property large windows have views of the canyons | Theirs is one of several celebrity properties burglarized in Los Angeles and across country recently | Connected to South American organized-theft rings

#Professional athlete home protector | South American crime rings | Targeting wealthy Southern California neighborhoods for sophisticated home burglaries | Behind burglaries at homes of professional athletes and celebrities | Theft groups conduct extensive research before plotting burglaries | Monitoring target whereabouts and weekly routines via social media | Tracking travel and schedules | Conducting physical surveillance at homes | Attacks staged while targets and their families are away | Robbers aware of where valuables are stored in homes prior to staging break-ins | Burglaries conducted in short amount of time | Bypass alarm systems | Use Wi-Fi jammers to block Wi-Fi connections | Disable devices | Cover security cameras | Obfuscate identities

#Large Language Model (LLM) | Foundational LLM: ex Wikipedia in all its languages fed to LLM one word at a time | LLM is trained to predict the next word most likely to appear in that context | LLM intellugence is based on its ability to predict what comes next in a sentence | LLMs are amazing artifacts, containing a model of all of language, on a scale no human could conceive or visualize | LLMs do not apply any value to information, or truthfulness of sentences and paragraphs they have learned to produce | LLMs are powerful pattern-matching machines but lack human-like understanding, common sense, or ethical reasoning | LLMs produce merely a statistically probable sequence of words based on their training | LLMs are very good at summarizing | Inappropriate use of LLMs as search engines has produced lots of unhappy results | LLM output follows path of most likely words and assembles them into sentences | Pathological liars as a source for information | Incredibly good at turning pre-existing information into words | Give them facts and let them explain or impart them

#Retrieval Augmented Generation. (RAG LLM) | Designed for answering queries in a specific subject, for example, how to operate a particular appliance, tool, or type of machinery | LLM takes as much textual information about subject, user manuals and then pre-process it into small chunks containing few specific facts | When user asks question, software system identifies chunk of text which is most likely to contain answer | Question and answer are then fed to LLM, which generates human-language answer in response to query | Enforcing factualness on LLMs

#Antimony | Critical mineral | Red Mountain Mining | America First strategy | Antimony is used in tungsten steel and hardening lead bullets | Antimony strategic uses: Night vision goggles, lasers, radars and photovoltaic solar cells | China turned off the taps to the US and EU | Prices bagging to ~US$60,000/t | This environment Red Mountain Mining (ASX:RMX) has waded | Antimony mining district of Utah | Trigg Minerals (ASX:TMG) Antimony Canyon project | Desktop study assessing available magnetic and topographic data will be reviewed initially, and augmented if necessary by high resolution drone magnetics and surface reconnaissance mapping, which may be able to confirm the locations of subcropping structures | Ground electromagnetics | Shallow trenching | RAB drilling | Yellow Pine project | Perpetua Resources | Rare earths miner MP Materials and copper explorer Trilogy Metals direct investments from DoD | Department of War.has grown more aggressive in its efforts to brand critical minerals as national security assets | Pentagon delivering a US$245m contract for smelter owner US Antimony Corp to help build a defence stockpile.| US Export-Import Bank is expected to deliver a ~US$2bn loan for the Stibnite project | Federal cash flows for antimony players | US Bureau of Land Management

#Immediate.Measures to Increase American Mineral Production