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Sakana AI’s Error Diffusion Trains Dale-Compliant Dual-Stream Networks, Reaching 96.7% MNIST and 61.7% CIFAR-10 Without Backpropagation
ByRicardo July 18, 2026

Backpropagation dominates deep studying, but it makes use of a mechanism the mind probably can’t. Specifically, the backward cross wants actual transposes of ahead weight matrices. This is the weight transport drawback. Sakana AI’s new paper, Diffusing Blame, confronts this constraint immediately. The analysis staff trains networks that obey Dale’s precept whereas avoiding weight transport…

Read More Sakana AI’s Error Diffusion Trains Dale-Compliant Dual-Stream Networks, Reaching 96.7% MNIST and 61.7% CIFAR-10 Without Backpropagation
Agentic AI AI Paper Summary

Skyfall AI Releases MORPHEUS: A Persistent Enterprise Simulation Benchmark That Makes Continual Reinforcement Learning Necessary Under Structured Non-Stationarity
ByRicardo July 13, 2026July 13, 2026

Most reinforcement studying benchmarks reset the world after each episode. Real operations by no means reset. Skyfall AI’s MORPHEUS targets that hole. It is a persistent enterprise simulation platform for continuous reinforcement studying (CRL). What is MORPHEUS? MORPHEUS is grounded within the Big World Hypothesis (Javed & Sutton, 2024). It says the world’s complexity exceeds…

Read More Skyfall AI Releases MORPHEUS: A Persistent Enterprise Simulation Benchmark That Makes Continual Reinforcement Learning Necessary Under Structured Non-Stationarity
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Meet NeuroVFM: A New Neuroimaging Foundation Model Trained With Vol-JEPA on Uncurated Clinical MRI and CT Volumes
ByRicardo July 13, 2026

Frontier fashions be taught principally from public web information. However, scientific neuroimaging not often seems there, as a result of MRI and CT scans comprise identifiable facial options. Consequently, normal fashions underperform on brain-imaging duties. A University of Michigan analysis workforce addresses this hole with NeuroVFM, published in Nature Medicine. What is NeuroVFM? At its…

Read More Meet NeuroVFM: A New Neuroimaging Foundation Model Trained With Vol-JEPA on Uncurated Clinical MRI and CT Volumes
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Ant Group’s Robbyant Unveils LingBot-VA 2.0: A Causal Video-Action Model Built Natively for Physical AI
ByRicardo July 11, 2026July 11, 2026

Robbyant, the embodied AI unit inside Ant Group, has launched the LingBot-VA 2.0.The first embodied-native basis mannequin. It describes a video-action basis mannequin for generalist robotic manipulation. The analysis group pretrains the entire stack for embodiment as a substitute of fine-tuning a video generator. What is LingBot-VA 2.0? Most video-action fashions reuse two elements constructed…

Read More Ant Group’s Robbyant Unveils LingBot-VA 2.0: A Causal Video-Action Model Built Natively for Physical AI
AI Paper Summary AI Shorts

Kyutai Releases MuScriptor: An Open-Weight Decoder-Only Transformer for Multi-Instrument Music Transcription to MIDI
ByRicardo July 10, 2026

Automatic Music Transcription (AMT) converts an audio recording into symbolic notes, often MIDI. Single-instrument transcription already works fairly effectively. However, transcribing a full multi-instrument combine stays tough. Kyutai and Mirelo crew now launch MuScriptor to shut that hole. It is an open-weight mannequin educated on actual, multi-instrument recordings throughout many genres. This article explains how…

Read More Kyutai Releases MuScriptor: An Open-Weight Decoder-Only Transformer for Multi-Instrument Music Transcription to MIDI
AI Paper Summary Applications

Google Research Introduces SensorFM: A Wearable Health Foundation Model Pretrained on One Trillion Minutes of Sensor Data
ByRicardo July 10, 2026July 10, 2026

Most wearable well being fashions are constructed one end result at a time. That method breaks down at thirty-five endpoints. Labels are costly and retrospective annotation is infeasible. Google Research launched SensorFM, a basis mannequin for wearable well being pre-trained on greater than 1 trillion minutes of sensor knowledge from 5 million individuals. https://arxiv.org/pdf/2605.22759 What…

Read More Google Research Introduces SensorFM: A Wearable Health Foundation Model Pretrained on One Trillion Minutes of Sensor Data
Agentic AI AI Paper Summary

Meet Nemotron Labs 3 Puzzle 75B A9B: A Compressed Hybrid MoE LLM Delivering 2.03x Server Throughput
ByRicardo July 9, 2026

Large hybrid MoE fashions like Nemotron-3-Super are correct however costly to serve. Their lively parameters, KV cache, and Mamba state cap what number of customers a node can maintain at a given per-user token price. NVIDIA AI staff has launched Nemotron-Labs-3-Puzzle-75B-A9B, a compressed variant of Nemotron-3-Super. The guardian mannequin has 120.7B complete and 12.8B lively…

Read More Meet Nemotron Labs 3 Puzzle 75B A9B: A Compressed Hybrid MoE LLM Delivering 2.03x Server Throughput
Agentic AI AI Paper Summary

NVIDIA Releases Nemotron-Labs-3-Puzzle-75B-A9B: A Compressed Hybrid MoE LLM Delivering 2.03x Server Throughput at Matched User Throughput
ByRicardo July 9, 2026July 9, 2026

Large hybrid MoE fashions like Nemotron-3-Super are correct however costly to serve. Their energetic parameters, KV cache, and Mamba state cap what number of customers a node can maintain at a given per-user token fee. NVIDIA AI group has launched Nemotron-Labs-3-Puzzle-75B-A9B, a compressed variant of Nemotron-3-Super. The guardian mannequin has 120.7B complete and 12.8B energetic…

Read More NVIDIA Releases Nemotron-Labs-3-Puzzle-75B-A9B: A Compressed Hybrid MoE LLM Delivering 2.03x Server Throughput at Matched User Throughput
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Ant Group’s Robbyant Open-Sources LingBot-Vision: A 1B Boundary-Centric Vision Foundation Model for Dense Spatial Perception
ByRicardo July 8, 2026July 8, 2026

Robbyant, the embodied-AI firm inside Ant Group, has open-sourced LingBot-Vision, a household of self-supervised Vision Transformers constructed for dense spatial notion. The weights ship beneath Apache-2.0 on Hugging Face in 4 sizes — ViT-giant, ViT-large, ViT-base, and ViT-small — along with a technical report and inference code. Most imaginative and prescient basis fashions are skilled…

Read More Ant Group’s Robbyant Open-Sources LingBot-Vision: A 1B Boundary-Centric Vision Foundation Model for Dense Spatial Perception
AI Paper Summary Artificial Intelligence

NVIDIA Releases Nemotron-Labs-TwoTower: an Open-Weight Diffusion Language Model Built on a Frozen Autoregressive Nemotron-3-Nano-30B-A3B Backbone
ByRicardo July 1, 2026

NVIDIA has launched Nemotron-Labs-TwoTower, a diffusion language mannequin constructed on a pretrained autoregressive spine. It ships as open weights underneath the NVIDIA Nemotron Open Model License. The launch targets a throughput bottleneck in textual content era. Autoregressive (AR) fashions decode one token at a time. That serial course of caps era throughput. Discrete diffusion language…

Read More NVIDIA Releases Nemotron-Labs-TwoTower: an Open-Weight Diffusion Language Model Built on a Frozen Autoregressive Nemotron-3-Nano-30B-A3B Backbone

AI Paper Summary

Sakana AI’s Error Diffusion Trains Dale-Compliant Dual-Stream Networks, Reaching 96.7% MNIST and 61.7% CIFAR-10 Without Backpropagation

Skyfall AI Releases MORPHEUS: A Persistent Enterprise Simulation Benchmark That Makes Continual Reinforcement Learning Necessary Under Structured Non-Stationarity

Meet NeuroVFM: A New Neuroimaging Foundation Model Trained With Vol-JEPA on Uncurated Clinical MRI and CT Volumes

Ant Group’s Robbyant Unveils LingBot-VA 2.0: A Causal Video-Action Model Built Natively for Physical AI

Kyutai Releases MuScriptor: An Open-Weight Decoder-Only Transformer for Multi-Instrument Music Transcription to MIDI

Google Research Introduces SensorFM: A Wearable Health Foundation Model Pretrained on One Trillion Minutes of Sensor Data

Meet Nemotron Labs 3 Puzzle 75B A9B: A Compressed Hybrid MoE LLM Delivering 2.03x Server Throughput

NVIDIA Releases Nemotron-Labs-3-Puzzle-75B-A9B: A Compressed Hybrid MoE LLM Delivering 2.03x Server Throughput at Matched User Throughput

Ant Group’s Robbyant Open-Sources LingBot-Vision: A 1B Boundary-Centric Vision Foundation Model for Dense Spatial Perception

NVIDIA Releases Nemotron-Labs-TwoTower: an Open-Weight Diffusion Language Model Built on a Frozen Autoregressive Nemotron-3-Nano-30B-A3B Backbone

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