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In 7 days, Firelight brings a verifiable protection layer to DeFi: transparent terms for defined protocol failures, with capital you can verify on-chain. Early protocol emissions will follow shortly after launch.
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Stablecoins are getting easier to hold. The harder question is still: what can you actually use them for? In most wallets, the loop stops at Hold → Send → Receive. Changer+ is building the next layer: global eSIMs, tickets, and everyday digital services — redeemed with supported stablecoins. Not just holding stablecoins. Using them.
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Raven 0.2.0 — The Harness of Harnesses, built for RSI. 🐦‍⬛ One harness can't be best at everything. Raven combines its own specialist harnesses (Research, Code, Design, Oncall) with the agents you already use (Claude Code, Codex and more) into one team. And it's built for RSI, and not just at the skill level. The whole harness can be rewritten by AI: prompts, policies, strategy code, playbooks. Every sub-harness, including the orchestration layer itself, is its own instance that can be improved. With Raven you can: 1. Orchestrate many agents as one team. Raven's sub-harnesses and external agents work in one task graph with shared memory across sub-agents, powered by leading orchestration (0.963 Node F1 on the Multi-Agent Orchestration Benchmark). 2. Run long, complex tasks. Oncall and proactive execution keep work going for days, from scientific research loops to shipping a full Godot game. 3. Build vertical agents with RSI. Use Raven's RSI to develop and refine an agent for your domain, and we'll optimize it with you. Experimental for now; reach out to the Raven team(Discord: More in the video and slides below. Open source, Apache-2.0. (lots of work made with Raven lives there, and much of this launch's material was made with Raven too)
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You can now run Laya Decision models locally on just 4GB RAM! 🔥 Works on CPU, Mac, Windows, Linux and GPU setups. Serve Laya through a Jev-compatible API via Unsloth Desktop. GitHub: Guide:
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Today, with over 100 industry partners, we introduced the NVIDIA Open Agent Safety Platform, bringing together OpenShell and Sentry. Artificial intelligence is extraordinary technology that will advance discovery, productivity, security, health, and prosperity for generations to come. But its full promise can only be realized when people have confidence that AI is being built to be safe and deployed with wisdom and responsibility. This is bigger than a single product. It's the beginning of an open ecosystem to build the trust layer for safe agent systems. Together, we are building the foundation of the AI economy. Trust and innovation are not in conflict. Safety is how trust is earned. We must build not only the most capable AI, but the most trusted AI, so that this extraordinary technology can realize its enormous promise for the world.
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1/ 有人让 Jev 和 Laya 在 Chrome 恐龙游戏里正面对决,而且它们真的在自己控制恐龙。 Laya 在 Mac 本地运行,Jev 通过 API 运行。 相同赛道、相同物理规则,延迟却完全不同。它们会自主判断、躲避障碍、使用护盾,并努力存活更久。👇
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9.26梭哈晨报: 最近行情确实是好,挺有意思的,还是过去猛的那些很猛,过去很垃圾的依然很垃圾。 1. $BTC 稳定就是给大家机会,拉盘就是给所有人机会; 2. $ETH 喜闻乐见还是很受大资金喜欢的; 3. $SOL 科技创新会还是来自solana吗? 4.美国HYPE现货ETF单日总净流入323.95万美元; 美国 XRP 现货 ETF 单日总净流入 2264.55 万美元; 美国 SOL 现货 ETF 单日总净流入 8666.70 万美元; 5.DoubleZero联创回应FUD:坚定支持Solana,将返还45% Shred服务收入; 6.LayerZero:将停止为 Taiko、Zora 等 13 条活跃度较低的区块链提供链下服务; 7.美财政部长表示:美国-中国贸易休战延长两个月,至明年1月10日; 8.美伊就霍尔木兹海峡展开磋商; 美媒:特朗普据悉拒绝伊朗7天计划,考虑中期选举后恢复轰炸; 9.Vitalik:以太坊节点同步最快半天,激进设置下磁盘空间可低于 0.5 TB; 10.OpenSea:未受 Magic Eden 安全事件影响,已标记相关 NFT 并限制交易; 11.Yuga Labs 高管:NFTs Are Safe 申领门户启动小规模测试,将在质检后完整开放; 12. 13.认购渠道开放,Coinbase上线IPO服务,首个项目为Oura Ring; 都开始搞美股了; 14.Uniswap创始人Hayden:代币回购不会使商品类代币构成证券; 15.美联储哈玛克称通胀预期保持稳定; 16.前 Hack VC 合伙人尸检认定自杀; 17. $PAID 突然拉盘,链接上了WEB2各路达人,直接钱打入帐户,你拒绝不了; ------------------- 刚回笼觉醒来发现刘欢老师死了,现在都属于比较年轻的吧,有点担心自己的身体了,有钱没钱好像在死亡面前都比较一视同仁啊。 #Bitcoin# #Ethereum# #Solana# #Crypto# #Nasadq#
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9.26梭哈晨报: 最近行情确实是好,挺有意思的,还是过去猛的那些很猛,过去很垃圾的依然很垃圾。 1. $BTC 稳定就是给大家机会,拉盘就是给所有人机会; 2. $ETH 喜闻乐见还是很受大资金喜欢的; 3. $SOL 科技创新会还是来自solana吗? 4.美国HYPE现货ETF单日总净流入323.95万美元; 美国 XRP 现货 ETF 单日总净流入 2264.55 万美元; 美国 SOL 现货 ETF 单日总净流入 8666.70 万美元; 5.DoubleZero联创回应FUD:坚定支持Solana,将返还45% Shred服务收入; 6.LayerZero:将停止为 Taiko、Zora 等 13 条活跃度较低的区块链提供链下服务; 7.美财政部长表示:美国-中国贸易休战延长两个月,至明年1月10日; 8.美伊就霍尔木兹海峡展开磋商; 美媒:特朗普据悉拒绝伊朗7天计划,考虑中期选举后恢复轰炸; 9.Vitalik:以太坊节点同步最快半天,激进设置下磁盘空间可低于 0.5 TB; 10.OpenSea:未受 Magic Eden 安全事件影响,已标记相关 NFT 并限制交易; 11.Yuga Labs 高管:NFTs Are Safe 申领门户启动小规模测试,将在质检后完整开放; 12. 13.认购渠道开放,Coinbase上线IPO服务,首个项目为Oura Ring; 都开始搞美股了; 14.Uniswap创始人Hayden:代币回购不会使商品类代币构成证券; 15.美联储哈玛克称通胀预期保持稳定; 16.前 Hack VC 合伙人尸检认定自杀; 17. $PAID 突然拉盘,链接上了WEB2各路达人,直接钱打入帐户,你拒绝不了; ------------------- 刚回笼觉醒来发现刘欢老师死了,现在都属于比较年轻的吧,有点担心自己的身体了,有钱没钱好像在死亡面前都比较一视同仁啊。 #Bitcoin# #Ethereum# #Solana# #Crypto# #Nasadq#
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「从零手写大模型」系列完结了 推理篇 15 篇,训练篇 5 篇,共 20 篇 从模型的基本结构 到如何生成文字,再到损失、梯度与参数更新 把学习过程整理成了一套完整笔记 每一篇都有可练习的代码示例 📖 推理篇 · 15 篇 01|LLM From Scratch:整体大纲路线 02|Tokenizer:分词器 03|Embedding:嵌入层 04|Positional Encoding:位置编码 05|Self-Attention:自注意力机制 06|Multi-Head Attention:多头注意力机制 07|Residual Connection:残差连接 08|LayerNorm:层归一化 09|FFN:前馈神经网络 10|Activation Function:激活函数 11|Transformer Block:Transformer 模块 12|Transformer Stack:Transformer 堆叠 13|Loading Pretrained Weights:加载预训练权重 14|Text Generation:文本生成 15|Interpretability:可解释性 🛠 训练篇 · 5 篇 01|Loss Function:损失函数 02|Backpropagation:反向传播 03|Gradient Descent:梯度下降 04|Adam Optimizer:Adam 优化器 05|Learning Rate Scheduling:学习率调度 推理篇,理解模型如何一步步算出下一个 token 训练篇,理解模型如何从误差中学习、更新参数 欢迎一起学习、交流,也欢迎指出笔记里的问题
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