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GPT-5 w/ MCP Fails on World Models: NEW Solution ATLAS

GPT-5 w/ MCP Fails on World Models: NEW Solution ATLAS

Discover AI January 12, 2026
All rights w/ authors: Current Agents Fail to Leverage World Model as Tool for Foresight Cheng Qian1, Emre Can Acikgoz1, …
 
CODE to Build A Hypergraph & HyperGraph Transformers

CODE to Build A Hypergraph & HyperGraph Transformers

Discover AI January 11, 2026
Complete code to build your hypergraph from thousands of documents and the multi-agent framework for hypergraph- LLM integration for higher …
 
Add Cognitive Topology to Your AI Agents

Add Cognitive Topology to Your AI Agents

Discover AI January 10, 2026
All rights w/ authors: "From Chains to Graphs: Self-Structured Reasoning for General-Domain LLMs" Yingjian Chen1, Haoran Liu2, Yinhong Liu3, Sherry …
 
4 New AI Papers to Secure Your Next AI Job

4 New AI Papers to Secure Your Next AI Job

Discover AI January 9, 2026
The 4 AI paper challenge for your next job in AI. For a senior position. All right, we combine the …
 
Watch out for AI Phase Transitions (First Order Logic)

Watch out for AI Phase Transitions (First Order Logic)

Discover AI January 8, 2026
Logical Phase Transitions LPT: The Universal Breaking Point of All LLMs. First order Logic, PDDL. LoCM. The skeleton is FOL, …
 
AI Kill Switch for Hallucinations (Anthropic)

AI Kill Switch for Hallucinations (Anthropic)

Discover AI January 7, 2026
3 new AI research papers (all from 5 Jan 2026) that focus on one topic: inside the activations (the latent …
 
Google Goes to EXTREMES: In-Context Symbolic AI

Google Goes to EXTREMES: In-Context Symbolic AI

Discover AI January 6, 2026
"We demonstrate an approach for LLMs to critique their own answers with the goal of enhancing their performance that leads …
 
Princeton: NEW Self Correcting AI Transformer (Deep Delta)

Princeton: NEW Self Correcting AI Transformer (Deep Delta)

Discover AI January 5, 2026
Based on two new AI research pre-prints by Princeton University (see below) I design a new transformer architecture, by combining …
 
Forget LLM: MIT's New RLM (Phase Shift in AI)

Forget LLM: MIT's New RLM (Phase Shift in AI)

Discover AI January 4, 2026
We’ve been misled by the promise of "infinite" context windows: new AI research proves that "Context Rot" is destroying reasoning …
 
DeepSeek built a New Topological Transformer (mHC)

DeepSeek built a New Topological Transformer (mHC)

Discover AI January 3, 2026
DeepSeek build a new topological transformer, that is beautifully compatible with the new Transformer architecture from Google (see my video …
 
New NVIDIA "MASTERS" Distillation: Local 3B Vision AI

New NVIDIA "MASTERS" Distillation: Local 3B Vision AI

Discover AI January 2, 2026
Stop wasting compute distilling 72B models directly into 8B students, because the 'Capacity Gap' is ruining your gradients. When the …
 
AI data of 2026 (Markets, Experts, Profits)

AI data of 2026 (Markets, Experts, Profits)

Discover AI January 1, 2026
On the very first day of 2026, what are the headcount, market size and financial data for the AI market …
 
NeuroSymbolic Web World Model (Decouples Physics from AI)

NeuroSymbolic Web World Model (Decouples Physics from AI)

Discover AI December 31, 2025
The idea is simple: Instead of training a huge AI model on Language, syntax, domain knowledge, coding and Science patterns …
 
Latest on AI for Scientific Discovery (SAGA)

Latest on AI for Scientific Discovery (SAGA)

Discover AI December 30, 2025
Automated Scientific Discovery w/ AI? We explore AI Scientist as multi-agent self-learning systems at the end of 2025. What have …
 
NEW: Why AI In-Context Learning Works (Explained)

NEW: Why AI In-Context Learning Works (Explained)

Discover AI December 29, 2025
How exactly does In-context Learning happen? What are the exact learning algorithms inside the transformer layers that activate what we …
 
AI Inside an AI: Internal RL w/ Temporal Abstraction

AI Inside an AI: Internal RL w/ Temporal Abstraction

Discover AI December 28, 2025
Google invented a new transformer architecture with an internal metacontroller. An AI inside an AI. No #agent, no #RAG, just …
 
New Graph Diffusion Transformer #ai

New Graph Diffusion Transformer #ai

Discover AI December 27, 2025
Generative AI has a dirty secret: it is terrible at graph theory. While Diffusion Models can paint masterpieces, they treat …
 
MiniMax M2.1 vs GLM 4.7 - TEST AI

MiniMax M2.1 vs GLM 4.7 - TEST AI

Discover AI December 25, 2025
We have two new Ai models and I test both new models on 2 causal reasoning tests. First is my …
 
Mathematical Shape of AI Thoughts (Topology, Homology)

Mathematical Shape of AI Thoughts (Topology, Homology)

Discover AI December 24, 2025
Is it possible to grade an AI’s reasoning without actually knowing the answer? For years, we’ve assumed that to evaluate …
 
DeepSeek 3.2 vs MiniMax M2 (1 Sentence TEST)

DeepSeek 3.2 vs MiniMax M2 (1 Sentence TEST)

Discover AI December 23, 2025
Superior Intelligence: ChatGPT 5.2 vs MiniMax M2 on my 1 sentence test. Watch my new logic test (1 sentence, no …
 
ChatGPT-5.2 vs Grok 4: 1 Sentence TEST

ChatGPT-5.2 vs Grok 4: 1 Sentence TEST

Discover AI December 23, 2025
The Intelligence of our latest AI models is just ... amazing. Since in my last video I stated the possibility, …
 
NeuroSymbolic T5 AI w/ World Model

NeuroSymbolic T5 AI w/ World Model

Discover AI December 22, 2025
Based on the latest Google AI research T5Gemma2 I experiment to implement an adaptive physics engine into a non-GPT AI …
 
GPT is Not The Future of AI: NEW AI Topology

GPT is Not The Future of AI: NEW AI Topology

Discover AI December 21, 2025
OpenAI's IPO approaching fast, let us reconsider their technology. Given the massive limitations of GPT AI systems today, we explore …
 
Self Learning AI: Accelerate w/ new RL

Self Learning AI: Accelerate w/ new RL

Discover AI December 20, 2025
The frontier of LLM research has shifted decisively toward Post-Training and System 2 reasoning. We all know the recipe for …