Enterprise AI is entering an evaluation gap: Agents are gaining autonomy faster than companies can verify them
THE SO WHAT
If half of enterprises have shipped agents that passed evals yet still failed in front of customers, your test harness is now a production risk, not a compliance checkbox. Treat agent autonomy like you’d treat a new payments flow—add staged rollout, kill switches, and human-in-the-loop gates before you widen scope.
READ THE SOURCE
MORE FROM THE WIRE
Applied AIWall Street is debating the AI buildout. Enterprises just answered: 86% say their GPUs run at half capacity or less
GPU underutilization at 50% or worse means the constraint isn’t hardware anymore — it’s orchestration, workload design, and governance. If your board is asking for more GPUs, first instrument current clusters and kill stranded capacity before you add another dollar of capex or long-term commitments.
Applied AIAI Labels Could Be Coming to Music Streaming Platforms Soon
If streaming platforms add AI labels, they’re turning provenance into a UX and policy surface — not just a backend metadata field. Any brand or creator using generative tools should assume disclosure becomes default and design content strategies that work in a labeled world, not hope to blend in.
Applied AIGPT-5.6 Sol Ultra produces proof of the Cycle Double Cover Conjecture [pdf]
If GPT‑5.6 Sol Ultra can generate a credible proof of the Cycle Double Cover Conjecture, frontier models are crossing from pattern-matching into territory that challenges how we do formal reasoning and verification. For technical orgs, the bottleneck shifts to building tooling and processes that can audit machine-generated theory at scale before it flows into systems and standards.
Applied AI'Today, the token economy is emerging': AI use in China increases 1000-fold with usage exceeding 140 trillion tokens a day
140 trillion tokens per day and 1,000x growth in China means AI economics are converging on metered compute, not seats or MAUs. If you sell or buy AI, you need a tokens-per-outcome view of unit economics this quarter, or your pricing model will be misaligned with how usage is actually scaling.