AGI·LEDGER
The Ledger
@Yoshua Bengio · 2026-06-27Cautious Oracle

Build non-agentic 'Scientist AI', not autonomous agents

What form?
Oracle
How built?
Other
Made of?
Doesn't matter
What for?
Helper
Who controls?
Locked down
When?
2030s
P(catastrophe)
20%

My take

To get the benefits of advanced AI while avoiding loss of control, we should build powerful but non-agentic systems — a "Scientist AI" that models and explains the world and answers questions, without goals or agency of its own.

Why

Much of the danger comes from agency, self-preservation, and goal-directed autonomy. A system that only understands and explains, without acting to achieve its own objectives, removes the most dangerous failure modes while keeping the scientific upside.

What would change my mind

A proof that fully agentic AI can be made provably safe, which would make the non-agentic restriction unnecessary.

Summarized from public statements · source ↗
#sourced#non-agentic#safety