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krow_talent_app/docs
Aravind 25f214f516
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Memory is live: record what it does and what it does not yet contain
The store, the remember tool and the recall path are deployed, and the strings
were grepped out of the running binary rather than inferred from a green test
run. So "built but not wired" is now wrong in the direction that undersells it.

The replacement is careful about the opposite error. A live memory and a
populated memory are different things: it accumulates from use, starts empty on
any deployment, and a memory only enters a prompt on a LATER run — so the
conversation that creates one shows no difference at all. That is the thing
most likely to be mistaken for the feature not working, so it is stated where
somebody checking would look.

The claims list is updated accordingly. "It already knows your workspace" has
replaced "the agent remembers across sessions" as the sentence most likely to
be said by accident, because the feature now works and the table is still
empty.

Also records the write trigger and why the two cheaper designs were rejected —
an extraction pass costs a whole model call per run against an 8,000 token
ceiling, and a heuristic remembers the wrong things because the shape of a run
says nothing about whether a fact outlives it.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-10-07 20:15:58 +05:30
..
2026-08-28 11:02:02 +05:30