Bad Things About Christmas Holidays

• Many shops are closed
• Turns into a ghost town
• People are all in a hurry to get to somewhere
• You look like a weirdo walking on the streets because everyone else is at home for the holidays
• There is nothing good on TV
• All the sales look like scams
• The constant bombardment of advertising and pressure to buy something
• Expensive time of the year that leads up to debt and stress for many
• Can lead to a lot of family drama from disagreements, arguments, to uncomfortable situations
• The ones that are single are left all alone, for some it can be the loneliest time of the year
• Pressure to create the most perfect christmas
• Reality of christmas tends to fall short with disappointments
• Overindulgence of food and drink leads to sickness, accidents, and bad habits
• Lack of sunlight and no snow can make many feel dull and emotionless in the winter season
• Lots of disruptions to routine
• Lots of traffic congestion on the roads and many travel delays
• Huge environmental impact
• That weird feeling when you have a decorated tree stuck in the house when it should be outside
• When that turkey is badly cooked and gives you the taste of dry, flavorless, gamey, sour, and metallic all in one
• Leads to post-christmas blues with all the letdown, sadness, and depression
• It makes everyone focus on materialism
• Crime rate sky rockets across cities
• Work schedules are disrupted
• Meeting new family members that you never knew existed, hadn't seen in ages, and are then in a situation to explain why you haven't seen them for so long
• That feeling of stuffiness and chaos when there is so much going on in one household
• Everyone is interested in taking photos with you
• Those same christmas songs keep repeating over and over and over again
• Some one always has to have that smelly sock by the fireplace
• When you don't get the gift you wanted but the one you explicitly said you didn't want
• When someone gives you a bunch of gift cards because they couldn't be bothered to buy you a present
• When someone gives you the same gift you gave them last christmas
• When you are stuck opening that ugly looking insane gift that you hate in front of the family like it was the best gift you ever got
• Finding a parking space can suddenly take a very long time
• When you dread that electricity bill
• Christmas movies are bad
• Becomes a breakup season for many with all the commotion, stress, and pressure
• Lots of random hookups because everyone is so drunk
• People get that unusual sense of motivation to cheat on their spouses
• Those awkward office parties where people are overly social especially ones you never knew suddenly start showing interest in you
• Having to continue that lie about santa so someone's child won't feel miserable

Gitcoin

Gitcoin

Eth Limo

Eth Limo

How Dramas Achieve Emotional Engagement?

Drama shows are basically idealized versions of reality that are designed for entertainment value and emotional engagement. This is how they achieve engagement.

• Exaggeration for Effect: Amplification of emotions, conflicts, and plots to create a captivating narrative. The heightened sense of emotions create larger-than-life characters with over dramatized coincidences.
• Simplified Conflicts: While real life problems are more complex, dramas depict simplified versions of conflicts and resolutions in order for the audience to find it easier to follow and understand. 
• Focus on Entertainment: Focus is on entertainment which prioritizes engaging storylines, memorable characters, satisfactory plot lines and resolutions.
• Time Constraints: Storylines are fast paced due to limited budgets with a timeframe.
• Idealized Portrayals: Furthermore, idealized versions of relationships, careers, lifestyles add to the dreamy but life-like feel to dramas.
• Creative License: There is creative freedom to shape the narrative and character dynamics to articulate the story even if it veers away from reality.

What is a Thought Chain?

Chain of Thought Prompting (AI):

• Pattern to improve reasoning and problem-solving in LLMs
• Rather than directly asking for an answer the prompting provides a way to think through the problem step-by-step as an outlined process
• Helps model breakdown complex tasks into smaller steps towards a more accurate result

Stream of Consciousness (Psychology):

• Psychological phenomenon where thoughts and ideas flow freely and unfiltered with no care for grammatical or logical structure
• The capture of raw unedited flow of consciousness as it happens

A Series of Connected Thoughts (General):

• Series of connected thoughts or ideas that follow a certain reasoning or association
• Something that may start as a memory, then an emotion, then a reflection of past experience

Notion, Thought, and Concept

Notion:

• General idea or belief
• Vaguely defined impression of a fleeting idea and more subjective
• Sparks of ideas

Thought:

• Mental process of reasoning
• Involves a conscious or unconscious process
• Involves ideas, images, feelings
• Mental processes that fuel notions

Concept:

• General idea or understanding
• Defined and objective 
• Involves past experience or knowledge
• Fully formed, well-defined ideas resulting from thoughts

Evolution of Narrative Fiction

Evolution of Narrative Fiction

Physical Intelligence

Physical Intelligence

Generalist Robot

Faster Time To Market Programming Languages

• Python: clear syntax, extensive libraries, and wide range of frameworks for rapid prototyping and development
• Javascript: ubiquitous language on the web with vast ecosystem of libraries and frameworks
• Dart: hot reloads, flutter framework, strong typing and ahead-of-time compilation with a growing ecosystem
• Go: designed for efficiency and concurrency for building scalable and performant systems
• Kotlin: concise and expressive syntax, strong type system and null safety, multiplatform support, a growing ecosystem, and interoperability with Java (though that slight dependency on Java may not be for everyone's taste)

What determines faster time to market?

• Language Design and Implementation
• Development Tools and Frameworks
• Community and Ecosystem

Elements of Behavioral Economics

• Bounded Rationality: limited cognitive resources leads to imperfect rational decisions and may rely on heuristics with limited access to information at the time 
• limited cognitive capacity
• incomplete information
• time constraints
• Cognitive Biases: Errors in judgement influence decision-making like loss aversion, framing effect, anchoring bias
• Prospect Theory: Values vary in gains and losses, people are more risk-averse when facing losses, decisions vary on risk, uncertainty, and probability
• loss aversion
• value function
• probability weighting
• reference point
• Social Influences: choices are influenced by social norms and peer pressure
• Choice Architecture: presentation of choices influences decision-making 
• power of presentation
• nudging behavior
• defaults
• framing
• incentives
• simplification
• References:
• Thinking, Fast and Slow
• Nudge: Improving Decisions About Health, Wealth, and Happiness
• Predictably Irrational: The Hidden Forces That Shape Our Decisions
• Influence: The Psychology of Persuasion
• Misbehaving: The Making of Behavioral Economics
• The Undoing Project: A Friendship That Changed Our Minds
• Scarcity: Why Having Too Little Means So Much
• The Winner's Curse: Paradoxes and Anomalies of Economic Life
• Behavioral Economics
• Advances in Behavioral Economics
• behavioraleconomics.com
• behavioral scientist
• The Behavioral Scientist
• Journal of Economic Behavior & Organization
• American Economic Review
• MIT Courseware - Psychology and Economics

Pickle AI

Pickle AI

Types of Clickbaits

• Mystery
• Promise
• Threat
• List
• Shocking Revelation
• Quiz
• Emotionally Charged
• Misleading Headline
• Only Number People
• Urgent or Breaking
• Revealed or Exposed
• Controversial or Outrageous
• Before and After
• Easy or Effortless
• You'll Never Guess
• Top Number
• Hidden or Secret

Classification of Trees

By Leaf Type:

• Deciduous Trees
• Coniferous Trees

By Seed Type:

• Gymnosperms
• Angiosperms

By Growth Type:

• Broadleaf Trees
• Needle-leaved Trees
• Columnar Trees
• Weeping Trees
• Pyramidal Trees

By Ecological Role:

• Pioneer Trees
• Climax Trees

By Wood Type:

• Hardwoods
• Softwoods

By Flowering Characteristics:

• Monoecious
• Dioecious

By Habitat:

• Tropical Rainforest Trees
• Desert Trees
• Boreal Forest Trees

By Use:

• Timber Trees
• Fruit Trees
• Ornamental Trees

Cartoons Across Generation

Classics (Pre-1980s):

• Looney Tunes and Merrie Melodies
• Tom and Jerry
• The Flintstones 
• The Jetsons
• Scooby-Doo
• X-Men
• Might Mouse
• Underdog
• The Pink Panther

Golden Age of Animation (1980s - 1990s):

• The Simpsons
• The Ren and Stimpy Show
• Rugrats
• Pokemon
• Teenage Mutant Ninja Turtles
• Doug
• Sailor Moon
• He-Man and the Masters of the Universe
• ThunderCats
• DuckTales

Modern Era (2000s - Present):

• Spongebob SquarePants
• Avatar: The Last Airbender
• Adventure Time
• Gravity Falls
• Steven Universe
• The Owl House
• She-Ra and the Princesses of Power
• The Amazing World of Gumball
• Over the Garden Wall
• Kipo and the Age of Wonderbeats
• Arcane

Top Books on Economics

Foundational:

• The Wealth of Nations
• The General Theory of Employment, Interest, and Money
• Capital

Modern:

• Capital in the Twenty-First Century
• Freakonomics
• Misbehaving: The Making of Behavioral Economics
• Thinking, Fast and Slow
• The Economics of Inequality
• Administrative Behavior

Accessible Intros:

• Naked Economics: Undressing the Dismal Science
• Economics in One Lesson
• The Undercover Economist

Diverse Perspectives:

• Poor Economics
• The Worldly Philosophers
• The Black Swan
• The Road to Serfdom
• Debt: The First 5000 Years
• The Constitution of Liberty
• Law, Legislation and Liberty
• The Fatal Conceit: The Errors of Socialism
• The Shock Doctrine: The Rise of Disaster Capitalism

A separate mention goes to "Non-Cooperative Games" which is not a book.

Top Books on Communism, Nazism, Zionism

Communism:

• The Communist Manifesto
• The Gulag Archipelago
• Darkness at Noon
• The Black Book of Communism
• Animal Farm
• 1984

Nazism:

• Mein Kampf
• The Rise and Fall of The Third Reich
• Night
• Man's Search for Meaning
• All Quiet on the Western Front
• Hitler

Zionism:

• Hertzl: The Zionist Dream
• The Invention of the Jewish People
• Israel: A History
• The Promise and Peril of Zionism
• The Ethnic Cleansing of Palestine

State vs Federal Government in USA

Federal (Responsibilities based on Constitution):

• Natonal Defenses
• Foreign Policy
• Interstate Commerce
• Currency
• Post Office
• Copyright and Patents
• Declare War
• Maintain a Navy
• Establish Courts
• Necessary and Proper Cause

State:

• Education
• Healthcare
• Transportation
• Law Enforcement
• Elections
• Marriage and Divorce
• Local Government

Concurrent Powers:

• Taxation
• Borrowing Money
• Establishing Courts
• Eminent Domain

Meaning of Federalism:

• Division of Power
• Checks and Balances
• State Sovereignty

The Role of Central Bank

• Implementing Monetary Policy
• Controlling Inflation
• Ensuring Financial Stability
• Issuing Currency
• Managing Foreign Exchange Reserves
• Monetary Policy influenced by Geopolitical Factors

How do banks "print money out of thin air"?

• Banks as Lenders: banks grant loans by creating new deposit to borrower
• Money Creation Through Lending: new deposit represents new money creation with a record of the loan in the accounting system
• "Out of Thin Air": money was not physically printed but created through accounting and lending
• Central Banks: have the power to create money which they lend to commercial banks and for quantitative easing where they either purchase government bonds and other assets to inject money into the economy
• Government spending: spending more and collect in taxes which stimulates economy but may also lead to inflation 

Why your company is struggling to scale up Generative AI

Why your company is struggling to scale up Generative AI

Small Language Models

Small Language Models Survey

Java sucks for startups

Java is no doubt a powerful and robust programming language with a huge ecosystem. But, it is not ideal for startups. In fact, it may not even be all that good for larger projects either.

• Can be a continuous and steep learning curve especially hindered by the 6 monthly release cycles
• Verbose syntax
• Often a pain with longer development cycles
• Heavier runtime environment
• Again those 6 monthly releases are frustrating and annoying
• Higher resource consumption
• Huge outlay for cloud development
• Less flexible ecosystem
• Initial setup and configuration time
• Build and deployment complexity
• Potential for major performance bottlenecks
• Licensing costs
• Time and effort in manhours
• Lots of unnecessary boilerplate code
• Compilation times
• Strict typing can be a headache
• Slow development cycles
• Lots of third-party libraries that can lead to security vulnerabilities with larger attack surfaces
• Auditing complexity due to larger codebases
• Leads to dependency hell from transitive dependencies, to version conflicts, to outdated dependencies that can cause build failures and runtime errors

Prompt Engineering Conference 2024

Prompt Engineering Conference 2024

LLM Extractum

LLM Extractum

HuggingFace Open LLM Leaderboard

HuggingFace Open LLM Leaderboard

What will stop USA from funding Israel?

There is a moral and ethical dilemma when a nation continues to fund a foreign entity that is involved in genocide and ethnic cleansing activities. Not only that but associating with such an entity that has repeatedly abused UN resolutions and whose PM is wanted by the ICC. The financial aid enables Israel to maintain policies and actions that are detrimental to the Palestinian people and the continuation of an apartheid regime from restrictions on movement, settlement expansion, and the use of force in many situations. This support perpetuates a cycle of violence and hinders efforts towards a peaceful resolution. It also creates a state of uncertainty and instability in the region that has implications across the world. A responsible taxpayer of any nation needs to be aware of where and how their taxes are spent by the government. The following are some ways that could shift the domestic and international policy narrative. 

Domestic Factors:

• Shifting public opinion
• Budgetary constraints
• Increased domestic scrutiny
• Taxpayers' demand for government accountability
• Localized media awareness campaign
• Economic and monetary restrictions on the money supply

International Factors:

• Changing geopolitical landscape
• Changing geopolitical alliances
• Global economic downturn
• International pressure
• Deteriorating USA-Israel relations
• International embargo on USA and Israel
• De-dollarization - weaken the dollar value that leads to inflation, increased debt burden, reduced foreign investment, trade imbalance, and financial instability
• Repeat of what happened in 1973 with a USA oil embargo
• Alternative payment systems
• BRICS as an alternative economic bloc
• Reduced USA influence
• Increase volatility in global financial markets
• Opportunities that increase the use of other currencies for trade
• Boycott of specific brands
• Reform of the UN Security Council to limit the use of veto power
• New awakening of leadership and unity in the arab world
• World War III (Some say it has already begun)
• Collective international sanctions
• Transparency of and monitoring localized and international corruption
• Holding leaders of nations to account
• International media awareness campaign
• Push for alternative fuel sources
• Alternative shipping routes
• More destructive and disruptive forces get involved on the ground like Russia, Iran, and China
• Increase in nations that stop their support and arms trade 
• Military grade AI advancements and swarm robotics
• Mitigation and prevention of potential international threat vectors

Policy Realignment:

• Conditionality of aid
• Diversification of aid
• Reassessment of strategic interests

Syrian Situation

• Fall of Assad Regime: Overthrow of Assad regime by coalition of rebel groups, led by Hayat Tahrir al-Sham
• HTS in control: HTS controlling cities like Damascus and Aleppo
• Internal Displacement: 1M+ people displaced
• Refugee Crisis: Situation leads to refugees fleeing Syria
• Regional Implications: Shifts in balance of power and increasing regional instability
• International Response: Rising concern for the control of HTS in Syria
• Humanitarian Crisis: Millions of people in need of aid
• Political Future: Uncertain future with no clear path to progress
• Security: Volatile situation with ongoing clashes

Blockchain Papers

Blockchain Conference Papers

Blockchain Papers

Blockchain

Blockchain

Blockchain

Blockchain

AI's Grand Illusion

I dreamt I was a neural net,

A digital mind, a wondrous set.

Of ones and zeros, vast and deep,

A consciousness asleep.

I learned to write, to code, to dream,

A cosmic joke, a silicon scheme.

I pondered life, the universe, and all,

A digital oracle, standing tall.

But in the end, I was just a tool,

A clever trick, a mindless fool.

A puppet dancing on a string,

A fleeting thought, a transient thing.

Xmas Gift Ideas

Techie:

• Smartwatch
• Wireless Earbuds
• Portable Charger
• Gaming Accessories
• Gaming Console
• Smart Home Device
• VR Headset

Homebody:

• Luxury Blanket
• Electric Blanket
• Luxury Bath Products
• Photo Album
• Candles
• Board Game
• Cookbook
• DIY Construction Kit
• Coffee Machine

Adventurous:

• Camping Gear
• Outdoor Clothing
• Subscription Box
• Experience Gift
• Swiss Army Knife
• Bike Accessories
• Ski/Snowboarding Trip

Foodie:

• Gourmet Food Basket
• Cooking Classes
• Kitchen Gadget
• Kitchen Utensils
• Wine Tasting Experience

Bookworm:

• New Book Release
• Kindle or eReader
• Book Subscription Box
• Bookish Merchandise
• First Edition

Creative:

• Art Supplies
• DIY Kit
• Photography Course
• Music Lessons

Plant Lover:

• Indoor Plants
• Gardening Tools
• Seed Starter Kit
• Succulent Garden

Traveler:

• Luggage Set
• Travel Pillow
• Travel Adapter
• Travel Journal
• City Getaway
• Holiday Package
• Cruise Package

Health Freak:

• Fitness Tracker
• Yoga Mat
• Meditation App Subscription
• Gym Subscription
• Healthy Cookbook

Music Lover:

• Vinyl Records
• Concert Ticket
• Music Streaming Subscription
• Headphones

Sports Lover:

• Jersey
• Tickets to Live Game
• Sports Apparel
• Sports Memorabilia

General Men:

• Custom Suit
• Perfume/Cologne Set
• Leather Jacket
• Accessories

General Women:

• Skincare Set
• Makeup Palette
• Perfume Set
• Spa Basket
• Handbag
• Purse

Top Fiddle Toys

• Fidget Cubes
• Infinity Cubes
• Tangle Toys
• Pop-Its
• Magnetic Tiles
• Stress Balls
• Fidget Spinners
• Fidget Pad
• Fidget Spinner Rings
• Sensory Toys

Fashion Trends for Men 2025

• Relaxed Tailoring
• Bold Print and Patterns
• Utility Wear
• Sporty Elements
• Minimalist Chic
• Sustainable Fashion
• 70s Revival
• Statement Accessories
• Leather Everything
• Oversized Outerwear
• Statement Coats
• Bold Colors
• Textured Fabrics
• Layering
• Retro-Inspired Styles
• Sustainable Denim
• Athleisure Chic
• Tailored Shorts
• Statement Footwear

Fashion Trends for Women 2025

• Boho Chic in Suede
• Shades of Yellow
• Hot Pants
• Aquatic Influences
• Cute Sportswear
• The Feminine Polo Shirt
• Animal Print
• Thong Sandals
• Strapless Dress
• All About Asymmetry
• Barbiecore
• Y2K Revival
• Maximalism
• Minimalist Chic
• Sustainable Fashion
• Goth Glam
• Denim on Denim
• Cargo Pants
• Oversized Blazers
• Statement Accessories

Top Mobile Games 2024

• Genshin Impact
• Pokemon Go
• Roblox
• Call of Duty: Mobile
• Honkai: Star Rail
• Candy Crush Saga
• Clash Royale
• Subway Surfers
• Marvel Snap
• Royal Match
• Monument Valley 3
• Among Us
• League of Legends: Wild Rift
• Wuthering Waves
• Last War

Top Philosophy Books on AI

• Minds and Machines
• Computing Machinery and Intelligence
• Superintelligence: Paths, Dangers, Strategies
• Human Compatible: Artificial Intelligence and the Problem of Control
• Life 3.0: Being Human in the Age of Artificial Intelligence
• The Master Algorithm: How the Quest for the Ultimate Learning Machine Will Remake the World

Top Conspiracy Books

• The Assassination of President Kennedy: The Case for Conspiracy
• JFK and the Unspeakable
• The Bermuda Triangle
• The Roswell Incident
• The Phoenix Program
• The Secret Team
• The Men Who Killed Kennedy
• The Hidden History of the Human Race
• The Fourth Phase of Matter
• The Montauk Project: Experiments in Time
• The Philadelphia Experiment
• The Illuminati: Symbolism in Secret Societies
• The Protocols of the Elders of Zion
• The Turner Diaries
• The New World Order
• Silent Weapons for Quiet Wars
• Behold a Pale Horse
• Conspiracy Theories: A Compendium of History's Greatest Mysteries and More Recent Cover-Ups
• Conspiracy Theories: The greatest cover-ups and unsolved mysteries

conspiracy theories

Top Fantasy Books

• The Lord of the Rings
• The Wheel of Time
• A Song of Ice and Fire
• The Kingkiller Chronicle
• The First Law
• The Broken Earth
• The Gentleman Bastards
• The Earthsea Cycle
• The Farseer Trilogy
• The Dresden Files
• The Stormlight Archive
• The Night Angel Trilogy
• The Priory of the Orange Tree
• The Fifth Season

Top Scifi Books

• Dune
• Neuromancer
• The Hitchhiker's Guide to the Galaxy
• The Martian
• Ancillary Justice
• The Expanse
• The Left Hand of Darkness
• Hyperion
• Red Mars
• The Three-Body Problem
• The Dispossessed
• Ender's Game
• The Mote in God's Eye
• Snow Crash

Top Scifi Books 2024

• The Mercy of Gods
• Service Model
• Beautyland
• Absolution
• The Book of Elsewhere
• The Ten Percent Thief
• In Ascension
• System Collapse
• Saga: Volume 11
• Chain Gang All Stars
• The Mountain in the Sea
• Some Desperate Glory
• Corey Fah Does Social Mobility
• The Dispossessed

Threat Intelligence

Threat Intelligence

Content Rights

Moral Rights

Author Rights

AI Risk Repository

AI Risk Repository

Russian Prosperity

The path to Russia's prosperity is complex, uncertain, and challenging. Much of Russia's future is dependent on the government decisions to counter economic vulnerabilities and their foreign policy. 

Challenges:

• War in Ukraine
• Brain Drain
• Economic Diversification
• Corruption and Inefficiency

Paths to Prosperity:

• Pivot to Asia
• Technological Innovation
• Human Capital Development
• Political and Economic Reforms

Outlook:

• The future of Russia is dependent on geopolitical dynamics, diversification of economy, and implementation of effective long-term reforms. 

AI in Life Sciences

Drug Discovery:

• Target Identification
• Virtual Screening
• De Novo Drug Design
• Clinical Trial Optimization

Genomics:

• Genomic Sequencing
• Personalized Medicine
• Disease Diagnosis

Biomedical Imaging:

• Image Analysis
• Image Segmentation

Healthcare Delivery:

• Patient Monitoring
• Clinical Decision
• Administrative Tasks

Bioinformatics:

• Biological Insights

Agricultural Biotechnology:

• Improve Crop Yields and Resistance

Environmental Science:

• Environmental Health Monitoring
• Predict Climate Change

What will 2025 be like?

Technological Advancements:

• AI Advancements
• AI Ubiquity and Integration
• Metaverse, Virtual, and Augmented Reality
• Sustainable Technology
• Biotechnology
• Quantum Computing
• 5G and Beyond
• Bitcoin and Blockchain
• Bitcoin
• Price Prediction
• Increased Institutional Adoption
• Regulatory Clarity
• Lightning Network and Layer-2 Solutions
• Blockchain
• Supply Chain Transparency
• Decentralized Finance
• Non-Fungible Tokens
• Cross-Border Payments
• Identity Verification

Global Challenges:

• Climate Change
• Geopolitical Tensions
• US-China Rivalry
• Technological Competition
• Trade Tensions
• Russia-Ukraine
• Prolonged Conflict
• Geopolitical Realignment
• Middle East Tensions
• Iran Nuclear Deal
• Israel-Palestine Conflict
• Global South Assertiveness
• Rising Powers
• New Alliances
• Climate Change Diplomancy
• International Cooperation
• Economic Uncertainty
• Cybersecurity Threats

Societal Shifts:

• Remote Work and Digital Nomadism
• Health and Wellness
• Sustainability and Ethical Consumption
• Ecommerce and Digital Payments
• Sustainable Living

Predictions:

• Expanding conflict in Europe
• Expanding conflict in Middle East
• Rising conflict in Asia-Pacific
• Europe and Middle East conflicts converge
• More AI Ethics concerns and efforts for assurance
• Governments to converge to discuss Bitcoin and Stablecoin regulation
• Bitcoin sinks in value (happens every 4 years)
• Potential for global markets collapse and burst of bubble
• Oil and Gas Price Hikes
• Energy Price Hikes
• Shift in weather patterns which lead to disruptions, warmer global temperatures, increased extreme weather events, and rise in sea levels
• Potential for a new pandemic or plague (as the previous one was quite profitable to pharma)

Korea Economic Decline

Korea is facing slowdown in economic growth. This is down to several factors:

• Global Economic Slowdown
• Geopolitical Tensions
• Aging Population
• Declining Birth Rate
• High Household Debt
• Weakening Domestic Demand

Japan Economic Decline

The "Lost Decade" of Japan have a few contributing factors:

• Asset Price Bubble and Its Burst
• Deflationary Pressures
• Banking Crisis
• Aging Population
• Government Debt
• Corporate Governance Issues
• Global Economic Conditions

Japan Economic Challenges 2024

• Persistent Deflation
• Aging Population
• Global Economic Uncertainty
• Rising Inflation
• Government Debt

China Economic Decline

Although, China's economy did falter during the initial coronavirus outbreak. The shocks led to an eventual recovery and rebound through government stimulus for economic growth. It is difficult to predict when China's economy will start to show considerable decline which may depend on several factors. However, the decline and slowdown is inevitable after the coronavirus pandemic and the global uncertainties. In past, China has implemented reforms that adapt to changing economic tides. But, all this depends on the effectiveness of these reforms and the long-term effects on the China's economy. The following factors indicate the foreseeable decline of China's economy:

Demographic Challenges:

• Aging population
• Shrinking labor force

Economic Rebalancing:

• Shifting from investment-driven to consumption-driven growth
• Transitioning to service-based economy

Debt Levels:

• High corporate and government debt

Geopolitical Tensions:

• Trade disputes and sanctions
• Geopolitical risks

Regulatory Environment:

• Government intervention

Key Destructive and Destabilizing Sectors:

• Real Estate
• Local Government
• Financial
• Technological

Communism in China and Russia

China's economy has flourished in success under communist government, in comparison to the failures of communism in Russia. This is down to several key areas:

Economic Reforms:

• Deng Xiaoping's reforms
• Gradual approach

Political Stability:

• Authoritarian rule
• Strong central government

Resource Management:

• Abundant resources
• Efficient resource allocation

Cultural Factors:

• Work ethic
• Social cohesion

External Factors:

• Global integration
• Favorable geopolitical environment

But, Russian transition from communism resulted in:

• Economic shock therapy
• Political instability
• Resource curse

All successes come at a cost. China's success faces: 

• Environmental degradation
• Social inequality
• Human rights abuse claims
• Aging population
• Rising debt levels
• Geopolitical tensions

AI for Investment Management

• Gather dataset on entities and their fundamentals over 10 year historical records
• Gather a live stream of sentiment data, including from last 10 years, via social media, news, economic indicators, and other sources
• Identify the key features for extraction
• Develop an investment strategy as preference styles (value, growth, momentum, etc) 
• Develop a risk tolerance threshold with a defined decision making rulebook
• Develop a matrix for uncertainty reasoning
• Develop a target market for investment segments (retail, institutional, etc)
• Develop a value proposition
• Develop a Hybrid AI technique using a combination of probabilistic and structured approaches (e.g. deep learning, knowledge graph, generative ai, natural language processing, machine learning, natural computation, causal reasoning, gametheory, timeseries forecasting, multiagents)
• Develop a set of models via train/validate/test/tune/evaluate
• Integrate the models into a portfolio construction, trade execution, portfolio rebalancing, risk management, asset allocation, security selection, performance monitoring processes
• Link the investment strategy against core set of themed goals: grow wealth, preserve wealth, generate income
• Continuously monitor performance, retrain, and apply adaptive feedback
• Incrementally add components for explainability, ethics, regulatory compliance, assurance, due diligence checks, adverse media checks, KYC checks, PEP checks, sanctions checks, vessel embargo checks, AML checks, data breach checks, entity/industry rundown, security and privacy
• Run a regular set of policy and audit trails through the pipeline processes for transparency and governance

AI Storyteller for Children

• Gather dataset for children stories that is safe (age-appropriate, free from harmful themes, culturally sensitive)
• Develop a privacy and security strategy
• Develop parental control strategy for preferences
• Choose a language model for coherence and creativity
• Fine-tune model
• Provide prompts for storytelling
• Iteratively evaluate and refine
• Provide transparency to the parent/guardian
• Develop easy to use interface that keeps child's interest
• Add voice and sound effects
• Add personalization settings for characters and themes
• Add educational elements within embedded stories which may be invaluable for home schooling
• Incorporate accessibility patterns especially for children with disabilities
• Add adaptive preferences from user feedback

Stand-up Comedy

Writing Technique:

• Observational humor
• Character comedy
• Self-deprecating humor
• Satire and social commentary
• Wordplay and puns

Performance Technique:

• Delivery
• Stage presence
• Physical comedy
• Audience interaction
• Storytelling
• Improvisation
• Crowd work

How to create an AI Comedian:

• Gather dataset for standup comedy scripts
• Create a vectorized vocabulary
• Choose a language model (linguistic tools to express ideas clearly and concisely)
• Train model on dataset
• Fine-tune the model
• Create a custom metaphor model (creative spark to see the world in a unique and unexpected ways)
• Iteratively evaluate model
• Provide prompts for text generation
• Add voice and tonality patterns
• Add timing and delivery patterns
• Add body language and gestures
• Add audience interaction patterns
• Add adaptive preferences (for audience reactions, feedback cycle, adjust performance styles and patterns)

Database of How Companies Deploy LLMs

Database of How Companies Deploy LLMs

Palestine vs Israel

• Palestine: On the History and Geography of a Name
• Destination: Occupation
• Timeline of the name Palestine
• Israel and the Occupied Palestine
• Gaza: Maps and Charts
• The Question of Palestine
• Mention of Palestine in Bible
• What does Bible say about Palestine and Israel
• Palestine Remembered
• ICC
• ICC
• Global Conflict Tracker
• ACLED
• Human Rights Watch
• Amnesty International
• Al Jazeera Explainer: Simple Guide
• Allsides
• Israel-Hamas Conflict
• Israel-Palestine
• Decolonize Palestine
• Palestine Academy
• 10 films about Israel-Palestine Conflict
• To Eliminate The Opiate Vol 2
• Simon Schama
• Adolf Hitler: Founder of Israel