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Re:Show HN: Continual Learning with .md by anatoliikmt on Wednesday April 15, 2026 @11:50AM (#47780832)
Using the same approach for dev documentation storage: https://ctxlayer.dev/

Has been working for me for a couple of months already. So far human curation of context is the way to go.

Re:Show HN: Continual Learning with .md by wenhan_zhou on Wednesday April 15, 2026 @04:18PM (#47784662)
How does the agent intelligently synthesize information across different files?
Re:Show HN: Continual Learning with .md by anatoliikmt on Wednesday April 15, 2026 @08:09PM (#47787048)
I found progressive discovery works very well. I have an INDEX.md file in every folder with a table describing what files are in that folder and what they do.
Re:Show HN: Continual Learning with .md by wenhan_zhou on Thursday April 16, 2026 @03:34AM (#47789849)
Ah, so you are effectively offloading the file exploration mechanism to the INDEX.md in the sub-directories rather than writing a complex prompt?
Re:Show HN: Continual Learning with .md by anatoliikmt on Thursday April 16, 2026 @05:04AM (#47790490)
Yes, exactly. I made the Context Layer into a skill where I describe the structure. So when I say, "reindex", the agent knows to check and update the index files. Also it knows if it modifies any file, it needs to also update the index. Works really well!