Funding & Deals

Meta's distilled byte models break through the token ceiling

The Frontier

Meta's distilled byte models break through the token ceiling

Two research results and one big European round: distillation gets a smaller vocabulary, physical AI gets open hardware, and embedded-device security gets unicorn money. Meta FAIR found the way to break the distillation ceiling is to shrink the vocabulary to 256 bytes. A paper posted to arXiv on September 11 (authored with a University of Washington team) trained 1.28-billion-parameter byte-level students — models that predict raw bytes instead of tokenizer chunks — from larger teachers, and…

Cornelis raised $205 million. Its pitch: the network, not the chip

The Arena

Cornelis raised $205 million. Its pitch: the network, not the chip

Monday's news ran from the inside of the AI rack to the inside of the White House — a networking challenger that says the GPUs are not the bottleneck, a private Altman-Trump meeting that surfaced the same day the two split publicly on slowing down, and a mathematician's attempt to say what the profession should be for. Cornelis Networks announced roughly $205 million in funding alongside Active Compute Fabric, an open networking architecture that puts programmable compute inside the fabric…

Tandem Health raises $100M for Europe's AI clinic operating system

The Arena

Tandem Health raises $100M for Europe's AI clinic operating system

Monday afternoon's money went into the least glamorous part of the AI stack — the part with a regulator attached. Stockholm's Tandem Health landed Europe's biggest clinical-AI round to date, Waymo opened its doors in Las Vegas, and Akuity made the case that agents need an identity before they get a production deploy. Tandem Health raised a $100M Series B led by the Scaleup Europe Fund, the €5 billion vehicle the European Commission put EQT in charge of this year.

Agents that run for weeks made Temporal a $12.55 billion company

The Arena

Agents that run for weeks made Temporal a $12.55 billion company

Two funding rounds on opposite ends of the AI stack today: one selling the plumbing that keeps agents alive, one selling music toys that refuse to prompt a model at all. Temporal raised $550 million in a Series E at a $12.55 billion valuation, and the reason it gives is duration. A year ago the company says most of its customer conversations were about payments, onboarding and fulfillment; now customers want agents that run for days, weeks or months without losing state.

d-Matrix stacks DRAM on its chip and claims 100 TB/s

The Stack

d-Matrix stacks DRAM on its chip and claims 100 TB/s

Hot Chips 2026 wrapped with a memory bet, and the funding calendar is unusually busy for a Monday. d-Matrix says stacking memory directly on the compute die beats HBM by 20x on bandwidth density. The startup's Raptor accelerator puts a TSMC N4 logic die face-to-face on top of custom 3D DRAM and claims roughly 100 TB/s per card at 32 GB — against a practical ceiling of about 20 TB/s for today's HBM4 packages, which d-Matrix attributes to limited package "beachfront" and raw physics: driving 100…

Anthropic tells investors it will be profitable for a second quarter

The Arena

Anthropic tells investors it will be profitable for a second quarter

The week AI's biggest labs spent asking for permission to slow down ended with one of them telling shareholders the money is very good — and the number attached to that claim reframes the entire pacing debate. Anthropic has told shareholders its adjusted operating income will be positive for a second straight quarter, with gross margins above 80%, according to the Financial Times, which sourced the report to multiple people with knowledge of the matter.