{
  "id": 10470766,
  "title": "I Gave My Proposal Agent Hindsight of Every Lost Bid",
  "url": "https://urgent.news/2026/09/28/i-gave-my-proposal-agent-hindsight-of-every-lost-bid",
  "topic": "tech",
  "section": "Tech",
  "published": "2026-09-28T15:03:46.000Z",
  "source": {
    "name": "Dev.to",
    "slug": "dev-to",
    "url": "https://dev.to/roshangamerz/i-gave-my-proposal-agent-hindsight-of-every-lost-bid-2j0d"
  },
  "original_language": "en",
  "account": "Aura Memory is a proposal generation system that analyzes Request for Proposals (RFPs), recalls past outcomes, reflects on them, and then generates a new proposal. The system stores the outcome of each proposal in a structured format for future reference. The memory layer is Hindsight, an open-source agent memory system that stores experiences, retrieves relevant ones, and reasons over them to return answers. The system uses TanStack Start app, server routes, OpenAI-compatible client, and Redis for its own records. It aims to retain, recall, and reflect on proposal outcomes without the need for a vector store. The real challenge lies in attribution, as the system must accurately link past outcomes to future proposals.",
  "summary": "Aura Memory takes an RFP, works out what the client is asking for, writes an 11-section proposal, and then waits. When the deal closes, someone records the outcome: won, lost or pending, the factors that mattered, and a few lines from the debrief. The system turns that into a structured lesson and stores it. The next time a similar RFP arrives, those lessons come back and shape the new draft. The…",
  "key_points": [
    "Aura Memory analyzes RFPs to generate proposals.",
    "Hindsight agent memory stores past outcomes for reference.",
    "System aims to retain, recall, and reflect on proposals."
  ],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}