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April 24, 20264 min readengineeringuse case

Reading engineering RFCs faster

Drop a stack of internal RFCs and design docs. Ask 'what was the migration plan in RFC-042?' — get the answer with the doc link.

If your team is doing RFCs right, you've accumulated a hundred. They're the canonical record of every architectural decision — and they're almost impossible to search a year later, when you're trying to remember why you picked Postgres over Mongo.

The problem

RFCs are written by ICs over weeks; they're long, dense, and contain a lot of optional sections (alternatives considered, prior art) that are gold only when you can find them. Notion search and Confluence search are keyword-bound, which is not great for "what did we conclude about transactional outbox?"

How SeekFiles AI helps

  • Hybrid retrieval finds the right RFC even when the question doesn't share words with the title.
  • Cited answers"Per RFC-042 §3.2, we chose synchronous outbox for billing because..."
  • Cross-RFC Q&A"have we discussed sharding before, and what were the conclusions?"
  • Catches deprecated decisions"is RFC-018 still in effect, or was it superseded?"

A workflow

  1. Build a "Engineering RFCs" assistant. Drop your full RFC archive (export from Notion, Confluence, or Google Docs as PDF).
  2. New eng joins → they ask the assistant to learn the architecture instead of pinging seniors.
  3. New design needed → check existing thinking before re-litigating: "what have we considered for rate-limiting, and what did we choose?"
  4. Architecture review prep → ask the assistant to summarize the active decisions in a domain.

What to upload

  • All RFCs (current + archived)
  • Architecture decision records (ADRs)
  • Postmortems and incident reports
  • Major design docs even if they pre-date the RFC process

The point of writing RFCs is institutional memory. SeekFiles AI gives that memory a brain.

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