Berlin Brown and Software Development

 More information on GPU: https://jax-ml.github.io/scaling-book/gpus/

 Just learning about this, response from Open AI Chat GPT. On Lucy Guo Founding Scale AI In 2016, Lucy and Alexandr Wang founded Scale AI (via Y Combinator), originally conceptualized as an “API for humans.” They landed on solving a real pain point: data labeling for AI , especially for autonomous vehicles. One of their earliest customers was Cruise The Solution: “API for Humans” Scale AI positioned itself as an API layer between companies and a human workforce . Instead of building your own data-labeling team, you could make an API call like: { "task" : "label image" , "data" : "car.jpg" } And Scale would automatically route that task to humans (plus machine learning models for pre-processing), then return the annotated result . To the engineering team, it looked like calling any other API. But behind the scenes, it was a managed pipeline of people + ML models doing the work

  OneTrust Specializes in governance, risk, compliance (GRC) software with a strong focus on AI governance and data protection. Headquartered in Atlanta, serving over 14,000 customers. Website : https://www.onetrust.com/ Innova Solutions A global IT and business services firm based in Atlanta, delivering AI, generative AI, automation, data analytics, and cloud services. Founded in 1994, with over 50,000 employees and nearly $3.5 billion in annual revenue.  Website : https://innovasolutions.com/ Closeloop Technologies Inoxoft SDLC Corp Dualboot Partners (again) A42 Labs Novarata GoodF

    Sir Demis Hassabis is a British artificial intelligence researcher and entrepreneur. He is the chief executive officer and co-founder of Google DeepMind and Isomorphic Labs, and   Meta did not hire an engineer for $250 million, but rather an AI researcher named Matt Deitke was hired for a four-year compensation package worth an estimated $250 million. The massive deal was reported by The New York Times and other outlets in early August 2025.   Details of the agreement Initial offer: Deitke, a 24-year-old AI prodigy, first rejected a $125 million offer from Meta. Negotiation: After the initial rejection, Meta CEO Mark Zuckerberg personally intervened to double the offer to $250 million.   https://scholar.google.com/citations?user=k4VxCcYAAAAJ&hl=en And World Foundational Models https://www.nvidia.com/en-us/glossary/world-models/ https://worldmodels.github.io/ Vs Thousand Brains Project https://github.com/thousandbrainsproject

 Here are random AI LLM benchmarks off of Reddit. " This project benchmarks 41 open-source large language models across 19 evaluation tasks using the lm-evaluation-harness library. Benchmarks are grouped into three categories, with the corresponding tasks and metrics listed below." https://github.com/jayminban/41-llms-evaluated-on-19-benchmarks

Georgia and Atlanta Companies: https://www.salesloft.com -  a sales engagement platform that helps sales teams automate outreac Calendly is an automated scheduling software that allows individuals and teams to easily book meetings and appointments by sharing a link to their availability Technology Groups IEEE Atlanta  https://atlantatechvillage.com/ - Atlanta Tech Village (ATV): A popular startup hub known for networking opportunities.  https://www.civictechatlanta.org/ https://www.refactr.tech/ DevNexus - https://devnexus.com/ ATDC (Advanced Technology Development Center) Consulting Firms https://www.rippleit.com/ - small consulting firm in Atlanta

 This was too easy, easy CV capture. Based on openai chat gpt codce. And from:  https://myberlinaustin.com/ import cv2 # Load pre-trained face detector face_cascade = cv2 .CascadeClassifier( cv2 .data.haarcascades + "haarcascade_frontalface_default.xml" ) cap = cv2 .VideoCapture( 0 ) while True : ret , frame = cap .read() if not ret : break gray = cv2 .cvtColor( frame , cv2 .COLOR_BGR2GRAY) faces = face_cascade .detectMultiScale( gray , 1.3 , 5 ) for ( x , y , w , h ) in faces : cv2 .rectangle( frame , ( x , y ), ( x + w , y + h ), ( 0 , 255 , 0 ), 2 ) cv2 .imshow( "Face Detection" , frame ) if cv2 .waitKey( 1 ) & 0x FF == ord ( 'q' ): break cap .release() cv2 .destroyAllWindows()