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Ask HN: Advice on local efficient analogical retrieval?

So.. I've been running my own archive of conversations, voice recordings, documents, and etc for AI agents (mostly Claude Code) for past 6 month. Currently, when i ask or it answers something it runs hook that checks previous conversations, lists up potential related conversations. The intention is not only to retreive relative memories, but also to be able to connect 2 or more conversations that looks irrelevant but extract some kind of pattern or insight from it. In other words, I want my mode

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Source record

Recorded metrics

points · 1 votes
2026-11-08 05:15:18.774Z
cumulative since publication

Research analysis

Reported problem

Source account: So.. I've been running my own archive of conversations, voice recordings, documents, and etc for AI agents (mostly Claude Code) for past 6 month. Currently, when i ask or it answers something it runs hook that checks previous conversations, lists up potential related conversations. The intention is not only to retreive relative memories, but also to be able to connect 2 or more conversations that looks irrelevant but extract some kind of pattern or insight from it. In other words, I want my mode

Frequency & alternatives

Recorded author: wonseonyu. Source votes: 1 votes (Nov 8, 2026 UTC; cumulative since publication); previous same-scope observation: 1 (Nov 7, 2026 UTC). These observations do not establish demand growth. Recent records to compare: “[问与答] 寻找一个 ai 开发的底盘框架。” (V2EX, Nov 7, 2026); “Ask HN: Non-Malicious Bots” (Hacker News, Nov 7, 2026). Shared themes are navigation hints; they have not been verified as the same need or independent corroboration.

Demand hypothesis

Treat the reported task or obstacle as an interview lead. A feature request, complaint or search for alternatives does not by itself identify a budget owner or willingness to pay.

Commercial evidence gaps

Missing evidence: distinct affected users, repeated occasions, current workaround, measured time or money cost, purchasing authority and a response to a concrete offer.

Validation decision

Group original reports by the same task and deduplicate authors and reposts. Ask how the task is handled today and what it costs; test a defined offer before claiming paid demand.