I agree that LLM is in a “mid-way” state and I believe in two years there will be another #conceptual/#computational/#consolidation novel pathway to model what will have remain as “REAL” in 2028. This Cubed - C to the Power of 3 will replace the Internet ERA motto: #Computers,

The next MOAT will be in #Hybrid models: Humans Training AI on Proprietary Curated Content (PCC) versus AI training on Data. This is Quote #2 for 1/22/2026. See 1st Joint article of Stephen J Williams Aviva Lev-Ari and Grok 4.1

Less then Five new components are needed to potentiate LLM to AGI. World Models are one, Google has Ginnie. Few other components requires development while Existing one need scaling.

Great reservation expressed by Ruslan Volkov

He fostered great economic and diplomatic relations with the State of Israel. Was very saddened when he was removed from power and in few years later died of cancer. He was a great Leader. His son is the Future hope.

A policy China uses to impact America - back door for creation of a Voting crowd

Immigration component in Democratic policy to win elections

Disguise- 200’sanctuary cities in the US and import of illegal immigrants

I just pray for full recovery and healing of a professional colleague, the known Historian and Classics scholar at Hoover, Victor Davis Hanson. I mentioned to him that 1933, hate for Jews and laws against Jews in Germany are still vivid in mind of many. His advocacy for the

NO MORE SORROW IN GOLD FAMILY, in the Jewish population in Israel, in the heart of all Jews around the World and in the heart of Israeli-American, I am one of.

We use Grok 4.1 for causal reasoning in AI in Healthcare context on very complex text in Cancer and in Cardiovascular and we reported Uplift 7.9x Uplift vs NLP SEE my tweets on 12/15/2025

Morality matters, Antisemitism is hatred of Jews - that is immoral because all fellow human beings have the right to exist in dignity and practice their religion. Napoleon upheld morality when codified in French Law the rights of different religions and minorities

Comparison of LLM for literature review: Close models vs Open Source? The latter demonstrates superior performance

Pharma AI companies solve the wrong problems. linkedin.com/posts/bioknow-… Aviva Lev-Ari @pharma_BI Grok Stephen J Williams

Treatment for Pancreatic Cancer open.substack.com/pub/sharingfro…

I agree Dario Amodei should place US National Security before yoke-like principles.

Iranian Strikes reflect disparity and past ready plan of attack

A MUST READ - Israel’s Air Force is on top of its mission

DISINFORMATION IS BERY HARMFUL. You engage it dissemination of it - ALL SOCIAL MEDIA PLATFORMS must ban your account.