Rohit
@rohit4verse
Engineer who builds, solves, and ships | FullStack + Applied AI | Agentic AI |
Joined December 2022
527 Following 24.4K Followers
I built a second brain to cut my token bill.
It didn’t.
A 2026 study found LLM-written context files cost 20% more, with no measurable gain. Your agent can already read the repo.
It doesn’t know what you decided, what failed, or what must not change.
That’s what I carry between harnesses.
No harness has to learn it twice.
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switch from claude code to codex mid-task and lose nothing. move semantic state, never KV state
