CSIS advises using an outbound proxy to stop agents from leaking data. Firewalls check only incoming traffic, so agents can bypass them by making outbound calls from your servers. Send all agent traffic through a proxy that blocks unauthorized destinations.
The Bank of Japan issued operational risk rules that require financial institutions using advanced AI to record the prompt, model hash, temperature, version, seed, and timestamp for every automated financial transaction. This enables audit of variable AI outputs.
Galileo Robotics introduced Galileo X, a robot that rolls on floors with wheels and climbs stairs with legs; legs use more battery on floors, and wheels cannot climb steps. The hybrid design gives 8 hours of operation, suitable for warehouses with wheels and climbing legs.
Token creation costs drop tenfold each year, moving profit to firms that own power contracts and deliver full tasks. Raw token sales lose value fast. Companies earn by charging for finished results, not per token. Price software by proven outcomes.
Open-weight models have 2.4 t parameters, but each task uses only ~30 b. Dense models need many servers. Sparse routing loads only needed parts, so one server can do the work. Sparse expert models also let a single server handle the task, avoiding extra machines.