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原文标题:Marc Andreessen introspects on Death of the Browser, Pi + OpenClaw, and Why "This Time Is Different" 原文编译:FuturePulse 信号来源:这是 a16z创始人Marc Andreessen 在 Latent Space 播客的最新访谈。他是美国著名的互联网企业家,是互联网早期发展的

原文标题:Marc Andreessen introspects on Death of the Browser, Pi + OpenClaw, and Why "This Time Is Different"

原文编译:FuturePulse

信号来源:这是 a16z创始人Marc Andreessen 在 Latent Space 播客的最新访谈。他是美国著名的互联网企业家,是互联网早期发展的关键人物之一;也在创办a16z之后成为硅谷顶级投资人的代表人物。整场对话围绕 AI 的发展历史和最新趋势展开,十分值得一读。

一、这轮 AI 不是横空出世,而是 80 年技术长跑后第一次全面“开始干活”

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这轮 AI 不是横空出世,而是 80 年技术长跑后

Marc Andreessen 直接把当下称为 “80-year overnight success”,意思是公众眼中的突然爆发,背后其实是几十年的技术储备被集中释放。

他把这条技术线索回溯到早期神经网络研究,并强调今天行业实际上已经接受“神经网络是正确架构”这一判断。

在他的叙述里,关键节点不是单一时刻,而是一连串堆叠:AlexNet、Transformer、ChatGPT、reasoning 模型,再到 agents 与 self-improvement。

他特别强调,这次不是只有文本生成变强,而是四类功能同时出现:LLMs、reasoning、coding,以及 agents / recursive self-improvement。

他之所以认为 “this time is different”,不是因为叙事更动听,而是因为这些能力已经开始在现实任务里工作。

二、Pi 与 OpenClaw 所代表的 agent 架构,是一次比 chatbot 更深的软件架构变化

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他把 agent 说得很具体:本质上就是 “LLM + shell + file system + markdown + cron/loop”。在这个结构里,LLM 是推理与生成核心,shell 提供执行环境,文件系统保存状态,markdown 让状态具可读性,cron/loop 则提供周期性唤醒与任务推进。

他认为这套组合的重要性在于:除了模型本身是新的,其他组件全都是软件世界早已成熟、可理解、可复用的部分。

agent 的状态被保存在文件里,因此可以跨模型、跨 runtime 迁移;底层模型可以替换,但记忆与状态仍然保留。

他反复强调 introspection:agent 知道自己的文件、能读自己的状态,甚至能改写自己的文件与功能,朝“extend yourself”的方向前进。

在他看来,真正的突破不只是“模型会回答”,而是 agent 能利用既有 Unix 工具链,把整台电脑的潜在能力都接进来。

三、浏览器、传统 GUI 与“人手点软件”的时代,会被 agent-first 的交互方式逐步替代

Marc Andreessen 明确说过,未来“你可能不再需要用户界面)”。

他进一步指出,未来软件的主要使用者可能不是人,而是 “other bots”。

这意味着很多今天为人类点击、浏览、填表而设计的界面,会退化成 agent 背后调用的执行层。

在这个世界里,人更像是提出目标的人:告诉系统自己要什么,再由 agent 去调用服务、操作软件、完成流程。

他把这个变化连到更大的软件未来:高质量软件会越来越“丰沛”,不再是少数工程师手工打造的稀缺品。

他还判断,程序设计语言的重要性会下降;模型会跨语言写程式、互相翻译,甚至未来人类更关心的是解释 AI 为什么这样组织代码,而不是死守某一种语言本身。

他甚至提到一个更激进的方向:从概念上说,AI 不只可能输出代码,也可能直接输出更底层的二进制代码(binary) 或 model weights(模型权重)。

四、这次 AI 投资周期与 2000 年互联网泡沫有相似,但底层供需结构并不相同

他回顾 2000 年时强调,崩盘很大程度上不是“互联网不行”,而是电信与带宽基础设施过度建设,光纤与数据中心被超前铺设,随后经历长时间消化。

他认为今天确实也能看到“过度建设”的担忧,但当前投资主体主要是微软、亚马逊、Google 等现金充沛的大公司,而不是高度杠杆化的脆弱玩家。

他特别指出,现在只要形成可运行 GPU 的投资,通常很快就能转成收入,这一点与 2000 年大量闲置容量不同。

他还强调,我们现在使用的其实是“被沙包化(sandbagged)”的技术版本:因为 GPU、记忆体、资料中心等供给不足,模型潜力没有被完全释放。

在他的判断里,未来几年真正的约束不只是 GPU,还包括 CPU、memory、net

原文标题:Marc Andreessen introspects on Death of the B

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Claim1,200 USDT in the Monthly Creation ChallengePolymarket, one of the leading prediction market platforms, is reportedly in discussions to raise $400 million in new funding at a $15 billion valuatio

Claim1,200 USDT in the Monthly Creation Challenge

Polymarket, one of the leading prediction market platforms, is reportedly in discussions to raise $400 million in new funding at a $15 billion valuation, according to recent reports.

This potential valuation places Polymarket among the most valuable companies in the prediction market sector, although still below competitor Kalshi, which was last valued at around $22 billion in its most recent funding round. The fundraising reflects rapidly growing institutional interest in prediction markets as a new financial asset class.

Prediction markets have gained significant momentum since the 2024 US election cycle, expanding beyond political forecasting into sports, economics, financial results, and cultural events. Monthly trading volumes across major platforms like Polymarket and Kalshi now exceed $10 billion, highlighting increasing user adoption and liquidity.

Institutional investors have been increasingly active in this space. Major financial players, including Intercontinental Exchange (ICE), have already invested heavily in Polymarket, while other traditional finance firms such as Nasdaq-linked exchanges, Cboe Global Markets, and CME Group are also exploring prediction-based products.

Recent developments also show growing convergence between traditional finance and prediction markets, with firms like Charles Schwab and Citadel Securities reportedly evaluating entry into the sector. This suggests that prediction markets are gradually being recognized as a legitimate financial instrument rather than a niche betting platform.

However, regulatory uncertainty remains a major challenge. Platforms like Kalshi are facing legal disputes in the United States over whether prediction contracts should be classified as financial derivatives or gambling products. These legal outcomes could significantly shape the future structure of the industry.

Polymarket, one of the leading prediction market p

BASED: Hyperliquid’s On-Chain Super App

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SEC removes huge pattern day trader barrier to allow retail investors to day trade Bitcoin with just $2k marginThe SEC has approved a rule change that eliminates one of Wall Street's most recognizable

SEC removes huge pattern day trader barrier to allow retail investors to day trade Bitcoin with just $2k marginThe SEC has approved a rule change that eliminates one of Wall Street's most recognizable barriers for small traders: the old $25,000 minimum tied to pattern day-trading restrictions.
Regulators signed off on FINRA's proposal to scrap a framework that long made it harder for smaller investors to make rapid-fire stock trades, replacing it with a system aimed at measuring intraday risk.
The change might not be a rewrite of crypto regulation per se, but it carries certain implications for Bitcoin because the same retail crowd that speculates in stocks and options often moves through crypto too.



SEC removes huge pattern day trader barrier to all

Bitcoin Up 2 Weeks: Beginning or End?Daily $5000U Airdrop: One Tap to ClaimPost To Earn Bonus Bitcoin's Post-Halving Cycle Is Weakest on Record, Says Galaxy Each cycle has produced lower gains than th

Bitcoin's Post-Halving Cycle Is Weakest on Record, Says Galaxy

Each cycle has produced lower gains than the one before. Bitcoin rose roughly 9,294% during the 2012 halving cycle, reaching a high near $1,163.

Galaxy's head of firmwide research, Alex Thorn, has described the current Bitcoin market cycle as "dramatically" weaker than any prior halving period. Thorn published the comparison on X, setting the 2024 cycle against the three that preceded it.

Each cycle has produced lower gains than the one before. Bitcoin rose roughly 9,294% during the 2012 halving cycle, reaching a high near $1,163. The 2016 cycle delivered a gain of approximately 2,950%, with prices peaking around $19,891. The 2020 cycle saw Bitcoin climb about 761%. The peak in the current cycle, recorded at just above $126,000 on Oct. 5, 2025, represented a gain of only 97% over the April 2024 halving price of roughly $63,000.

Thorn asked publicly whether declining cycle performance represents a permanent shift. The successive drop in both gains and volatility points to a market where the halving alone no longer drives price behavior the way it once did.

Volatility data supports that view. The 30-day Bitcoin Volatility Index reached 9.64% on April 2, 2020. In the current cycle, it has not exceeded 3.11%, a level last seen on Aug. 24, 2024. Bitbo data places the most recent 30-day reading at 1.75%.

Some analysts have pushed back on how Thorn frames the current cycle. Bitcoin hit a then-record high above $70,000 in March 2024, a full month before the April 2024 halving. The approval of spot Bitcoin exchange-traded funds in the United States in January 2024 drove that early surge, which shifted the cycle's baseline upward and made subsequent gains appear smaller by comparison.

Fidelity Digital Assets analyst Zack Wainwright noted that drawdowns have also become less extreme. 

Bitcoin's Post-Halving Cycle Is Weakest on Record,

On April 20, Strategy purchased 34,164 Bitcoins last week for a total of approximately $2.54 billion, at a unit price of about $74,395, achieving a 9.5% return on Bitcoin from 2026 to date. As of Apri

Strategy Acquires 34,164 Bitcoins for $2.54 Billion Last Week

Bitcoin Up 2 Weeks: Beginning or End?Daily $5000U Airdrop: One Tap to Claim Blockchain Forum 2026, Moscow U.S.-Iran ceasefire ends, Tesla earnings: Crypto Week Ahead Crypto heads into the new week wit

U.S.-Iran ceasefire ends, Tesla earnings: Crypto Week Ahead

Crypto heads into the new week with its Friday rally on shakier ground.

The announced reopening of the Strait of Hormuz sent oil lower and pushed risk assets higher, including bitcoin and the wider crypto market. The opening reversed on Saturday, with Iran firing at ships attempting to pass and the U.S. seizing an Iranian-flagged tanker on Sunday.



U.S.-Iran ceasefire ends, Tesla earnings: Crypto W

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Activity through the roofKey metrics on the rise Advertisement Over the last 24 hours, Shiba Inu has shown a surface-level improvement in the majority of tracked on-chain metrics, with nine out of ten

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Bitcoin Up 2 Weeks: Beginning or End?Daily $5000U Airdrop: One Tap to ClaimHTX DAO's First Hackathon Launches!With crypto ETFs recording their biggest weekly intake since January 2026, the cryptocurre

With crypto ETFs recording their biggest weekly intake since January 2026, the cryptocurrency market has witnessed a notable comeback in institutional interest. This huge flow of funds occurs during a general market rebound that has restored investor confidence despite continuing worldwide geopolitical unrest. At around USD 1.1 billion, weekly inflows increased the year-to-date total for the sector to positive USD 2.3 billion. This change indicates a clear departure from the outflows observed earlier in the year as large financial firms re-engage with digital assets.With BlackRock's iShares Bitcoin Trust (IBIT) alone capturing USD 871 million in one week, Bitcoin remains the clear leader of this trend. Year-to-date inflows for Bitcoin funds have totaled USD 1.9 billion, but the Ethereum industry continues to suffer with a negative balance of -USD 130 million. Investors are searching past the "big two," as seen by the significant year-to-date gains for Solana (USD 218 million) and XRP (USD 178 million), therefore indicating a diversifying appetite for different blockchain ecosystems among institutional holders.The rise in "altcoin" performance, spurred by the introduction of leveraged products offering 2x exposure to cryptocurrencies such as Cardano, Stellar, and Chainlink, has additionally boosted the rally. This speculative excitement, together with expectations of further regulatory clearances for specialised ETF products, enabled small-cap companies to outperform the broader market throughout the first quarter of 2026. The market seems to be moving into a stage marked by high-leverage participation and a wider hunt for yield across many digital asset categories as platforms report millions in unfulfilled demand.Gold is meant to be a ‘safe haven’ in uncertain times. Why is it crashing amid a war?Wall Street Slides as Iran War Uncertainty, Oil Surge, 

With crypto ETFs recording their biggest weekly in

💰 Users paid a total of 150 bitcoin as NFT fees on the Ordinals protocol.

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