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A large language model (LLM) is a language model trained with self-supervised machine learning on a vast amount of text, designed for natural language processing tasks, especially language generation. The largest and most capable LLMs are generative pre-trained transformers (GPTs) that provide the core capabilities of modern chatbots. LLMs can be fine-tuned for specific tasks or guided by prompt engineering. These models acquire predictive power regarding syntax, semantics, and ontologies inhere

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ChatGPT Apps + Apps SDK land with MCP, but early dev reports flag issues

OpenAI launched ChatGPT Apps with an Apps SDK built on the Model Context Protocol to bring third‑party services into ChatGPT, while developer reports highlight early stability, tooling, and tracing gaps to plan around. [This overview](http://www.monitorsaintpaul.com/premium/stacker/stories/chatgpt-apps-are-here-what-openairsquos-new-apps-sdk-means-for-marketers-and-developers,148140) details how ChatGPT is now a platform where users invoke partners like Booking.com, Canva, Coursera, Figma, Expedia, Spotify, and Zillow from chat, with an Apps SDK that extends MCP and a roadmap for an app directory, monetization, and enterprise-tier support later this year. Community threads surface implementation gotchas: guidance on [when to trigger your MCP](https://community.openai.com/t/how-to-tell-openai-when-to-use-your-mcp/1375779), missing tool-call visibility with the [Agents SDK Realtime model](https://community.openai.com/t/tool-calls-not-visible-in-traces-with-openai-agents-sdk-realtime-model/1375794), Agent Mode setup stalls on a [GitHub connector](https://community.openai.com/t/bug-agent-mode-stuck-on-setting-up-desktop-github-connector-never-starts/1375749), and a [Responses API shell tool availability bug](https://community.openai.com/t/shell-tool-in-responses-api-not-available-bug/1375776). Image workflows also need care: questions on [gpt-5.3-chat image rate limits with previous_response_id](https://community.openai.com/t/question-about-image-rate-limits-with-gpt-5-3-chat-when-using-previous-response-id/1375787) and intermittent 400s for `image_url` on [fine-tuned gpt-4o-2024-08-06](https://community.openai.com/t/intermittent-400-image-url-is-only-supported-by-certain-models-on-fine-tuned-gpt-4o-2024-08-06-was-working-previously/1375694); fine-tuning threads on [DPO validation loss plateaus](https://community.openai.com/t/why-is-my-dpo-validation-loss-not-decreasing/1375785) and [overfitting with GPT‑3.5 Turbo](https://community.openai.com/t/overfitting-issues-in-finetuning-gpt-3-5-turbo/710356) reinforce the need for tight evals and guardrails.

calendar_today 2026-03-05
openai chatgpt chatgpt-apps apps-sdk model-context-protocol-mcp