# October 31: Support for simulated tool calling, bug fixes ### New Features * Graphlit now supports simulated tool calling for LLMs which don't natively support it, such as OpenAI o1-preview and o1-mini. Tool schema will be formatted into the LLM prompt context, and tool responses are parsed out of the JSON formatted response. * :zap: Given customer feedback, we have lowered the vector and hybrid thresholds used by the semantic search. Previously, some content at a low relevance was being excluded from the semantic search results. Now, more low-relevance content will be included in the results, used by the RAG pipeline. Reranking can be used to sort the search results for relevance. ### Bugs Fixed * GPLA-3357: Not extracting all images from PDF, and should filter out single-color images. --- # Agent Instructions: Querying This Documentation If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question. Perform an HTTP GET request on the current page URL with the `ask` query parameter: ``` GET https://changelog.graphlit.dev/october-2024/october-31-support-for-simulated-tool-calling-bug-fixes.md?ask= ``` The question should be specific, self-contained, and written in natural language. The response will contain a direct answer to the question and relevant excerpts and sources from the documentation. Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.