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What Happened The community released a shared memory graph for Claude and ChatGPT that runs over the MCP (Message‑Centric Protocol). The graph is a lightweight, in‑memory structure that holds conversation history, task state, and contextual data. Any participating AI model can query it, eliminating the need to ship large context strings. This speeds responses and keeps multi‑model interactions co…

Using the Responses API To meet the demand for Codex, our API now supports the Responses API format, with the base_url being https://api.deepseek.com. With a simple configuration, you can use DeepSeek models in Codex. Integrating DeepSeek Models into Codex Please refer to Integrate with Codex. Calling DeepSeek Models via the Responses API # Please install OpenAI SDK first: `pip3 install openai` f…

Sub2API can put one Base URL in front of several AI providers and accounts. Your clients use keys that you issue, while the gateway handles authentication, routing, usage accounting, and concurrency limits. Getting the containers online is the easy part. Once the gateway is running, you also own its database, Redis instance, TLS endpoint, credentials, logs, backups, and upgrades. This guide build…

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