During April 2026, dlkakbs enhanced document ingestion reliability for the NousResearch/hermes-agent repository by implementing a MIME type fallback mechanism for document uploads. Using Python and backend development skills, dlkakbs addressed issues where MIME types were missing or unreliable by introducing extension-based detection, allowing the system to classify and process various text-based documents more accurately. This approach improved the agent’s ability to inject documents into its context and reduced ingestion errors, particularly for Matrix document uploads. The work demonstrated thoughtful API integration and contributed to more robust downstream data processing, reflecting a focused and technically sound engineering effort within the project.