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Disclaimer: This website's sole mission is to explore, learn, and share. I DO NOT serve as a financial consultant. I only explore my curiosity and share my findings along the way. I am not being compensated for endorsing any cryptocurrencies, nor do I encourage our readers to invest in any particular cryptocurrency. These investment options might not be suitable for all investors. The content on this website includes my personal and speculative thoughts, opinions, hypotheses, charts, technical analysis (TA), insights, carefully chosen news sources, and price forecasts. The technical analysis provided on this website is entirely theoretical and DOES NOT GUARANTEE ANY PARTICULAR RESULT OR PROFIT. You should consult your financial advisor for advice.

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Check out pejmantheory's about page

Howdy, I'm Pejman, based in Seattle. I build and deploy pipelines (CI/CD) to AWS using Python Django, XGBoost, and MySQL. In general, I enjoy developing open platforms that advance the daily lives of users and devs in ethical ways. I share ideas and observations about the potential link between Machine Learning, and the Stock Market. On 𝕏, you'll find me diving into everything from the nuts and bolts of AI/ML, to tackle some of the major challenges our world is up against these days. As a software engineer and Machine Learning enthusiast, I decided to leverage modern data science tools to help me make sense of investing. After 15 years in the Big Apple, I've recently moved to Seattle to continue pursuing a career in software engineering and launch my tech company. 


Languages: C-sharp, Python, C++, JavaScript, Ruby, CSS3, Mermaid, PlantUML, D2

Frameworks: Node.js, Rails, Express.js, Sails.js, AngularJS, React.js

Libraries: D3.js, jQuery, Bootstrap, Foundation, Angular Material

Database Tools: PostgreSQL, MongoDB, Sequelize, Waterline

Other: AJAX, Heroku, Git/Github, JSON, REST, APIs, Kaggle, Bcrypt Gulp, Jupyter

Interests - Category theory, F-theory, E8 Lattice, Natural language processing, XGBoost, LLM, warp drives, Nuclear Energy, The Kardashev Scale, The holographic principle, biohacking, gaming, mechs, reading, writing, gardening, and the Ocean.


This week's Diagrams:

 illustrating technology trends over time

 illustrating the impact of AI on various industries



"The opportunity to build a better America, and a call to action to empower and improve lives"

This book gives a different, positive spin on growing older. It's an awesome and lively perspective that highlights the fun and exciting parts of aging. Irving really goes after those tired old stereotypes about getting older, offering a vision filled with optimism, creativity, and joy for our golden years. The book covers it all, from keeping fit and cheerful to discovering meaning and building awesome connections as we age. It's brimming with practical tips and motivating stories, encouraging us to view aging as an thrilling journey.



Chip War is an epic account of the decades long battle to control what has emerged as the world’s most critical resource microchip technology with the United States and China increasingly in conflict. Many would be surprised to learn that microchips are the new oil the scarce resource on which the modern world depends. Today, military, economic, and geopolitical power are built on a foundation of computer chips. Virtually everything from missiles to microwaves, smartphones to the stock market, runs on semiconductors. Now, as Chip War reveals, China, which spends more money importing chips than any other product, is pouring billions into a chip-building initiative to catch the US’s lead. At stake is not only America’s economic prosperity but also its military superiority. Right now the US is trying to cut off China’s ability to make advanced semiconductors, on the judgment that advanced semiconductors are critical to training AI systems. If you can’t get access to the most advanced chips, then you can’t make meaningful advances in AI. To make an advanced semiconductor, you need to buy machine tools from just a handful of companies around the world that have the precision capabilities to manufacture these tools. One of the most important of these companies is a firm called ASML, which is based in the Netherlands. It has unique capabilities which no one else in the world can replicate to produce a type of machine called an EUV lithography tool, without which making an advanced chip is simply impossible. 

more Archive​​

Top Index Funds

VOO - Vanguard S&P 500 ETF: $448.06
VTI - Vanguard Total Stock Market ETF: $242.36
VT - Vanguard Total World Stock ETF: $103.66
VTI - Vanguard Total Stock Market ETF: $242.36
SPY - SPDR S&P 500 ETF Trust: $487.50
SCHB - Schwab US Broad Market ETF: $56.80
IVV - iShares Core S&P 500 ETF: $489.88

Companies to grow 100 percent over the next decade

RBLX - Roblox: $40.50
UPWK - Upwork: $14.07
KRNT - Kornit: $16.16
RKLB - Rocket Lab USA: $4.88
PFE  - Pfizer: $27.48
PLTR - Palantir Technologies: $16.40
DOCU - DocuSign: $62.62
ROVR - Rover: $10.92


AMT - American Tower: $197.29
SPG - Simon Property Group: $141.96
DLR - Digital Realty Trust: $143.20
EQR - Equity Residential: $59.16
PLD - Prologis: $126.87
VNQ - Vanguard US Real Estate Index Fund: $84.94

Dividends to cherish forever

AAPL - Apple: $192.24
MSFT - Microsoft: $405.50
O    - Realty Income: $55.16
JNJ  - Johnson & Johnson: $159.39
MCD  - McDonald's: $292.49
HD   - Home Depot: $354.00
PG   - Procter & Gamble: $156.07
JPM - JPMorgan Chase: $172.26

Weekly Dividends

CWEN - Clearway Energy: $24.63
MATV - Mativ: $13.02
AVGO - Broadcom: $1,203.99
IRM  - Iron Mountain: $67.56
T    - AT&T: $17.25
NWL  - Newell Brands: $8.72
VNO  - Vornado Realty Trust: $28.92
NEM  - Newmont: $34.24
KMI  - Kinder Morgan: $17.44

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