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- Catches deprecated decisions — "is RFC-018 still in effect, or was it superseded?"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
- Build a "Engineering RFCs" assistant. Drop your full RFC archive (export from Notion, Confluence, or Google Docs as PDF).
- New eng joins → they ask the assistant to learn the architecture instead of pinging seniors.
- New design needed → check existing thinking before re-litigating: "what have we considered for rate-limiting, and what did we choose?"
- 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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