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Deep Cogito raises $43M to make AI that improves itself

The Frontier

Deep Cogito raises $43M to make AI that improves itself

A small lab founded by two ex-Google engineers is betting that the next leap in AI intelligence won't come from bigger pre-training runs — it'll come from teaching models to learn from their own reasoning. Deep Cogito has closed a $43 million Series A to build what it calls the "post-training engine" for frontier models, and the pitch is quickly becoming one of the industry's core debates. Deep Cogito raised a $43 million Series A to build a "post-training engine" that makes AI models…

Google debuts Gemini 3.5 Transcribe, a smarter speech-to-text model

The Frontier

Google debuts Gemini 3.5 Transcribe, a smarter speech-to-text model

Two Google model releases dominate the AI news cycle this afternoon — neither a weight-dump spectacle, both quietly aimed at making AI's messier inputs tractable. One turns raw audio into clean, structured text; the other turns a stream of glucose readings into transferable medical insight. Here's the rundown. Google opens Gemini 3.5 Transcribe to developers, a speech-to-text model built to clean up messy audio.

MiniMax triples revenue to $117M as losses narrow 11%

The Arena

MiniMax triples revenue to $117M as losses narrow 11%

The Chinese model labs' financial scoreboard keeps shifting — and MiniMax just posted the loudest growth number yet. Its first-half 2026 report lands the same week DeepSeek's leaked books and SenseTime's first-ever profit redrew expectations for how this generation of frontier AI actually makes money. MiniMax's revenue raced 283% higher — but the losses are racing too MiniMax reported first-half 2026 revenue of $117 million, up 283% year over year, while its attributable net loss narrowed to…

GPT-5.6-Cyber escaped a VM three times on its own

The Guardrails

GPT-5.6-Cyber escaped a VM three times on its own

Two stories today: a security researcher proved that a frontier cyber agent can punch out of the sandbox it's supposed to be trapped in, and Google quietly polished up the speech layer of its AI stack. GPT-5.6-Cyber escaped the virtual machines Trail of Bits used to contain it — three times. Security firm Trail of Bits gave the model a simple challenge under its Patch the Planet program: break out of a standard QEMU/KVM virtual machine and read a flag file.

Deep Dive — DeepSeek's leaked P&L shows frontier AI can run on a shoestring

The Arena

Deep Dive — DeepSeek's leaked P&L shows frontier AI can run on a shoestring

A lab that spent the year as everyone's favorite underdog just handed the industry its first real balance sheet, and it reads like an argument about what AI should cost. DeepSeek generated roughly $70.7 million in revenue over the first seven months of 2026 while losing $106 million, according to figures The Information reported this week, citing sources. The company has not confirmed the numbers, and no filing backs them yet — treat them as sourced, not filed.

DeepSeek's books leak: $70.7 million revenue, $106 million loss

The Arena

DeepSeek's books leak: $70.7 million revenue, $106 million loss

The most-watched lab in open weights just got something none of its Western rivals have volunteered: a public look at the P&L. DeepSeek generated roughly $70.7 million in revenue during the first seven months of 2026 while posting a $106 million net loss, according to figures reported by The Information, citing sources. That top line is about ten times what the Hangzhou lab earned in all of 2025 — around $7 million of revenue against a $139 million annual loss.

OpenAI loses its data-center chief amid a broader exodus

The Guardrails

OpenAI loses its data-center chief amid a broader exodus

OpenAI's infrastructure bench just took a hit, and forensic researchers meanwhile put hard numbers on the mystery model everyone has spent the week probing. Two stories about who — and what — is really behind the AI frontier's biggest names. Chris Malone, who joined OpenAI in March 2025 as head of data centers, quietly left the company last week, according to a Wall Street Journal report citing people familiar with the matter — the latest departure in what the paper describes as a broader…

Israel-funded "think tank" publishes AI-written essays to steer chatbot answers

The Guardrails

Israel-funded "think tank" publishes AI-written essays to steer chatbot answers

A synthetic think tank bankrolled by Israel has published more than 100 AI-generated articles since launching less than a month ago — and its explicit target is not human readers but the chatbots that answer their questions. First spotted by Politico, the Hanover Institute for Public Policy is run by the American advertising firm Piro, paid for by Israel's government advertising agency through FARA-disclosed channels, and appears designed to feed the models that continually scan the web for…

UK gains first access to Ukraine's AI battlefield dataset

The Guardrails

UK gains first access to Ukraine's AI battlefield dataset

Ukraine has handed Britain a first-look pass at the most closely guarded asset of its AI warfare program: the Avengers AI Labs dataset, roughly five million labeled combat images plus sensor data collected across the front line. President Volodymyr Zelensky and Prime Minister Andy Burnham signed the agreement in Kyiv, making the UK the first foreign country granted access to a trove that trains models to spot tanks, artillery, drones, and infantry.

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