AS WE FACE THE FUTURE, WE MUST REALIZE THAT THE STRENGTH OF TECHNOLOGY (THAT ONLY GETS STRONGER BY THE MILLI-SECOND); FUSED WITH THE INVASIVE ABUNDANCE OF STATISTICS ALREADY AVAILABLE ABOUT EACH AND EVERYONE OF US,; WE MUST NOW FACE THE FACTS. RIGHT NOW WE HAVE ALMOST ZERO CAPABILITY, TO ACTUALLY CROSS-QUESTION AND/OR SUMMON THE SCRUTINIZATION OF OUR DATA, EVEN THOUGH WE WILL REMAIN OBSERVED UNTIL THE END OF TIME AS WE KNOW IT. AS WE BUILD OUT OUR COMMUNITY PLATFORM, TOKEN, AND FUND, SHADOWBOX CONTINUES TO VOICE THE THE IMPORTANCE OF COLLECTIVE MOBILIZATION AND THE PROTECTION AGAINST BIAS AND INJUSTICE PERPETUATED BY DATA SYSTEMS. RESEARCH CONTINUES TO PROVE THAT SELECT ALGORITHMIC FORMULAS AND/OR FRAMEWORKS, DISTINCTLY INFLUENCE MARGINALIZED PEOPLE ON A GLOBAL SCALE. WE EARNESTLY BELIEVE THAT FINDING THE UNTAPPED ABILITY TO CROSS-QUESTION AND/OR SUMMON THIS RESEARCH, WILL HELP US FIND THE ABILITY TO CONSTRUCT AN EQUITABLE AND EQUAL FUTURE, ABSENT OF BIAS AND/OR DISCRIMINATION. IN 2016, THE SHADOWBOX GROUP, VENTURE, AND CORPORATION LAUNCHED OPERATIONAL HEADQUARTERS IN AN ACADEMIC INCUBATOR-DATA SCIENCE INSTITUTE EMPHASIZED ON MACHINE LEARNING, ARTIFICIAL INTELLIGENCE, AND ANALYTICS INVESTIGATION (BASED IN SAN FRANCISCO, CA.-SILICON VALLEY, CA.). OUR PROFESSIONAL ENVIRONMENT ENRICHED IN MACHINE BASED ENLIGHTENMENT HAS OFFERED HANDS ON PRACTICUM THROUGH REAL PROBLEM SOLVING (I.E. CLASSIFICATION, REGRESSION, AND/OR CLUSTERING). PRIOR TO PRACTICING WITH INDUSTRY LIBRARIES, WE UTILIZE STRUCTURED AND/OR UNSTRUCTURED DATA SETS, TO FACILITATE THE PROCESS OF BUILDING CONCEPTUAL APPREHENSION (PER EACH MODEL WE INTEND TO ENCOUNTER -AS APPLICABLE). ON THIS NOTE, WE HAVE COME ACCUSTOMED TO DECIPHERING HOW BUSINESSES, GOVERNMENTS, AND ALTERNATIVE INITIATIVES AROUND THE WORLD: 1.) ACCESS NEW KINDS OF INFORMATION, 2.) AMALGAMATE DATA SETS; AND 3.) GAIN LEVERAGE AND STRATEGY THROUH THE EXECUTION OF ARTIFICIAL INTELLIGENCE (WHICH IS CRITICAL WHEN GARNERING UNPRECEDENTED INSIGHTS AND MAKING LOGICAL DECISIONS). PLEASE NOTE: ADDITIONAL INFORMATION AND INTELLIGENCE IS CURRENTLY UPDATING. SUPPLEMENTARY FACTS, FIGURES AND/OR POINTS OF CITATION-REFERENCE, ARE READILY AVAILABLE ON: A.) THE “RESOURCE” PAGE ON THIS SITE-DOMAIN; B.) ON THIS SITE-DOMAIN’S RESPECTIVE SECTIONS-PAGES OF INTEREST (AS APPLICABLE); AND C.) IN OUR SHADOWBOX (SHBOX) ’WHITEPAPER” (2022-2024)’ – REVISION G.5 – ACCESSIBLE FOR DOWNLOAD ON THE “ANALYSIS” PAGE ON THIS SITE-DOMAIN. PLEASE NOTE: SELECT STATEMENTS AND/OR REFERENCES DOCUMENTED ON OUR SITESDOMAINS AND/OR PROFESSIONAL-SOCIAL DIGITAL OUTLETS, REPRESENT AN OPINION, AND IS FOR INFORMATIONAL PURPOSES ONLY. OUR WRITTEN WORDS ARE NOT INTENDED TO (AND DOES NOT CONSTITUTE) INVESTMENT ADVICE, AND IS NOT AN OFFER TO BUY OR SELL, OR A SOLICITATION OF AN OFFER TO BUY OR SELL ANY: CRYPTOCURRENCY, SECURITY, PRODUCT, SERVICE, AND/OR INVESTMENT. WE ADVISE INTERESTED PARTIES (UNITED STATES – INTERNATIONAL), WHOM WISH TO STAKE AND/OR SHADOWBOX, TO PLEASE READ OUR GUIDELINES, AND SEEK A DULY LICENSED PROFESSIONAL FOR LEGAL AND/OR INVESTMENT ADVICE (AS APPLICABLE). THANK YOU.