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Show HN: Claude Code prompts to turn voice AI exports to a personal knowledge

thoughts.jock.pl

by joozio·6mo ago·1 comments·view on hn ↗

After my Limitless Pendant got banned in the EU, I had 30 days to export 6 months of voice data before deletion. The irony: the device promised "AI memory" but couldn't actually use most of it—LLM context windows cap out around 200k tokens, and my transcripts were millions.

  So I built a local workflow with Claude Code to extract actual value: structured knowledge base, meeting summaries, and a CLAUDE.md file (portable
  context for any AI assistant).

  Sharing the prompts so others can do this with their own voice AI exports. Works with Omi, Plaud, or any transcript dump.

1 comments

I wore a Limitless Pendant for 6 months, recording ~10GB of conversations. Then it got banned in the EU and I had 30 days to export before deletion.

  The irony: the device promised "AI that remembers everything" but couldn't actually use most of my data. LLM context windows max out around 200k tokens.
  6 months of transcripts = millions of tokens. The "AI memory" was just summarization of recent conversations.

  So I built a local workflow with Claude Code to actually make use of the data:

  1. Parse and structure transcripts by date/topic
  2. Extract decisions, action items, and key insights
  3. Build a searchable knowledge base with cross-references
  4. Generate a CLAUDE.md file - portable context I can give any AI assistant

  The CLAUDE.md concept is the most useful part. It's a structured file describing who I am, how I work, my preferences, ongoing projects. Now any AI I use
   can read it and have context about me without needing my entire conversation history.

  I wrote up the full prompts so others can do this with their own voice data (works with Omi, Plaud, or any export). The bigger realization: these devices
   are architecturally limited until we get either infinite context or good local-first AI.

  Happy to answer questions about the workflow or the technical limitations I hit.