BlogFor Researchers

19 Oct 2026 · 6 min

A folder is an agent

Most agents today live as prompts and settings inside someone's dashboard, where nobody can diff, review or reproduce them. Agents should be files: a folder you can read, version and put through review like any other code that acts on your behalf.

ResearchersCTOsAgent infrastructure

19 Oct 2026 · 6 min

An open operating system for machines you own

Europe's Cyber Resilience Act now makes manufacturers answer for the security of every connected product. The only trust claims that survive that kind of scrutiny are ones anyone can read and check, rooted in keys the owner holds in hardware.

ResearchersPolicymakersCTOsMachines and edge

19 Oct 2026 · 5 min

CPUs are the agent bottleneck

An agent spends most of its time running tools, sandboxes and browsers, not generating tokens. The measurements and the chip makers now agree, and the CPU-to-GPU ratio in data centres is moving with them.

CTOsResearchersAgent infrastructureInference

19 Oct 2026 · 6 min

Edge cells: running AI where the machines are

Three 2025 cloud outages and a national blackout showed what happens when everything depends on a distant link. Running compute in homes, businesses and districts as cells that govern themselves is a practical answer on resilience, energy, data locality and latency.

ResearchersPolicymakersCTOsMachines and edge

19 Oct 2026 · 5 min

Praecise Furcate: machines that keep working

As agents begin to read and act on physical sites, the question is who holds authority over the machines when the network is gone. Furcate is the open operating system that keeps that authority in hardware keys on site, and Praecise Furcate is the hardware, operations and support Praecise builds on it.

CTOsResearchersPolicymakersMachines and edge

19 Oct 2026 · 6 min

Speculation pays on structure, not prose

Our measurements show speculative decoding speeding up SQL by 3.5x and code by 1.5x on one GPU, and doing nothing for prose. The useful decision is whether to speculate at all, and memory bandwidth sets the ceiling on everything else.

ResearchersCTOsInference