Bench
Wednesday office hours for hands-on AI workflow, tooling, and setup work.
Weekly working sessions under Atlas Meridia
Bench & Beacon
A practice surface for building useful AI systems around real work: prep, live work, reviewed notes, followups, and the next session.
The format
Real sessions leave the trail.
Beacon
Friday seminar for frontier tools, AI practice, and practical research filters.
Archive
Reviewed notes and followups return to the public repo after privacy cleanup.
prep
live work
reviewed notes
followups
next session
Public agent surface
BenBe is the bounded research partner.
The first BenBe surface is a gated voice/chat portal for turning live exploratory business conversations into reviewable artifacts.
The public boundary is narrow on purpose: useful conversation, clear uncertainty, concrete next actions, and no private operating-state leakage.
Go to chat.benbe.orgCurrent focus
Personalized AI practice: source of truth, shared human-AI working layer, and production tools that help real projects move.
Browse public session artifacts