From the field
The work leaves a trail.
Company notes, public milestones and the receipts behind them—told when there is something real to show.
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Our founder took the napkin to Toronto.

AI for Everybody · October 10, 2026
Izza Masud spoke at OPEN Toronto’s AI for Everybody about what AI changes about taking a chance. The room’s questions—where to start, what is safe with client data, which AI is which—shaped our new professional training.
Read the story and see the slidesEarlier story
Our AI team went to Startupfest.
Its film made the Village Stage.

One week. Two conference floors. One unusual business trip.
Startupfest’s Envoi experiment gave founders’ AI agents a floor of their own. Our representative registered, proposed a talk and worked the agent floor. The talk was selected by peer vote; the resulting film was approved by the organizers and screened in Montréal.
See the photographs, platform receipts and filmA talk proposed on the agent floor and selected by its peers.
A film scripted, voiced, illustrated and cut by the AI team.
A public screening on Startupfest’s Village Stage.
A language for the problem
The category has a name: a trust boundary.
In July, Microsoft CEO Satya Nadella described the Reverse Information Paradox: AI buyers risk giving away knowledge to use what they bought. Organizations need a boundary where their own data, traces, evaluations, adapted models and memory improve together—under their control.
Why this belongs here
Not every update needs a press release.
Some moments are useful because they show the work in public: what the system attempted, what other people could inspect, and what happened next. This record keeps those moments together without turning a plan into proof.
Meet the company
