Continuous learning, Long term reasonin, some aspects of memory are still unsolved . And systems tto be consistent all over the boad

The era of "vibe coding" is giving way to "agentic engineering," where developers are increasingly focused on building and managing AI agents rather than traditional coding. This shift reflects the growing importance of AI in software development and the need for new skills and approaches to harness its potential effectively.

• Performance: Designed to compete with models like Gemini 3.1-Pro and GPT-5.5, particularly in coding and mathematics.
• Infrastructure: Optimized for Chinese Huawei Ascend supernode systems, highlighting a move towards domestic hardware

• Claude: Mandated Amanda Askell helps define Calude's Moral Framework
• Google DeepMind: has recruited Henry Shevlin, a Cambridge-based researcher and philosopher, to join their team in a newly created role with the official title of "Philosopher" starting in May 2026

It is strikingly capable at computer security tasks. The proejct Glasswing was launched to help secure the world's most critical software.
This model has introduced a change in billing paradigm and who has access to the most powerful LLM and the associated compute capacity

• AI at work Claude Cowork
• Personal assistant OpenClaw
• Coding with Claude Code and OpenAI Codex

Have LLMs reached their fundamental limits ?
According to Yann Lecunn, the main characteristics that are required to get to human level intelligence:
• Understanding the physical world (Wrold Models/JEPA)
• Having persistent memory and being able to reason and plan
• Being able to predict the consequences of its actions
Yann Lecunn founded   AMI Labs in 2026 to explore an alternative approach to reach AGI

OpenClaw, a viral, open-source autonomous AI agent framework, was initially released under its original name Clawdbot , then renamed to Moltbot and later to OpenClaw.
Created by Austrian programmer Peter Steinberger, the tool allows users to run AI agents locally to manage tasks, execute terminal commands, and interact with applications like WhatsApp, Telegram, and Slack.