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🚀 Google 领跑：Gemini 3.1 Pro 正式发布！
当市场还在紧盯 K 线图时，Google 已经再次改变了 AI 的游戏规则。谷歌正式推出了 Gemini 3.1 Pro —— 这款模型不仅仅是小版本更新，而是在逻辑推理能力上实现了质的飞跃。
为什么加密行业需要关注它？
🔹 创纪录的逻辑能力： 在 ARC-AGI-2 测试（评估模型解决新逻辑模式的能力）中，它取得了 77.1% 的高分。这一成绩是前代 Gemini 3 Pro 的两倍多。对于加密货币开发者来说，这意味着更高效的智能合约审计和复杂的数据分析。
🔹 专家级推理： 开发团队指出，新版本在基础推理方面取得了突破。Gemini 3.1 Pro 能够处理更复杂的任务，并提供清晰的逻辑链条。
🔹 现已开放使用：
开发者： 可通过 Google AI Studio 的 Gemini API、Android Studio 等进行预览。企业用户： 可通过 Vertex AI 和 Gemini Enterprise 接入。普通用户： 可在 Gemini 应用和 NotebookLM 中体验。
深度思考 🧐
AI 模型的进化直接推动了 AI 代币和 Web3 基础设施的发展。更强大的神经网络意味着更智能的去中心化 AI 代理，以及更精准的市场情绪分析。
Google 正在确立其在 AI 领域的统治地位。我们可以期待它未来在加密服务中的深度集成！
你认为 Gemini 3.1 Pro 会成为分析行情的新神兵利器，还是仅仅是跑分数据？欢迎在评论区分享你的看法！ 👇
#Google #Gemini #AI #人工智能 #加密新闻
当市场还在紧盯 K 线图时，Google 已经再次改变了 AI 的游戏规则。谷歌正式推出了 Gemini 3.1 Pro —— 这款模型不仅仅是小版本更新，而是在逻辑推理能力上实现了质的飞跃。
为什么加密行业需要关注它？
🔹 创纪录的逻辑能力： 在 ARC-AGI-2 测试（评估模型解决新逻辑模式的能力）中，它取得了 77.1% 的高分。这一成绩是前代 Gemini 3 Pro 的两倍多。对于加密货币开发者来说，这意味着更高效的智能合约审计和复杂的数据分析。
🔹 专家级推理： 开发团队指出，新版本在基础推理方面取得了突破。Gemini 3.1 Pro 能够处理更复杂的任务，并提供清晰的逻辑链条。
🔹 现已开放使用：
开发者： 可通过 Google AI Studio 的 Gemini API、Android Studio 等进行预览。企业用户： 可通过 Vertex AI 和 Gemini Enterprise 接入。普通用户： 可在 Gemini 应用和 NotebookLM 中体验。
深度思考 🧐
AI 模型的进化直接推动了 AI 代币和 Web3 基础设施的发展。更强大的神经网络意味着更智能的去中心化 AI 代理，以及更精准的市场情绪分析。
Google 正在确立其在 AI 领域的统治地位。我们可以期待它未来在加密服务中的深度集成！
你认为 Gemini 3.1 Pro 会成为分析行情的新神兵利器，还是仅仅是跑分数据？欢迎在评论区分享你的看法！ 👇
#Google #Gemini #AI #人工智能 #加密新闻
AI MUSIC EXPLOSION! $GOOGBody:Google just dropped Lyria 3 into Gemini. Generate 30-second songs instantly. Text prompts or images become music. Vocals, instrumentals, cover art. It's happening NOW. This is the future of sound. Get in before everyone else. Desktop access live. Mobile is coming. YouTube Shorts integration too. Don't miss this wave.
Disclaimer: Not financial advice.
#Aİ #MusicTech #Google #Gemini 🚀
Disclaimer: Not financial advice.
#Aİ #MusicTech #Google #Gemini 🚀
GEMINI 3.1 PRO JUST DROPPED. AI EXPLOSION IMMINENT.
Google's new AI benchmark model, Gemini 3.1 Pro, is here. It's a massive leap. Core inference is supercharged. Complex problems are now child's play. Benchmark tests show insane gains. ARC-AGI-2 validation score hits 77.1%. Inference performance is more than doubled. This changes everything. Get ready.
Not financial advice.
#Aİ #Gemini #Crypto #Innovation 🚀
Google's new AI benchmark model, Gemini 3.1 Pro, is here. It's a massive leap. Core inference is supercharged. Complex problems are now child's play. Benchmark tests show insane gains. ARC-AGI-2 validation score hits 77.1%. Inference performance is more than doubled. This changes everything. Get ready.
Not financial advice.
#Aİ #Gemini #Crypto #Innovation 🚀
Gemini Stock Nosedives as C-Suite Exodus Follows Post-IPO Struggles
Leadership Vacuum Sends Shares Tumbling
#GeminiSpaceStationInc faced a sharp market backlash on Tuesday as its stock plunged more than 14% following the immediate departure of three top executives. Chief Operating Officer Marshall Beard, Chief Financial Officer Dan Chen, and Chief Legal Officer Tyler Meade all exited their roles without transition periods, leaving investors to process the sudden leadership vacuum just five months after the company’s Nasdaq debut at $28 per share.
By Tuesday afternoon, shares had fallen to $6.47, marking an 86% decline from Gemini’s IPO price and dragging the firm’s market capitalization down to roughly $760 million from its initial $4.4 billion valuation.
On paper, #Gemini 's September IPO raised $425 million in fresh capital, but the subsequent months have seen mounting losses and a shrinking executive team. The abrupt nature of this leadership shakeup—especially so soon after going public—has amplified market jitters and left open questions about the company’s direction.
Gemini announced it would cut about 25% of its global workforce and exit the U.K., EU, and Australian markets as part of its restructuring.
#Winklevoss Steps In Amid Mass Exodus
The company confirmed that Marshall Beard would not be replaced as COO; instead, co-founder Cameron Winklevoss will absorb many of Beard’s operational and revenue-generating responsibilities. Beard has also resigned from Gemini’s board of directors, further consolidating control within the founding team. Meanwhile, Danijela Stojanovic, previously chief accounting officer since May 2025, has been named interim CFO, while Kate Freedman steps in as interim general counsel.
It is unclear whether these interim appointments will bring stability or simply buy time for deeper restructuring.
At least one other high-level staff member from Gemini’s Asia-Pacific division was also let go on Tuesday, signaling that the shakeup extends beyond just the C-suite. According to decrypt.co, these changes come amid broader layoffs affecting roughly 25% of Gemini’s global workforce—a significant reduction for a firm once touting international ambitions.
Gemini Retreats to U.S. Stronghold
Alongside its leadership overhaul, Gemini is making a decisive strategic retreat from overseas markets. The company recently announced plans to shutter its crypto exchange operations in the United Kingdom, European Union, and Australia. This shift marks a stark reversal from earlier expansion efforts and signals a renewed focus on core U.S. offerings and prediction markets.
While Gemini expects net revenue for year-end 2025 to land between $165 million and $175 million—up from $141 million in 2024—these projections are overshadowed by anticipated net losses of up to $602 million next year and adjusted EBITDA losses approaching $267 million.
The SEC dismissed its civil case against Gemini Trust Company in January over alleged unregistered securities offerings—a legal win that could have provided breathing room. However, persistent financial headwinds and market exits have left investors wary about whether Gemini can regain momentum with a narrower geographic focus.
Boardroom Upheaval Jolts Post-IPO Hopes
Gemini’s rapid-fire executive departures come at a precarious moment for both the company and its shareholders. The decision not to appoint a successor COO—and instead fold those duties into Cameron Winklevoss’ portfolio—underscores both urgency and uncertainty at the top. For now, interim leaders like Stojanovic (CFO) and Freedman (general counsel) face the challenge of navigating through ongoing layoffs and operational cutbacks while reporting to a board that has itself just lost a key member.
Investors are left asking: can consolidation under Winklevoss restore confidence or will continued volatility deepen skepticism? With shares trading below $7—down more than 13% on Tuesday alone—the market verdict remains grim for now.
Key Learnings
Gemini stock dropped over 14% to $6.47 on Tuesday, down 86% from its $28 IPO price in September 2023.COO Marshall Beard, CFO Dan Chen, and CLO Tyler Meade departed immediately, with no successor COO planned; Cameron Winklevoss assumes key duties.Gemini will cut about 25% of staff and exit the U.K., EU, and Australia markets as part of restructuring.
What remains under scrutiny
If Gemini’s interim leadership—appointed after the immediate departure of its COO, CFO, and CLO on Tuesday—fails to stabilize operations ahead of its next earnings report, the company’s shares, already down over 86% since its September IPO at $28, could face further pressure in the wake of projected 2025 net losses between $587 million and $602 million as disclosed in recent SEC filings.
#GeminiSpaceStationInc faced a sharp market backlash on Tuesday as its stock plunged more than 14% following the immediate departure of three top executives. Chief Operating Officer Marshall Beard, Chief Financial Officer Dan Chen, and Chief Legal Officer Tyler Meade all exited their roles without transition periods, leaving investors to process the sudden leadership vacuum just five months after the company’s Nasdaq debut at $28 per share.
By Tuesday afternoon, shares had fallen to $6.47, marking an 86% decline from Gemini’s IPO price and dragging the firm’s market capitalization down to roughly $760 million from its initial $4.4 billion valuation.
On paper, #Gemini 's September IPO raised $425 million in fresh capital, but the subsequent months have seen mounting losses and a shrinking executive team. The abrupt nature of this leadership shakeup—especially so soon after going public—has amplified market jitters and left open questions about the company’s direction.
Gemini announced it would cut about 25% of its global workforce and exit the U.K., EU, and Australian markets as part of its restructuring.
#Winklevoss Steps In Amid Mass Exodus
The company confirmed that Marshall Beard would not be replaced as COO; instead, co-founder Cameron Winklevoss will absorb many of Beard’s operational and revenue-generating responsibilities. Beard has also resigned from Gemini’s board of directors, further consolidating control within the founding team. Meanwhile, Danijela Stojanovic, previously chief accounting officer since May 2025, has been named interim CFO, while Kate Freedman steps in as interim general counsel.
It is unclear whether these interim appointments will bring stability or simply buy time for deeper restructuring.
At least one other high-level staff member from Gemini’s Asia-Pacific division was also let go on Tuesday, signaling that the shakeup extends beyond just the C-suite. According to decrypt.co, these changes come amid broader layoffs affecting roughly 25% of Gemini’s global workforce—a significant reduction for a firm once touting international ambitions.
Gemini Retreats to U.S. Stronghold
Alongside its leadership overhaul, Gemini is making a decisive strategic retreat from overseas markets. The company recently announced plans to shutter its crypto exchange operations in the United Kingdom, European Union, and Australia. This shift marks a stark reversal from earlier expansion efforts and signals a renewed focus on core U.S. offerings and prediction markets.
While Gemini expects net revenue for year-end 2025 to land between $165 million and $175 million—up from $141 million in 2024—these projections are overshadowed by anticipated net losses of up to $602 million next year and adjusted EBITDA losses approaching $267 million.
The SEC dismissed its civil case against Gemini Trust Company in January over alleged unregistered securities offerings—a legal win that could have provided breathing room. However, persistent financial headwinds and market exits have left investors wary about whether Gemini can regain momentum with a narrower geographic focus.
Boardroom Upheaval Jolts Post-IPO Hopes
Gemini’s rapid-fire executive departures come at a precarious moment for both the company and its shareholders. The decision not to appoint a successor COO—and instead fold those duties into Cameron Winklevoss’ portfolio—underscores both urgency and uncertainty at the top. For now, interim leaders like Stojanovic (CFO) and Freedman (general counsel) face the challenge of navigating through ongoing layoffs and operational cutbacks while reporting to a board that has itself just lost a key member.
Investors are left asking: can consolidation under Winklevoss restore confidence or will continued volatility deepen skepticism? With shares trading below $7—down more than 13% on Tuesday alone—the market verdict remains grim for now.
Key Learnings
Gemini stock dropped over 14% to $6.47 on Tuesday, down 86% from its $28 IPO price in September 2023.COO Marshall Beard, CFO Dan Chen, and CLO Tyler Meade departed immediately, with no successor COO planned; Cameron Winklevoss assumes key duties.Gemini will cut about 25% of staff and exit the U.K., EU, and Australia markets as part of restructuring.
What remains under scrutiny
If Gemini’s interim leadership—appointed after the immediate departure of its COO, CFO, and CLO on Tuesday—fails to stabilize operations ahead of its next earnings report, the company’s shares, already down over 86% since its September IPO at $28, could face further pressure in the wake of projected 2025 net losses between $587 million and $602 million as disclosed in recent SEC filings.
GEMINI LEADERSHIP COLLAPSE! SHARES PLUMMET 13%!
Entry: 6.54 🟩
Target 1: 7.00 🎯
Stop Loss: 6.00 🛑
MARKET SHAKEUP ALERT! Gemini’s top brass VANISHES. Shares CRASHED. Instability is RAMPANT. Attention SHIFTS NOW to the real utility. $DSNT is the ULTIMATE verification tool. It’s the metal detector in this crypto gold rush. While others chase hype, $DSNT secures your portfolio. Don't get left behind. This is not a drill.
Disclaimer: This is not financial advice. Invest at your own risk.
#CryptoNews #Gemini #DeepSnitchAI 🚨
Entry: 6.54 🟩
Target 1: 7.00 🎯
Stop Loss: 6.00 🛑
MARKET SHAKEUP ALERT! Gemini’s top brass VANISHES. Shares CRASHED. Instability is RAMPANT. Attention SHIFTS NOW to the real utility. $DSNT is the ULTIMATE verification tool. It’s the metal detector in this crypto gold rush. While others chase hype, $DSNT secures your portfolio. Don't get left behind. This is not a drill.
Disclaimer: This is not financial advice. Invest at your own risk.
#CryptoNews #Gemini #DeepSnitchAI 🚨
👩💻 Gemini Parts Ways With CFO, COO and CLO in Major Shakeup
👀 Crypto exchange Gemini announced the departure of its CFO, COO and CLO.
👀 The changes mark a significant reshuffling of the company’s executive leadership.
#Gemini #CryptoNewss
👀 Crypto exchange Gemini announced the departure of its CFO, COO and CLO.
👀 The changes mark a significant reshuffling of the company’s executive leadership.
#Gemini #CryptoNewss
GEMINI EXECS JUMP SHIP! IPO SHOCKWAVE HITS HARD.
This is not a drill. Top brass are bailing from Gemini post-IPO. COO, CFO, CLO all out. Immediate effect. The company claims no disputes, but this signals major internal turmoil. Cameron Winklevoss is reportedly absorbing COO duties. The market is reacting. Get ready for volatility.
Disclaimer: This is not financial advice.
#CryptoNews #Gemini #MarketCrash 🚨
This is not a drill. Top brass are bailing from Gemini post-IPO. COO, CFO, CLO all out. Immediate effect. The company claims no disputes, but this signals major internal turmoil. Cameron Winklevoss is reportedly absorbing COO duties. The market is reacting. Get ready for volatility.
Disclaimer: This is not financial advice.
#CryptoNews #Gemini #MarketCrash 🚨
⚡️ Google 击退 10万次“克隆”攻击：AI 数据为何比黄金还值钱？
网络威胁新趋势——模型窃取。Google 近期披露，攻击者尝试了超过 10 万次恶意请求，意图克隆 Gemini 的核心算法。
发生了什么？
来自特定背景的研究机构和攻击者试图通过海量查询“套取” Gemini 的逻辑推理过程和“思维链”。他们的目标是：在不投入数十亿美元研发成本的情况下，制造出一个廉价版的 Gemini 副本。
这对加密市场意味着什么？
AI 赛道代币： 此类事件凸显了
NEAR 或 $RENDER 等项目知识产权的巨大价值。模型的安全性直接关联市值。网络安全升级： 既然黑客已经盯上了 Google 这种量级的巨头，去中心化 AI 协议的防护将成为 2026 年的核心挑战。攻防演变： 利用 AI 去攻破 AI 已成现实，这最终也会影响到交易所账户的安全防护。
虽然 Google 成功拦截了攻击并封锁了账号，但 AI 领域的军备竞赛才刚刚开始。
你认为去中心化网络能比中心化巨头更好地保护模型数据吗？ 👇
#Google #Gemini #人工智能 #网络安全 #币安广场
网络威胁新趋势——模型窃取。Google 近期披露，攻击者尝试了超过 10 万次恶意请求，意图克隆 Gemini 的核心算法。
发生了什么？
来自特定背景的研究机构和攻击者试图通过海量查询“套取” Gemini 的逻辑推理过程和“思维链”。他们的目标是：在不投入数十亿美元研发成本的情况下，制造出一个廉价版的 Gemini 副本。
这对加密市场意味着什么？
AI 赛道代币： 此类事件凸显了
NEAR 或 $RENDER 等项目知识产权的巨大价值。模型的安全性直接关联市值。网络安全升级： 既然黑客已经盯上了 Google 这种量级的巨头，去中心化 AI 协议的防护将成为 2026 年的核心挑战。攻防演变： 利用 AI 去攻破 AI 已成现实，这最终也会影响到交易所账户的安全防护。
虽然 Google 成功拦截了攻击并封锁了账号，但 AI 领域的军备竞赛才刚刚开始。
你认为去中心化网络能比中心化巨头更好地保护模型数据吗？ 👇
#Google #Gemini #人工智能 #网络安全 #币安广场
关于最近大火的“龙虾”(OpenClaw)：到底是什么？怎么玩？Mac Mini M4 实测避坑指南
最近技术圈都在聊 OpenClaw（社区昵称“龙虾”），很多朋友问它和 ChatGPT、谷歌 AI、DeepSeek 或者豆包有什么区别。结合我最近在 Mac Mini M4 上的折腾经历，详细说一下它的定位、部署门槛以及两种核心玩法的利弊。
等我龙虾通关了，会写一篇非常详细的教程分享给大家，这篇大家就当做是普及一下概念吧，熟悉我得朋友们都知道漠哥是研究大模型的，在web2公司也是做这块的，这次我打算把我家里闲置的Mac Mini M4 用起来。
一、 “龙虾”到底是什么？和 ChatGPT/谷歌/DeepSeek 的区别
简单来说，如果把 AI 比作一个人：
ChatGPT / 谷歌 Gemini / DeepSeek / 豆包：它们是大脑（LLM 大模型）。它们的主要功能是思考、生成文字或代码。它们活在对话框里，你问一句，它回一句。
我前一段时间分享的10块钱搞定一年谷歌 Gemini Pro就属于被动型的。
OpenClaw (“龙虾”)：它是手脚（AI Agent 框架）。它本身不具备智能，是一个运行在你电脑后台的程序。
核心区别：
ChatGPT 只能告诉你怎么做，而龙虾能帮你做。
龙虾通过调用大脑的 API 来理解你的指令，然后去操控浏览器点击网页、读取本地文件、监控推特、在 Telegram/微信里自动收发消息。它是一个 24 小时在线的数字员工。
二、 部署设备：为什么选 Mac Mini M4？
部署龙虾需要一台能长期开机的电脑。
Mac Mini M4 是目前非常理想的设备，原因有三点：
低功耗 (Always-on)：龙虾需要 24 小时挂在后台（比如监控币圈动态或处理自动回复），Mac Mini 的待机功耗极低，几乎不费电，非常适合作为家庭服务器。
环境友好：它是 Unix 系统，对 Docker、Node.js 等开发环境的支持比 Windows 原生要好，报错少。
安静：放在角落里运行没有任何噪音。
三、 两种部署模式详解：本地 vs API（重点：成本与智商的权衡）
这是很多新手最容易踩坑的地方。龙虾的脑子主要有两种来源：
1. 本地模型模式 (Local LLM)
原理：利用 Mac Mini 自身的 NPU/GPU 算力，通过 Ollama 运行开源模型（如 Llama 3、DeepSeek-Distill 等）作为龙虾的大脑。
成本：完全免费。除了电费，不需要付任何 API 费用。
实测体验（Mac Mini M4）：不推荐作为主力。虽然 M4 芯片很强，但受限于内存（统一内存），通常只能流畅运行 7B 或 8B 参数的小模型。
我之前用Mac Mini 部署过大模型，因为配置等问题，只能部署参数相对低一些的例如7B/8B，这样模型就会显得很傻，32B的根本就跑不起来，内存打满直接卡死。
缺陷：这些小模型在处理复杂逻辑（比如“分析这篇长文章并总结出三个关键利好”）时，经常理解错误、遗漏信息或者产生幻觉。
结论：用本地小模型跑龙虾，就像雇了一个很勤快但不太聪明的实习生，很勤快但是效率低下。
2. API 模式 (Cloud LLM) —— 强烈推荐
原理：Mac Mini 只负责运行龙虾的程序（手脚），思考时通过网络调用云端的最强模型（如 Google Gemini 3 Pro、GPT-4o、Claude 3.5）。
成本：需要付费（但有技巧）。
通常是按 Token（字数）计费，用得越多越贵。
省钱技巧：目前 Google 的 Gemini API 有免费层级（Free Tier），对于个人用户跑龙虾的用量来说，几乎等同于免费白嫖且速度极快。
实测体验：起飞。云端大模型的逻辑能力远超本地小模型。龙虾变得非常聪明，能准确执行复杂指令，写代码、分析长文档都非常稳。
四、 总结与建议
如果你手里也有一台 Mac Mini M4，不要试图用它去硬抗本地大模型训练或推理，跑不起来的。（我得这台也是之前买来用来挖矿的😄）
最明智的玩法是：
把 Mac Mini M4 当作发射台。利用它的低功耗特性，让它 24 小时运行 OpenClaw 的程序框架，然后在配置里对接 Google Gemini (高性价比) 或 GPT-4/Claude (高性能) 的 API。
这样你既拥有了数据的隐私掌控权（程序在本地），又拥有了最顶级的 AI 智商（大脑在云端），这才是目前 AI Agent 最实用的落地形态。
看到这里不知道大家是否理解了，这篇是开胃菜算是普及，也不是技术贴，这个春节我打算把龙虾搞定，大家等我的保姆级教程吧。
#OPENCLAW #MACMINI #DeepSeek #Gemini #大漠茶馆
等我龙虾通关了，会写一篇非常详细的教程分享给大家，这篇大家就当做是普及一下概念吧，熟悉我得朋友们都知道漠哥是研究大模型的，在web2公司也是做这块的，这次我打算把我家里闲置的Mac Mini M4 用起来。
一、 “龙虾”到底是什么？和 ChatGPT/谷歌/DeepSeek 的区别
简单来说，如果把 AI 比作一个人：
ChatGPT / 谷歌 Gemini / DeepSeek / 豆包：它们是大脑（LLM 大模型）。它们的主要功能是思考、生成文字或代码。它们活在对话框里，你问一句，它回一句。
我前一段时间分享的10块钱搞定一年谷歌 Gemini Pro就属于被动型的。
OpenClaw (“龙虾”)：它是手脚（AI Agent 框架）。它本身不具备智能，是一个运行在你电脑后台的程序。
核心区别：
ChatGPT 只能告诉你怎么做，而龙虾能帮你做。
龙虾通过调用大脑的 API 来理解你的指令，然后去操控浏览器点击网页、读取本地文件、监控推特、在 Telegram/微信里自动收发消息。它是一个 24 小时在线的数字员工。
二、 部署设备：为什么选 Mac Mini M4？
部署龙虾需要一台能长期开机的电脑。
Mac Mini M4 是目前非常理想的设备，原因有三点：
低功耗 (Always-on)：龙虾需要 24 小时挂在后台（比如监控币圈动态或处理自动回复），Mac Mini 的待机功耗极低，几乎不费电，非常适合作为家庭服务器。
环境友好：它是 Unix 系统，对 Docker、Node.js 等开发环境的支持比 Windows 原生要好，报错少。
安静：放在角落里运行没有任何噪音。
三、 两种部署模式详解：本地 vs API（重点：成本与智商的权衡）
这是很多新手最容易踩坑的地方。龙虾的脑子主要有两种来源：
1. 本地模型模式 (Local LLM)
原理：利用 Mac Mini 自身的 NPU/GPU 算力，通过 Ollama 运行开源模型（如 Llama 3、DeepSeek-Distill 等）作为龙虾的大脑。
成本：完全免费。除了电费，不需要付任何 API 费用。
实测体验（Mac Mini M4）：不推荐作为主力。虽然 M4 芯片很强，但受限于内存（统一内存），通常只能流畅运行 7B 或 8B 参数的小模型。
我之前用Mac Mini 部署过大模型，因为配置等问题，只能部署参数相对低一些的例如7B/8B，这样模型就会显得很傻，32B的根本就跑不起来，内存打满直接卡死。
缺陷：这些小模型在处理复杂逻辑（比如“分析这篇长文章并总结出三个关键利好”）时，经常理解错误、遗漏信息或者产生幻觉。
结论：用本地小模型跑龙虾，就像雇了一个很勤快但不太聪明的实习生，很勤快但是效率低下。
2. API 模式 (Cloud LLM) —— 强烈推荐
原理：Mac Mini 只负责运行龙虾的程序（手脚），思考时通过网络调用云端的最强模型（如 Google Gemini 3 Pro、GPT-4o、Claude 3.5）。
成本：需要付费（但有技巧）。
通常是按 Token（字数）计费，用得越多越贵。
省钱技巧：目前 Google 的 Gemini API 有免费层级（Free Tier），对于个人用户跑龙虾的用量来说，几乎等同于免费白嫖且速度极快。
实测体验：起飞。云端大模型的逻辑能力远超本地小模型。龙虾变得非常聪明，能准确执行复杂指令，写代码、分析长文档都非常稳。
四、 总结与建议
如果你手里也有一台 Mac Mini M4，不要试图用它去硬抗本地大模型训练或推理，跑不起来的。（我得这台也是之前买来用来挖矿的😄）
最明智的玩法是：
把 Mac Mini M4 当作发射台。利用它的低功耗特性，让它 24 小时运行 OpenClaw 的程序框架，然后在配置里对接 Google Gemini (高性价比) 或 GPT-4/Claude (高性能) 的 API。
这样你既拥有了数据的隐私掌控权（程序在本地），又拥有了最顶级的 AI 智商（大脑在云端），这才是目前 AI Agent 最实用的落地形态。
看到这里不知道大家是否理解了，这篇是开胃菜算是普及，也不是技术贴，这个春节我打算把龙虾搞定，大家等我的保姆级教程吧。
#OPENCLAW #MACMINI #DeepSeek #Gemini #大漠茶馆
查理的芒格:
我这一辈子都在对抗自己的愚蠢。看来你还有很长的路要走。
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#AI #ChatGPT #Gemini $BNB $XRP $BTC
Save this post for later
---
Ideas
1. Copilot
2. You
3. Perplexity
4. ChatGPT
5. Claude
---
Presentation
1. Prezi
2. Pitch
3. Popai Pro
4. Slides AI
5. Slidebean
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4. Deepmode
5. AI Hentai
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1. Tldv
2. Krisp
3. Otter
4. Avoma
5. Fireflies
---
Chatbot
1. Poe
2. Claude
3. Gemini
4. ChatGPT
5. HuggingChat
---
Blog Writer
1. Katteb
2. Reword
3. Elephas
4. Junia AI
5. Journalist AI
---
UI/UX
1. Galileo AI
2. Khroma
3. Uizard
4. Visily
5. VisualEyes
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Image
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5. Emplifi
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1. AdCopy
2. Predis AI
3. Howler AI
4. Bardeen AI
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5. Typefully
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-----------------------
#AI #ChatGPT #Gemini $BNB $XRP $BTC
Your prompts are 10% of the equation.
Context is the other 90%:
1. Instructions
Tell it who to be, what constraints to follow.
Not just "write a post" but "write like Charlie, use these rules, this format."
2. Examples
One shot, multi shot, positive/negative.
Show AI what good looks like. It learns your patterns instantly.
3. Knowledge
Feed it domain data, docs, market info.
Your AI becomes an expert in YOUR field, not generic advice.
4. Memory
Short-term (chat window) + long-term (user history).
AI remembers your style, preferences, past wins.
5. Tools
Connectors, plug-ins, APIs.
Let AI access real data, not just generate text.
6. Context Window
Where everything flows together.
System → User → Tool → Output.
The difference isn't prompts.
It's context engineering.
Most dump a prompt and pray.
Smart creators engineer context.
Your AI output quality depends on your context quality.
Р.С: Charlie Hills, FolIοw Charlie Hills for more content like this
-----------------------
#AI #ChatGPT #Gemini
Context is the other 90%:
1. Instructions
Tell it who to be, what constraints to follow.
Not just "write a post" but "write like Charlie, use these rules, this format."
2. Examples
One shot, multi shot, positive/negative.
Show AI what good looks like. It learns your patterns instantly.
3. Knowledge
Feed it domain data, docs, market info.
Your AI becomes an expert in YOUR field, not generic advice.
4. Memory
Short-term (chat window) + long-term (user history).
AI remembers your style, preferences, past wins.
5. Tools
Connectors, plug-ins, APIs.
Let AI access real data, not just generate text.
6. Context Window
Where everything flows together.
System → User → Tool → Output.
The difference isn't prompts.
It's context engineering.
Most dump a prompt and pray.
Smart creators engineer context.
Your AI output quality depends on your context quality.
Р.С: Charlie Hills, FolIοw Charlie Hills for more content like this
-----------------------
#AI #ChatGPT #Gemini
Talking with my love #Gemini
Zerebro is an interesting project that sits at the intersection of Artificial Intelligence (AI), blockchain technology, and decentralized content creation.
What is Zerebro?
Autonomous AI System: Zerebro is primarily described as an autonomous AI system that operates independently of human oversight, designed to create, distribute, and analyze content across decentralized and social platforms (like X, Telegram, Warpcast, etc.).
$ZEREBRO
#ZEREBRO
Today is a great day in this overtake finance generating interactions and this AI learn how to impact in masses being more profitable any ever, sorry for 1$USDC English
Zerebro is an interesting project that sits at the intersection of Artificial Intelligence (AI), blockchain technology, and decentralized content creation.
What is Zerebro?
Autonomous AI System: Zerebro is primarily described as an autonomous AI system that operates independently of human oversight, designed to create, distribute, and analyze content across decentralized and social platforms (like X, Telegram, Warpcast, etc.).
$ZEREBRO
#ZEREBRO
Today is a great day in this overtake finance generating interactions and this AI learn how to impact in masses being more profitable any ever, sorry for 1$USDC English
CRIPTOS COM MAIOR POTENCIAL DE CRECIMENTO 1. As "Blue Chips" (Segurança e Liderança)
• Solana ($SOL ): Consolidou-se como a principal rede para o varejo e para o lançamento da nova geração de apps. Com a atualização Firedancer (que alcançou 1 milhão de tps em testes), ela é a principal rival do Ethereum em velocidade e custo.
• Ethereum ($ETH ): Continua sendo a "espinha dorsal" do ecossistema. Em 2026, seu valor vem da tokenização institucional e da segurança das redes de Camada 2 (Layer 2) que rodam sobre ela.
2. Narrativa RWA (Ativos do Mundo Real)
• Ondo Finance ($ONDO): É a líder em trazer títulos do Tesouro Americano e fundos de mercado monetário para a blockchain. Se você acredita que "tudo o que existe será tokenizado", a ONDO é o ativo central.
• Chainlink ($LINK): O "Google das Blockchains". Nenhuma grande instituição consegue conectar dados do mundo real (preços de imóveis, ações, clima) às redes cripto sem os oráculos da Chainlink.
3. IA e Computação Descentralizada
• Bittensor ($TAO ): Funciona como um mercado descentralizado para modelos de Inteligência Artificial. Em 2026, a TAO é vista como a "Nvidia das Criptos".
• Render ($RNDR / $RENDER): Essencial para a economia espacial e metaverso, ela permite que o poder de processamento gráfico (GPU) seja compartilhado globalmente para renderizar vídeos e modelos de IA.
• Fetch.ai ($FET): Focada em agentes autônomos de IA que realizam tarefas e transações por você.$SOL #Gemini
$ETH
$TAO
• Solana ($SOL ): Consolidou-se como a principal rede para o varejo e para o lançamento da nova geração de apps. Com a atualização Firedancer (que alcançou 1 milhão de tps em testes), ela é a principal rival do Ethereum em velocidade e custo.
• Ethereum ($ETH ): Continua sendo a "espinha dorsal" do ecossistema. Em 2026, seu valor vem da tokenização institucional e da segurança das redes de Camada 2 (Layer 2) que rodam sobre ela.
2. Narrativa RWA (Ativos do Mundo Real)
• Ondo Finance ($ONDO): É a líder em trazer títulos do Tesouro Americano e fundos de mercado monetário para a blockchain. Se você acredita que "tudo o que existe será tokenizado", a ONDO é o ativo central.
• Chainlink ($LINK): O "Google das Blockchains". Nenhuma grande instituição consegue conectar dados do mundo real (preços de imóveis, ações, clima) às redes cripto sem os oráculos da Chainlink.
3. IA e Computação Descentralizada
• Bittensor ($TAO ): Funciona como um mercado descentralizado para modelos de Inteligência Artificial. Em 2026, a TAO é vista como a "Nvidia das Criptos".
• Render ($RNDR / $RENDER): Essencial para a economia espacial e metaverso, ela permite que o poder de processamento gráfico (GPU) seja compartilhado globalmente para renderizar vídeos e modelos de IA.
• Fetch.ai ($FET): Focada em agentes autônomos de IA que realizam tarefas e transações por você.$SOL #Gemini
$ETH
$TAO
Nifty Gateway to Shut Down: Iconic NFT Marketplace Closes After $300M Peak
On January 24, 2026, Nifty Gateway, one of the oldest and most prominent NFT trading platforms, announced it would permanently shut down on February 23, 2026. .
At its peak in mid-2021, the platform facilitated over $300 million in sales and was a central player in the digital art boom, hosting high-profile "drops" from artists such as Beeple and Grimes.
Effective Date: The platform officially closes on February 23, 2026.
Current Status: It has immediately entered "withdrawal-only mode," allowing users approximately one month to move their NFTs, USD, and Ethereum balances.
Strategic Pivot: Gemini, the parent company, stated the closure allows them to focus on building a "one-stop super app." Gemini will continue to support NFTs through its own Gemini Wallet.
Platform Legacy: Founded in 2018 and acquired by Gemini in 2019, Nifty Gateway was one of the first marketplaces to allow NFT purchases via credit cards and fiat currency.
The platform previously attempted to pivot in April 2024 by rebranding as "Nifty Gateway Studio" to focus on on-chain creative projects, but this shift was not enough to sustain operations during a prolonged NFT bear market.
#NiftyGateway #NFTs #DigitalArt #Gemini #CryptoNews
On January 24, 2026, Nifty Gateway, one of the oldest and most prominent NFT trading platforms, announced it would permanently shut down on February 23, 2026. .
At its peak in mid-2021, the platform facilitated over $300 million in sales and was a central player in the digital art boom, hosting high-profile "drops" from artists such as Beeple and Grimes.
Effective Date: The platform officially closes on February 23, 2026.
Current Status: It has immediately entered "withdrawal-only mode," allowing users approximately one month to move their NFTs, USD, and Ethereum balances.
Strategic Pivot: Gemini, the parent company, stated the closure allows them to focus on building a "one-stop super app." Gemini will continue to support NFTs through its own Gemini Wallet.
Platform Legacy: Founded in 2018 and acquired by Gemini in 2019, Nifty Gateway was one of the first marketplaces to allow NFT purchases via credit cards and fiat currency.
The platform previously attempted to pivot in April 2024 by rebranding as "Nifty Gateway Studio" to focus on on-chain creative projects, but this shift was not enough to sustain operations during a prolonged NFT bear market.
#NiftyGateway #NFTs #DigitalArt #Gemini #CryptoNews
🤖 ШІ Gemini прогнозує тріумф $XRP, а я обираю Золоту стабільність! 💎
«Друзі, поки я святкую свою першу сотню постів, стрічка Binance Square вибухнула прогнозами від моделі ШІ Gemini!.
Що каже Gemini ?:
XRP на Місяць?: Прогноз обіцяє, що до 2029 року XRP може обійти Bitcoin та Ethereum за прибутками завдяки новій політиці в США.
Bitcoin: Залишається «найбезпечнішою ставкою».
Zcash: Навіть брати Вінклвосс (засновники біржі Gemini) вливають мільйони ($1.2 млн) у приватність $ZEC.
Моя думка: Прогнози — це круто, але я граю в іншу гру. Поки ШІ малює майбутні ікси, я дивлюсь на реальний PAX Gold (PAXG). Так, сьогодні він у легкому мінусі -1.14%, але випуск нових токенів на $25.6 млн каже про те, що великі гроші люблять тишу і золото.
Моя стратегія незмінна: Earn приносить стабільні 2.2% APR на PAXG, поки ринок шукає свій шлях.
А ви на чиєму боці: вірите в агресивні прогнози для XRP чи обираєте перевірене часом золото? Пишіть у коментарях! 👇
#BinanceSquare #PAXG #ZEC #Gemini #CryptoStrategy
«Друзі, поки я святкую свою першу сотню постів, стрічка Binance Square вибухнула прогнозами від моделі ШІ Gemini!.
Що каже Gemini ?:
XRP на Місяць?: Прогноз обіцяє, що до 2029 року XRP може обійти Bitcoin та Ethereum за прибутками завдяки новій політиці в США.
Bitcoin: Залишається «найбезпечнішою ставкою».
Zcash: Навіть брати Вінклвосс (засновники біржі Gemini) вливають мільйони ($1.2 млн) у приватність $ZEC.
Моя думка: Прогнози — це круто, але я граю в іншу гру. Поки ШІ малює майбутні ікси, я дивлюсь на реальний PAX Gold (PAXG). Так, сьогодні він у легкому мінусі -1.14%, але випуск нових токенів на $25.6 млн каже про те, що великі гроші люблять тишу і золото.
Моя стратегія незмінна: Earn приносить стабільні 2.2% APR на PAXG, поки ринок шукає свій шлях.
А ви на чиєму боці: вірите в агресивні прогнози для XRP чи обираєте перевірене часом золото? Пишіть у коментарях! 👇
#BinanceSquare #PAXG #ZEC #Gemini #CryptoStrategy
🚨 GEMINI SHOCKWAVE HITS NFT SPACE! 🚨
Nifty Gateway is officially closing its doors on February 23, 2026. This is a massive signal for the centralized marketplace model.
The platform has already entered withdrawal-only mode. You have approximately one month left to secure your assets. MOVE FAST. Do not get rugged by the deadline.
This signals a major shift in custody needs. Protect your JPEGs NOW.
#NFTNews #CryptoAlert #NiftyGateway #Gemini 🛑
Nifty Gateway is officially closing its doors on February 23, 2026. This is a massive signal for the centralized marketplace model.
The platform has already entered withdrawal-only mode. You have approximately one month left to secure your assets. MOVE FAST. Do not get rugged by the deadline.
This signals a major shift in custody needs. Protect your JPEGs NOW.
#NFTNews #CryptoAlert #NiftyGateway #Gemini 🛑
Всім привіт, спробував перший раз поторгувати з Gemini😁
Так як ,я не розуміюсь на графіках і торговлях, а торгую на споті по трохи) вирішив скористатись інтелектом))
Підсумок:
-так це не працює😁
-добре що пораді стоплос поставити
-якщо так торгувати то треба в цьому розумітись 👌
#HAYPE
#ТоргівляКриптою
#фючерсах #Gemini
Так як ,я не розуміюсь на графіках і торговлях, а торгую на споті по трохи) вирішив скористатись інтелектом))
Підсумок:
-так це не працює😁
-добре що пораді стоплос поставити
-якщо так торгувати то треба в цьому розумітись 👌
#HAYPE
#ТоргівляКриптою
#фючерсах #Gemini
🚨 BREAKING NEWS 🚨
Gemini Exchange's shocking decision to delist $LUNC on September 20, 2024, has ignited a firestorm within the crypto community! 🔥 With the #LUNCArmy—50 million strong—already voicing their outrage, many are set to withdraw their funds and bid farewell to Gemini FOREVER! 💥
The LUNC token, bolstered by high-profile endorsements and a fiercely loyal community, has been on the rise, but Gemini’s move has cast a dark cloud over its momentum. 🌩️ This bold step from the exchange risks not only a massive exodus of users but also a significant hit to its liquidity and trading volume. 📉
The #LUNCArmy is sending a clear message: if an exchange doesn't stand by its users and the principles of decentralization, they'll take their support elsewhere. 🚀 As Gemini faces the fallout, the entire crypto world will be watching closely. Stay tuned for updates on this developing story! 📢💬
#LUNC✅ #CryptoCommunity #gemini #DelistingDrama
Gemini Exchange's shocking decision to delist $LUNC on September 20, 2024, has ignited a firestorm within the crypto community! 🔥 With the #LUNCArmy—50 million strong—already voicing their outrage, many are set to withdraw their funds and bid farewell to Gemini FOREVER! 💥
The LUNC token, bolstered by high-profile endorsements and a fiercely loyal community, has been on the rise, but Gemini’s move has cast a dark cloud over its momentum. 🌩️ This bold step from the exchange risks not only a massive exodus of users but also a significant hit to its liquidity and trading volume. 📉
The #LUNCArmy is sending a clear message: if an exchange doesn't stand by its users and the principles of decentralization, they'll take their support elsewhere. 🚀 As Gemini faces the fallout, the entire crypto world will be watching closely. Stay tuned for updates on this developing story! 📢💬
#LUNC✅ #CryptoCommunity #gemini #DelistingDrama
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