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SMB Operations|3 Mar 2026

Alibaba just open-sourced CoPaw, a 'personal agent workstation' framework.

Alibaba just open-sourced CoPaw, a 'personal agent workstation' framework.

The Story

It's designed for developers to build and scale multi-channel AI workflows and memory, shifting focus from basic LLMs to more autonomous 'agentic systems'.

Why It Matters

Forget the developer jargon. For your law firm or consultancy, CoPaw signals a shift towards AI tools that actually remember context across client interactions and different platforms. This means future AI assistants won't just give generic answers; they'll learn your specific processes, hold long-term memory about your clients and cases, and crucially, let you control where that sensitive data resides, locally or in a private cloud.

What To Do About It

My advice: don't touch CoPaw yourself. This is foundational tech. Instead, spend the next 6 months identifying specific, repetitive tasks within your operations – client intake, contract review, recurring financial reports – where an AI assistant *with memory* would transform efficiency. When I talk about AI pilots, these are the kinds of specific, memory-intensive applications we’ll be targeting, likely with commercial solutions built on principles like CoPaw, costing €500-€2000/month for a small team.

AI agentspersistent memoryautomated workflowscustomisationSMB AI tools

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