A Content-Planning Agent That Remembers What a Brand Learned, Powered by Hindsight

shahbaz_syed01 · reddit · 2026-09-29

Developer Shahbaz Syed built a content-planning agent using Hindsight as a long-term memory layer, so it remembers brand voice, past content, audience feedback, experiments and strategic decisions instead of treating each request as fresh. Key lesson: more context alone isn't enough — structuring memories for retrieval is what makes recommendations specific ("write about AI trends" becomes a targeted suggestion grounded in brand history). He also verified retained feedback works: adding "we need more practical examples" changed recommendations without changing the prompt. The article covers the memory structure, retain/recall flow and lessons learned; the project is open-sourced on GitHub.

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