This is an open-source project: https://github.com/shaowenchen/applab 1. Building an Application with AppLab Clone the repository 1 git clone https://x:xxx@applab.chenshaowen.com/applab/git/app.git Let the Agent build it 1 claude Once you describe what you need, just sit back and wait — you will see output like this: 1 2 3 4 5 6

1. What llms.txt Is llms.txt is a convention: put a Markdown file at the root of your site, and use plain language to tell large language models and AI agents what the site is, which content is worth reading, and what each piece covers. It was proposed by Jeremy Howard (Answer.

1. Insufficient Context Is the Key Constraint on AI Agent Adoption The quality of an Agent’s work depends both on model capability and on the environmental context it can reach. For development and operations, the harder part is that the environment is often fragmented: logs live on production, docs in a knowledge base, code in a Git repository.

1. RoCE 1.1 Connectivity Requirements RDMA requires the same class of network end to end, for example the same /16 subnet. Single switch. RoCE: host NIC ── Ethernet switch (PFC) ── peer NIC Multiple switches. RoCE: host NIC ── Leaf ── Spine ── Leaf ── peer NIC When there are multiple hops, note:

1. Business Bypasses the Middle Platform At the moment I work on Infra at a fairly large AI middle-platform team. After a department meeting early this year, I started wondering whether the middle platform would disappear. OpenClaw was very popular at the time. Business colleagues using OpenClaw with a large model could already get a great many things done without cooperating with other teams — the division of labor disappeared.