OpenAI built Jalapeño, a custom inference chip for transformer models. Standard graphics cards waste power on unused 64-bit units. Purpose-built silicon cuts electricity use by 3x per word, lowering daily data center costs for high-volume serving.
Apple launched the M6 Mac mini with 4x faster neural processing for always-on background agents. Instead of running 450-watt desktop rigs or cloud servers, compact unified memory systems run 30B models continuously at just 65 watts of wall power.
Automated security tools now find external code vulnerabilities, write tests, and submit patches in 4 hours instead of the standard 60-day manual cycle. Connecting scanners directly to code repositories fixes exposed flaws before attackers exploit them.
Alice raised $140M for in-line behavioral filters that inspect agent tool parameters before execution. Post-event logs only alert you after damage occurs. Real-time semantic interceptors evaluate intent in milliseconds and block unapproved database writes.
HiDream released HiDream-O1-World, a 3D interactive model that shows real‑time physical reactions to user and robot forces. Unlike static video generators, it lets teams test robot motion controls, motor planning, and obstacle avoidance in simulation before using machines.