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PORTool: Importance-Aware Policy Optimization with Rewarded Tree for Multi-Tool-Integrated Reasoning
Machine Learning

PORTool: Importance-Aware Policy Optimization with Rewarded Tree for Multi-Tool-Integrated Reasoning

AI News Team May 4, 2026
Multi-tool-integrated reasoning enables LLM-empowered tool-use agents to solve complex tasks by interleaving natural-language reasoning with…
How did ‘large’ language models get that way? The role of Transformers and Pretraining in GPT
Opinion

How did ‘large’ language models get that way? The role of Transformers and Pretraining in GPT

AI News Team May 4, 2026
​Large language models are really large. They’re among the largest machine learning projects ever, and set…
Looking for papers on general formalizations of “agency”
Opinion

Looking for papers on general formalizations of “agency”

AI News Team May 4, 2026
​Hi!Recently, I immersed myself in researching the possibility of a general formal definition of "agency".More…
‘This is fine’ creator says AI startup stole his art
Industry

‘This is fine’ creator says AI startup stole his art

AI News Team May 4, 2026
The ad comes from Artisan, the AI startup behind billboards urging businesses to "stop hiring…
Dairy cows make their misery expensive (but their calves can’t)
Opinion

Dairy cows make their misery expensive (but their calves can’t)

AI News Team May 4, 2026
​How much do cows suffer in the production of milk? I can’t answer that; understanding…
Why I made Engineering Enigmas
Opinion

Why I made Engineering Enigmas

AI News Team May 3, 2026
​Engineering Enigmas is simplified Tarot reading for working engineers.Any time you feel stuck and need…
In Harvard study, AI offered more accurate diagnoses than emergency room doctors
Industry

In Harvard study, AI offered more accurate diagnoses than emergency room doctors

AI News Team May 3, 2026
A new study examines how large language models perform in a variety of medical contexts,…
Deontological bars should reference the actor’s beliefs
Opinion

Deontological bars should reference the actor’s beliefs

AI News Team May 3, 2026
​Scott Alexander has a recent piece about "deontological bars" in the context of AI safety.…
We don’t learn numbers from set cardinality
Opinion

We don’t learn numbers from set cardinality

AI News Team May 3, 2026
​As pointed out in Where Mathematics Comes From (WMCF), we are born with an innate…
MHC Interp #1: Previous-Token Heads Become Attention Sinks Under Manifold-Constrained Hyper-Connections
Opinion

MHC Interp #1: Previous-Token Heads Become Attention Sinks Under Manifold-Constrained Hyper-Connections

AI News Team May 3, 2026
​Background:Manifold-Constrained Hyper-Connections (mHC) is a new architecture added by Deepseek and recently implemented in Deepseek…

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  • Nvidia has already committed $40B to equity AI deals this year
  • Bad Problems Don’t Stop Being Bad Because Somebody’s Wrong About Fault Analysis
  • Musk v. Altman week 2: OpenAI fires back, and Shivon Zilis reveals that Musk tried to poach Sam Altman
  • Laid-off Oracle workers tried to negotiate better severance. Oracle said no. 
  • Intel’s comeback story is even wilder than it seems

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