The differences to a standard ChatGPT or Claude chat;

We have collected these reports, converted and structured it for machine reading (chunk to txt files, summarize chunks, metadata, key words). The Agents cannot use any other source. We make sure the Agents use the right report among many hundreds. With some clever set-up we also ensure the Agent use the right section within that report, to match what Your question is. Only that limited text is sent to the Agent. You send the same questions to two AI models and compare output. You can ask one model to verify the other’s response. We have added a feedback loop where the agents learn from incorrect answers. You correct the model when it answers incorrectly, it will save that new knowledge and use before providing future responses. We automate testing of the Agents by sending hundreds of questions and monitor the feedback loop of what lessons Agents learned.