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Google has released its latest Gemini model, marketing it as a workhorse for coding and cybersecurity work.
Why this matters
TechCrunch angle: Google has released its latest Gemini model, marketing it as a workhorse for coding and cybersecurity work. Check the original before changing a build, vendor, or research decision.
Flow Engineering, which is bringing AI agents to hardware design, also landed Roelof Botha as an angel investor and board member.
Why this matters
TechCrunch angle: Flow Engineering, which is bringing AI agents to hardware design, also landed Roelof Botha as an angel investor and board member. Check the original before changing a build, vendor, or research decision.
Google today revealed its next AI frontier model, which it's calling Gemini 4 Argon. The new model delivers "frontier performance in complex workflows across real-world software engineering, enterprise knowledge work li…
Why this matters
The Verge angle: Google today revealed its next AI frontier model, which it's calling Gemini 4 Argon. The new model delivers "frontier performance… Check the original before changing a build, vendor, or research decision.
OpenAI's "Decisions API" is a Jev clone that confirms the importance of fast, cheap intelligence.
Why this matters
TechCrunch angle: OpenAI's "Decisions API" is a Jev clone that confirms the importance of fast, cheap intelligence. Check the original before changing a build, vendor, or research decision.
While AI has made plenty of inroads on people's phones and computers, it's largely failed in dedicated devices. But over the next year, two major AI companies, Meta and OpenAI, will attempt to change that. And they're a…
Why this matters
The Verge angle: While AI has made plenty of inroads on people's phones and computers, it's largely failed in dedicated devices. But over the next… Check the original before changing a build, vendor, or research decision.
Reinforcement learning with verifiable rewards (RLVR) has improved the reasoning capabilities of large language models (LLMs), yet their predictions remain sensitive to task-irrelevant prompt features. We investigate th…
Why this matters
ArXiv angle: Reinforcement learning with verifiable rewards (RLVR) has improved the reasoning capabilities of large language models (LLMs), yet… Check the original before changing a build, vendor, or research decision.
We present Cogentic, a multi-agent harness for automated proof discovery on open research problems. While frontier language models can generate strong mathematical ideas in a single shot, single-shot generation is often…
Why this matters
ArXiv angle: We present Cogentic, a multi-agent harness for automated proof discovery on open research problems. While frontier language models… Check the original before changing a build, vendor, or research decision.
Looped transformers and Mixture-of-Experts (MoE) offer complementary routes to efficient scaling: recurrence increases computational depth at fixed parameters, while MoE sparsity expands total capacity at fixed active c…
Why this matters
ArXiv angle: Looped transformers and Mixture-of-Experts (MoE) offer complementary routes to efficient scaling: recurrence increases… Check the original before changing a build, vendor, or research decision.
Recent autonomous machine learning engineering (MLE) agents have made significant progress on public leaderboards. Often motivated by progress stagnation over long-horizon cycles and limited Large Language Model (LLM) p…
Why this matters
ArXiv angle: Recent autonomous machine learning engineering (MLE) agents have made significant progress on public leaderboards. Often motivated… Check the original before changing a build, vendor, or research decision.
Unlearning a fact in one language does not guarantee its removal in others as changing the query or even the requested answer language can reopen seemingly forgotten knowledge -- a cross-lingual loophole. The most strai…
Why this matters
ArXiv angle: Unlearning a fact in one language does not guarantee its removal in others as changing the query or even the requested answer… Check the original before changing a build, vendor, or research decision.
Computer use agents (CUAs), which use graphical user interfaces (GUIs) to complete tasks on a computer, have recently surpassed human performance on many standard benchmarks, including difficult long-horizon tasks. Thei…
Why this matters
ArXiv angle: Computer use agents (CUAs), which use graphical user interfaces (GUIs) to complete tasks on a computer, have recently surpassed… Check the original before changing a build, vendor, or research decision.
Online training enables computer-use agents (CUAs) to improve through interaction with executable environments. However, existing methods primarily rely on sparse outcome rewards, which provide no supervision for interm…
Why this matters
ArXiv angle: Online training enables computer-use agents (CUAs) to improve through interaction with executable environments. However, existing… Check the original before changing a build, vendor, or research decision.