Running on Cerebras wafer-scale chips that keep the full model weights in 44 GB of on-chip SRAM, the preview clears the memory-bandwidth wall to hit 14x standard Sol speed with the same intelligence, per OpenAI's announcement. It is OpenAI's first production-preview run on non-Nvidia silicon, aimed at real-time voice and incident response. Limited API access with a waitlist.

TerminalBench 2.1 climbed from 72.1 to 87.9 and V4-Pro placed above Claude Opus 4.8 on several agent benchmarks in DeepSeek's own comparison table, with a 1M-token context. The MIT-licensed DeepSeek Harness ships alongside as a provider-agnostic answer to framework lock-in. Prices rise August 16 to $0.435 per million input tokens, still far under Opus.

An SE Ranking study of 50,006 prompts found paid placements on 25.94 percent of commercial queries, rising to 28.69 percent in healthcare, versus 2.64 percent for Google's AI Mode in the same category. OpenAI just added shopping carousels and conversion-optimized CPC. If you run GEO for health or finance, audit your organic citation rate this week, because paid slots now compete on the same surface.

Custom agents no longer reach end users until an admin approves them, closing the governance gap that stalled enterprise extensibility rollouts. The same wave added Anthropic model support inside Word for orgs running Claude. Platform teams managing Copilot at 1,000-plus seats finally control which agents ship.

The August 13 update confirms agents work best when the repo is pre-cloned, dependencies are installed, and setup scripts run before the session starts. Cursor also launched an India Start plan at 649 rupees (about $7.75) per month with always-on cloud agents. Try Cursor →

The architecture your platform team will actually own in production, layer by layer. Start here if you are past the pilot.

Score vendors on harness architecture, eval maturity, and governance before the POC ends badly.

The patterns every named 2026 enterprise deployment shares, pulled from what companies have said on the record.

Which control goes where, mapped through a DLP lens so sensitive data stays inside the line.