The Business AI Briefing

The lab that dragged the industry into a price war resumed a mega-raise - then warned developers rates will rise significantly. Continuity planning beats bargain hunting.

StepFun put a 4B Apache 2.0 preview on Ascend. If your continuity plan only knows one GPU vendor, it is already incomplete.

KPMG says most APAC firms plan big AI budgets while only 5 percent can prove ROI. Productivity claims are not a finance-ready return.

Mistral open-sourced a 3B policy-adaptive guard that runs on a 16GB GPU. The model is cheap; writing and running the policies is the real work.

Cheaper tokens met agentic workflows and legal tech spend still rose. Without model routing and usage caps, the bill grows in the dark.

DeepSeek V4-Flash topped its own Pro preview on agent tests after post-training. Buying the biggest model by habit is how agent bills quietly inflate.

Dell's 2028 token estimate jumped 57× — and today's run rate is already higher. Agentic and reasoning workloads are quietly rewriting the bill.

LG AI Research released K-EXAONE 2.0, 750 billion parameters, Apache 2.0, on Hugging Face. If your model policy still lists only US vendors, your continuity plan is stale.

CEOs keep funding AI experiments. ROI stalls because nobody owns the outcome, the baseline, or the kill criteria.

July 31 public beta of V4-Flash-0731: vendor agent benches beat Pro preview at roughly one-third the output price—while Nikkei flags a heating price war and peak-hour pricing plans.

July 30 updates add production Gemini 3.5 Flash and preview feedback services—plus API breaking changes around sampling parameters and turn-structure validation for agent deployments.

A solo operator documents a production OpenClaw pipeline with isolated researcher, writer, and publisher agents—scoped tools and parallel execution after shared-context failures.