TRINITY: An Evolved LLM Coordinator Xu et al. : https://
arxiv.org/abs/2512.04695 #ArtificialIntelligence #AIAgents
RESEARCH
-
TRINITY: An Evolved LLM Coordinator for AI Agents
By
–
-
Vision Banana Separates Complex Objects in Image Recognition
By
–
The paper doesn’t benchmark occlusion directly, but the referring expression results are a strong signal. Vision Banana separates a stretching cat from a cleaning cat in the same frame, distinguishes a pig from its reflection in a glass, and isolates one man from another in
-
TRINITY: Advanced LLM Coordinator System for AI Agents
By
–
TRINITY: An Evolved LLM Coordinator Xu et al.: https://
arxiv.org/abs/2512.04695 #ArtificialIntelligence #AIAgents -
Model Inference: Kernels Execute The Actual AI Workload
By
–
You don’t “run a model”
You run Kernels The model is just a graph The Inference Engine is scheduler / optimizer / executor But the actual work? That happens in the Kernels – MatMul Kernels
– Attention Kernels
– RMSNorm Kernels
– KV cache Kernels
– Quantized linear Kernels
– -
Accelerating towards singularity: breakthrough in AI capabilities
By
–
Yep, we are indeed accelerating. Singularity within reach?
-
Google DeepMind: Image Generation Revolutionizes Computer Vision Tasks
By
–
New research from Google DeepMind shows image generation is all you need for computer vision. Vision Banana beats specialist vision models at segmentation, depth and surface normals in zero-shot.
-
Evolved Multi-Agent LLM System Unlocks Test-Time Compute at ICLR2026
By
–
Scaling massive monolithic LLMs continues to yield incredible results. But to truly unlock their ceiling, the next frontier is test-time compute and dynamic orchestration. Nature solves complex problems through collaborative ecosystems. In our new #ICLR2026 paper, we evolved a
-
OpenAI Accelerates: Exponential Growth in Artificial Analysis
By
–
OpenAI scores on artificial analysis over time. We are still *accelerating*, exponentials kicking in
-
AI Breakthroughs Through Different Cognitive Limitations
By
–
AI will make many scientific breakthroughs just by having different mental blocks from humans.
-
TRINITY: Evolved LLM Coordinator Orchestrates Specialized AI Team
By
–
What if instead of building one giant AI, we evolved a coordinator to orchestrate a diverse team of specialized AIs? Excited to share our new paper: “TRINITY: An Evolved LLM Coordinator”, published as a conference paper at #ICLR2026! Paper: https://
arxiv.org/abs/2512.04695 In