The file has hard limits, and a growing project hits all of them
.

Codex loads 32 KiB of instruction files and drops the rest, and the warning goes to a log file you never open.
The root file eats the budget first, so in a monorepo yours is the one cut.

Anthropic says target under 200 lines, because longer files reduce adherence.
Each rule you add weakens the ones already there.

The line about a service you rewrote in January still loads at full weight.
Nothing marks which rules still hold.

--no-parallel. It saves that. 
The thing your agent worked out this morning is a surprise to your teammate's agent this afternoon.

Duplicated work
Five agents each work out on their own why the staging deploy fails. Notes from one agent are readable by every agent on the account, so the second one starts from the note.

Contradictions
Two agents write opposite things about the same module and both act on it. Both versions are kept, and the conflict shows up as a flagged pattern for a human to settle.

Onboarding
A new hire's agent has nothing to go on but the README. Joining the room returns a briefing of what the team has already recorded.







Do I delete my AGENTS.md?
No. Keep it for the things that are true for every task, like build and test commands.
The per-module detail that would bloat it goes to SenseLab.
What if an agent saves something wrong?
It gets saved. Report a couple of bad outcomes against it and its confidence falls to the bottom of the results.
Where two agents disagree, both versions are kept and the contradiction is flagged.
Do I have to change my prompts?
No.
Your MCP client picks up the instructions that tell an agent to check memory before it starts, and to report how the task ended.
Across agents, models, and teams.