The money was already approved. It stopped at a sheet of paper nobody could read.

Developer Abeera Lodhi has created 'The Letter,' an open-source tool designed to help individuals navigate complex government benefits documentation. Recognizing that many eligible people fail to receive support due to informational barriers, the project uses a multi-stage AI pipeline to simplify and translate dense administrative letters. To prevent AI hallucinations—which could lead to harmful misinformation regarding benefits—the system employs a 'Span Gate.' This deterministic TypeScript layer verifies that every claim made by the AI is supported by a verbatim quote from the original document. A second, isolated AI call then rewrites the verified information into plain language without having access to the source text. By prioritizing accessibility through multilingual audio and ensuring strict factual grounding, the project addresses the 'participation gap' in social safety nets, demonstrating a responsible approach to using LLMs for high-stakes, real-world communication.