Anthropic works on Knowledge Bases for Claude Cowork

Anthropic is working on Knowledge bases for Claude Cowork, unified UI, Voice mode and Pixelate experience.

· 2 min read
Claude
A new Knowledge Bases feature for Claude Cowork

Anthropic is preparing a major update to the Claude application, signalling a shift in how users will interact with its features. The primary mode of operation is now set to Cowork, which effectively merges the traditional chat experience into a broader, productivity-focused workflow. Users looking for a straightforward conversation will have the option to enable chat mode within Cowork, rather than accessing it as a separate section. This change positions Cowork not only as the main entry point but as the core use case for Claude moving forward. The UI is being streamlined too as the right sidebar is set to feature a dedicated Artefacts section.

Claude
Chat Mode toggle

A key addition is the introduction of knowledge bases. These are described internally as persistent repositories that Claude can reference for relevant context and incrementally update with new information such as user preferences, decisions, facts, or lessons learned.

Knowledge base internal instruction 👀

Knowledge Bases: These are persistent knowledge repositories. Proactively check them for relevant context when answering questions. When you learn new information about a KB's topic (preferences, decisions, facts, lessons learned), add it to the appropriate KB incrementally."

The implication is that, rather than relying solely on a large, undifferentiated memory context, Claude could segment information into multiple, user-managed knowledge bases. Users will likely be able to select specific knowledge bases as context attachments when working on tasks in Cowork, which is particularly relevant for workflows involving automation and file management.

Claude
mcp-registry

Additional findings point to an expanded connector framework. References to an MCP registry suggest that Claude might be able to manage and operate multiple remote connectors dynamically, potentially installing approved modules as needed for task completion. This development could substantially increase the automation capabilities of Cowork.

There are also indications of ongoing work on a voice mode for Claude’s web interface, which would broaden accessibility and usability. The previously identified Pixelate feature, enabling users to convert images into pixel-art avatars, has been refined and now generates higher-quality results, with support extended to the desktop app.

Claude
Pixelate avatar generated by Claude

These updates collectively suggest Anthropic is evolving Claude from a standard chat assistant into a more comprehensive productivity agent, emphasizing modular knowledge management, automation, and multimodal input options. The company’s overall strategy is clearly focused on embedding Claude deeper into everyday workflows by blending traditional chat, knowledge repositories, and agentic capabilities within a unified interface.