Daily Research Brief 2026-07-14

📊 Token usage: estimated from retrieval and writing scale.

Covers the latest AI research, open source and industry moves, updated daily.

Editor’s Note

Today’s main thread: ‘compute sovereignty’ and ’trustworthy deployment’ accelerating in tandem. Eastern DF1000 runs 520 TFLOPS on 14nm with software-defined 3D stacking, SK Hynix ships HBM4 to Vera Rubin, Meta expands Hyperion to $50B — supply-side is heating up from architecture innovation to capacity arms race. The same day the state moved to build an AI safety evaluation system and Meta hastily withdrew Muse Image over privacy disputes — ’the more capable…’

1. Latest arXiv Papers

1. Beyond the Eye (BEE): Efficient Multimodal Reasoning via Self-Regulated Implicit Visual Tools — https://arxiv.org/abs/2607.11106

2. DeepBias: Adaptive In-depth Probing of Social Biases in LVLMs — https://arxiv.org/abs/2607.11228

3. The Path to Self-Evolving Clinical Systems: Scaling Medical Agents from Assistance to Autonomy — https://arxiv.org/abs/2607.11175

4. Heterogeneous Agent Cohorts for Safe Open-Ended Exploration with Runtime Constraint Memory — https://arxiv.org/abs/2607.11226

5. Towards Predictive, Aligned, and Scalable Robot Learning (Lumo-2) — https://arxiv.org/abs/2607.11270

6. Learning to Navigate Efficiently with Only 0.58M Trainable Parameters — https://arxiv.org/abs/2607.11029

7. UNIBROWSE: A Data-to-Agent Framework for Multimodal BrowseComp — https://arxiv.org/abs/2607.10557

8. PanoWorld: Using Panoramic Rotational Equivariance to Solve World Models’ Long-Horizon Memory Problem — https://arxiv.org/abs/2607.09661