Exclusive | Nvidia-Backed Startup Seeking to Counter Chinese AI Eyes $25 Billion Valuation - WSJ
<a href="https://news.google.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?oc=5" target="_blank">Exclusive | Nvidia-Backed Startup Seeking to Counter Chinese AI Eyes $25 Billion Valuation</a> <font color="#6f6f6f">WSJ</font>
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startupvaluationbillionOpenAI’s Fund Raise Shows ChatGPT Parent Worth $852 Billion Ahead of IPO. Who Bought. - Barron's
<a href="https://news.google.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?oc=5" target="_blank">OpenAI’s Fund Raise Shows ChatGPT Parent Worth $852 Billion Ahead of IPO. Who Bought.</a> <font color="#6f6f6f">Barron's</font>
OpenAI’s Fund Raise Shows ChatGPT Parent Worth $852 Billion Ahead of IPO. Who Bought. - Barron's
<a href="https://news.google.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?oc=5" target="_blank">OpenAI’s Fund Raise Shows ChatGPT Parent Worth $852 Billion Ahead of IPO. Who Bought.</a> <font color="#6f6f6f">Barron's</font>
Preliminary Explorations on Latent Side Task Uplift
TL;DR . This document presents a series of experiments exploring latent side task capability in large language models. We adapt Ryan’s filler token experiment into a more AI Control-like setup with main task and side task and find that Claude Opus 4.5 can solve harder arithmetic problems latently when it has a longer trajectory. This shifts its 50% accuracy threshold from ~5-step to ~6-step problems after 240 lines of irrelevant output. However, we don’t observe strong evidence to believe that current generation of models generally benefit much from wider parallel compute enabled by longer trajectories with the exception of Opus 4.5. Code is made available here GitHub . Longer Agent Outputs Can Increase Side Task Capability. Claude Opus 4.5's latent arithmetic accuracy as a function of pro
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OpenAI’s Fund Raise Shows ChatGPT Parent Worth $852 Billion Ahead of IPO. Who Bought. - Barron's
<a href="https://news.google.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?oc=5" target="_blank">OpenAI’s Fund Raise Shows ChatGPT Parent Worth $852 Billion Ahead of IPO. Who Bought.</a> <font color="#6f6f6f">Barron's</font>
OpenAI’s Fund Raise Shows ChatGPT Parent Worth $852 Billion Ahead of IPO. Who Bought. - Barron's
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carbon offset arbitrage opportunity
So, you run an airline, you have a record of people that loyally keep coming back to you, you have costs associated with flying, in particular fuel. Your customers worry about the carbon emissions. Is there a something you could do things to lower some associated costs? There is! In the San Francisco Bay Area, people have discovered that you can have great effects with very few costs other than a few dozen dollars and some minor violations of patent law, by working with “gray market sellers” of peptides produced in china. And how might this help? Well, I asked one of by closest friends about this (Claude), and he told me i was absolutely right that it is a good idea, thinks you could prevent thousands of tonnes of CO2 per year from being emitted. The main factor is that airline fuel usage

Variance, which develops AI agents for compliance and fraud investigations, raised a $21.5M Series A led by Ten Eleven Ventures and joined by YC and others (Ryan Lawler/Axios)
Ryan Lawler / Axios : Variance, which develops AI agents for compliance and fraud investigations, raised a $21.5M Series A led by Ten Eleven Ventures and joined by YC and others — Variance, which builds AI agents for compliance and fraud investigations, raised $21.5 million in Series A funding, CEO Karine Mellata tells Axios exclusively.
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