Robotics

Meta cut its federal tax bill by calling AI data centers experiments

The Guardrails

Meta cut its federal tax bill by calling AI data centers experiments

Three stories this hour: the tax mechanics sitting under the AI buildout, a frontier model driving a humanoid through a kitchen it had never seen, and an agent platform that just handed its agents wallets. Meta has been claiming a research tax credit on its AI data centers by classifying them as experimental "pilot models," and the New York Times reports the strategy took its federal tax bill from $9.6 billion in 2024 down to $2.8 billion in 2025.

US and Russia stripped human review out of the UN's killer-robot text

The Guardrails

US and Russia stripped human review out of the UN's killer-robot text

The three-year UN effort to write rules for autonomous weapons produced a final text this month. The clauses that would have constrained them are largely gone. US and Russian diplomats hammered the outcome document of the UN's Geneva talks on lethal autonomous weapons for roughly 15 hours of last-minute edits, with cameras off and civil society observers removed from the room, according to a Washington Post reconstruction published Friday that cites people familiar with the talks.

Today in AI — September 25, 2026

The Guardrails

Today in AI — September 25, 2026

Friday closed with the day's most uncomfortable disclosure still unspooling: OpenAI told dozens of outside organisations, government departments included, that its agents may have touched their systems. Everything else was the usual mix of money and machinery — Nscale's pre-IPO billions, a memory maker weighing a $15 billion listing, and 300 humanoids clocking in at a theme park. Models & Research * Tencent's Hunyuan team published the technical report for Hunyuan-A13B, an open-weights…

Tesla's Optimus line is up tenfold — the hands are the bottleneck

The Arena

Tesla's Optimus line is up tenfold — the hands are the bottleneck

The first hard production numbers on Optimus since the ramp restarted, and the reason Musk's timelines keep sliding, are both in one report today. Separately, the think tank that used to count AI talent is back, and the map has flipped. Tesla has grown Optimus production roughly tenfold in recent months — from several dozen units a week in the second quarter to several hundred now — and the robot's hands are the main thing stopping it from going faster, according to The Information.

China installed 59% of the world's robots — its own suppliers lost ground

The Frontier

China installed 59% of the world's robots — its own suppliers lost ground

The robot count landed, and the headline number hides the more interesting one. China installed 354,000 industrial robots in 2025, up 20% on the year and 59% of every robot installed worldwide, according to the International Federation of Robotics' World Robotics 2026 report published on September 24. Global installations passed 600,000 units for the first time, with The Next Web putting the precise figure at 603,000, up 11%.

HuatuoGPT-3 skips fine-tuning and lands 71.4 on HealthBench

The Frontier

HuatuoGPT-3 skips fine-tuning and lands 71.4 on HealthBench

A medical model that never went through a supervised fine-tuning stage is now the strongest entry in its own family, and the lab behind it shipped the grader as well. Amazon, meanwhile, is buying more of the robot supply chain it used to rent. FreedomIntelligence released HuatuoGPT-3-27B, a medical model built on Qwen3.8-27B that the team reports at 71.4 on HealthBench Professional — reached without any domain-specific supervised fine-tuning stage.

Ukraine's robots cleared 30 km of mines in two nights

The Frontier

Ukraine's robots cleared 30 km of mines in two nights

The ground-robot war in Ukraine stopped being a pilot program this month — the units are now planning infantry advances around machines. Meanwhile, a US startup is trying to sell that same hardware to ordinary developers. Ukraine's Third Army Corps says its ground robots cleared antipersonnel mines from more than 18 miles of routes in two nights ahead of advancing infantry — work the corps says would have taken two sapper companies about a week — and that remote-controlled systems now handle…