instinct

Noah Shinn, founder of Personal AI Agent Instinct, stated that the company's user base has been growing by about 10% to 11% daily in recent weeks, leading to a corresponding demand for computing power that is close to doubling each week. He now spends about 40% of his time considering how much computing power to purchase in advance.Shinn indicated that computing power cannot be procured in sync with user growth. Purchasing only double the current computing power would be exhausted in about a week; buying five times would run out in less than three weeks; directly purchasing ten times would mean a significant upfront investment. Many resources need to be booked months in advance, and the price for temporarily supplementing computing power could be three to four times higher. He mentioned that purchasing too little makes it difficult to support growth, while purchasing too much would amplify costs when growth slows down.He estimates that even if the daily growth rate drops from 10% to 5% to 8%, after continuous growth for 3 to 4 months, it may still be necessary to prepare computing power for a scale of 100 million users, and the waiting time for new computing power to come online would be roughly the same. He believes that this is more challenging than scaling consumer internet products like Instagram and Facebook, because each new user of the personal agent continuously consumes a large amount of model inference. He stated that Instinct's current scaling speed is even faster than similar situations encountered by Claude Code and Codex in the past.

Artificial intelligence company Instinct successfully raised $1 billion with a valuation of $10 billion.

According to The Information, AI agent startup Instinct is reportedly in talks to raise $1 billion, with a valuation potentially reaching $10 billion.

AI assistant startup Instinct announced the completion of a $250 million Series B financing round, co-led by Index Ventures and Benchmark. After this round of financing, the company's total funding amount reached $350 million, with a valuation rising to $2.5 billion.Instinct was launched by Spear Street Technology, led by 23-year-old founder Noah Shinn. The product is still in private testing. Users can connect it to personal applications and devices, and interact with the AI assistant via text messages and phone calls for planning trips, purchasing goods, booking events, and managing subscriptions among other daily tasks.

AMD officially launched the on-premises AI programming platform AMD Instinct Coder for enterprises, integrating AMD EPYC processors, AMD Instinct GPUs, Supermicro AI servers, Spectro Cloud PaletteAI inference launch platform software, and the GLM-5.2 model optimized by AMD inference microservices, forming a comprehensive solution that is pre-integrated from hardware to software and can be quickly deployed.AMD stated that the total cost of ownership of this platform can reduce costs by up to 70% compared to using cloud-based cutting-edge models, with a capital recovery period as short as 6 months, directly addressing the two core pain points that enterprises commonly encounter in AI programming assistant pilots: the cost impact of cloud models and the data security risks of third-party services.Spectro Cloud's PaletteAI platform provides intelligent routing capabilities, allowing for strategic automatic switching between on-premises inference and cloud-based cutting-edge models from Anthropic, OpenAI, Google, and xAI, and is equipped with token quotas, audit tracking, and Grafana dashboards to visualize cost comparisons between on-premises and cloud environments, fully compatible with standard operating systems and Kubernetes. Each node can support up to 50 users and is compatible with mainstream development tools such as Claude Code, OpenAI Codex, Visual Studio Code, and Cursor.IDC executives commented that this platform "directly addresses the core needs of enterprises wanting AI programming productivity without the unpredictable cloud costs or risks of exposing source code." AMD's move shifts the AI programming assistant from a pure service model billed by usage to an infrastructure investment model with pre-planned costs.

According to SemiAnalysis, AMD reached a performance-based warrant agreement with Meta and OpenAI from the end of last year to the beginning of this year. The warrants will vest in batches based on the two companies' procurement and deployment of up to 6GW of AMD Instinct GPUs, while AMD's stock price must exceed a tiered target (up to $600).As AMD's stock price has risen from around $200 in early 2026 to the current $500-600, SemiAnalysis estimates that the GPU capital costs for Meta and OpenAI have decreased from about $2.15/hour and $2.50/hour to approximately $1.60/hour and $1.75/hour, respectively. If AMD's stock price rises to $600-700, the capital cost of the GPUs themselves will approach zero; if it further exceeds $1000, the total capital cost of the entire cluster (including servers, networks, and CPUs) will effectively be zero for both companies. This analysis is based on the assumption of linear vesting and the premise that the entire 6GW capacity is deployed, and the specific terms of the warrants have not been disclosed.