Breaking down the papers, benchmarks, and breakthroughs that matter.
96% of enterprises say agents need company-specific content; only 36% have actually wired it up. Box's new survey says the 2026 constraint isn't model capability — it's the plumbing.
NVIDIA's grip on AI compute remains firm, but AMD, Google, AWS, and a wave of inference-focused startups are carving out real market share. The monolithic GPU era is giving way to a more specialized hardware stack.
As enterprises scale AI agent deployments, Anthropic's safety-first multi-agent architecture is emerging as the preferred framework for organizations that can't afford autonomous systems going off-script.
A maker project turned research exhibit, PicoClaw demonstrates that running a useful AI agent doesn't require a GPU cluster — just clever engineering and the right model architecture.