Willow Ventures

How to Build Memory-Powered Agentic AI That Learns Continuously Through Episodic Experiences and Semantic Patterns for Long-Term Autonomy | Insights by Willow Ventures

How to Build Memory-Powered Agentic AI That Learns Continuously Through Episodic Experiences and Semantic Patterns for Long-Term Autonomy | Insights by Willow Ventures

Building Agentic Systems with Memory: A Comprehensive Guide In this blog post, we’ll explore how to create agentic systems that utilize memory to enhance user interactions and decision-making. By harnessing both episodic and semantic memory, we can develop intelligent agents that adapt over multiple sessions, providing a more personalized experience. Understanding Memory Structures in Agentic […]

Comparing the Top 4 Agentic AI Browsers in 2025: Atlas vs Copilot Mode vs Dia vs Comet | Insights by Willow Ventures

Comparing the Top 4 Agentic AI Browsers in 2025: Atlas vs Copilot Mode vs Dia vs Comet | Insights by Willow Ventures

Exploring the Future: Agentic AI Browsers of 2025 In 2025, the landscape of AI browsers is evolving, shifting from mere web assistance to full web operation capabilities. This post delves into four leading Agentic AI browsers—OpenAI’s ChatGPT Atlas, Microsoft Edge with Copilot Mode, The Browser Company’s Dia, and Perplexity’s Comet—highlighting their unique features and functionalities […]

Weak-for-Strong (W4S): A Novel Reinforcement Learning Algorithm that Trains a weak Meta Agent to Design Agentic Workflows with Stronger LLMs | Insights by Willow Ventures

Weak-for-Strong (W4S): A Novel Reinforcement Learning Algorithm that Trains a weak Meta Agent to Design Agentic Workflows with Stronger LLMs | Insights by Willow Ventures

Introduction to Weak-for-Strong Harnessing (W4S) in Reinforcement Learning In recent advancements in artificial intelligence, researchers from Stanford, EPFL, and UNC have introduced the Weak-for-Strong Harnessing (W4S) framework. This innovative approach in Reinforcement Learning (RL) enables a lightweight meta-agent to design and optimize code workflows that leverage more potent executor models. What is Weak-for-Strong Harnessing (W4S)? […]

Anthropic Launches Claude Sonnet 4.5 with New Coding and Agentic State-of-the-Art Results | Insights by Willow Ventures

Anthropic Launches Claude Sonnet 4.5 with New Coding and Agentic State-of-the-Art Results | Insights by Willow Ventures

Anthropic Launches Claude Sonnet 4.5: A Game Changer for Software Engineering Anthropic has unveiled the Claude Sonnet 4.5, a major update that aims to redefine end-to-end software engineering capabilities and real-world computer interaction. This latest version not only introduces significant features but also maintains the same competitive pricing structure as its predecessor. What’s Actually New […]

Gemini Robotics 1.5: DeepMind’s ER↔VLA Stack Brings Agentic Robots to the Real World | Insights by Willow Ventures

Gemini Robotics 1.5: DeepMind’s ER↔VLA Stack Brings Agentic Robots to the Real World | Insights by Willow Ventures

Exploring Gemini Robotics 1.5: A Leap in AI-Powered Robotics In a significant advancement for robotics, Google DeepMind’s Gemini Robotics 1.5 demonstrates an innovative approach toward integrating AI capabilities in autonomous systems. By dividing embodied intelligence into two models, this framework enhances both reasoning and motion transfer across different robots. What Is the Gemini Robotics Stack? […]