AI agents are a risky business. Even when stuck inside the chatbox window, LLMs will make mistakes and behave badly. Once they have tools that they can use to interact with the outside world, such as web browsers and email addresses, the consequences of those mistakes become far more serious. That might explain why the first breakthrough LLM personal assistant came not from one of the major AI labs, which have to worry about reputation and liability, but from an independent software engineer, Peter Steinberger. In November of 2025, Steinberger uploaded his tool, now called OpenClaw, to GitHub, and in late January the project went viral.

Neural Information Processing Systems http://nips.cc/

Figure 2:Transfermatrix, see Section 4.2.

Severe data imbalance naturally exists among web-scale vision-language datasets.

A.2 Datasets Table 5 shows the statistics of datasets, including the number of data and the average length of sentences. Similarly, "Tis" is topical word in the Shakespeareanplays. We compare baseline and many variant models of MPDL on TCFC dataset, the results are in Table 8. The supervised pipelined method, where the first model is to generate the response in styleS0 andthesecond model istotransfer itintotheresponse instyleS1 inasupervised manner (Pipeline). The non-parallel text transfer resources are easy to obtain.

Stylized dialogue generation, which aims to generate a given-style response for an input context, plays a vital role in intelligent dialogue systems.