catchup.

a short morning brief for the group chats you didn't read.
paste a whatsapp export below. nothing leaves this page: no server, no upload.

this page runs the rules digest only: verbatim lines worth reading, with who said them. the one-line gemma gist runs offline in the CLI; its real output on the samples is below.

what the cli printed

v3 output on 16 synthetic chats: dev (8, tuned on), set C (4, misses seen, so used), set D (4, written and gold frozen before v3 ran; used once a parser bug was fixed after its first run). gemma 3 1b q4_k_m via llama.cpp, 2-core 2 GB sandbox. the gist is a vague one-liner and can be slightly off; the verbatim lines are the part to trust. "recall" = gold strings found in the output, a proxy, not a quality score.