The latest articles on DEV Community by Peter Hiro (@comet19950902). https://dev.to/comet19950902 https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F1043133%2F56b9a804-31d5-477e-b868-4300d1e7df8c.png https://dev.to/comet19950902 en Peter Hiro Mon, 08 Jun 2026 10:22:17 +0000 https://dev.to/comet19950902/dang-suo-you-ai-du-yong-tong-yang-de-fang-shi-jiao-yi-2026-nian-tong-zhi-hua-zhi-neng-de-yin-cang-feng-xian-3f82 https://dev.to/comet19950902/dang-suo-you-ai-du-yong-tong-yang-de-fang-shi-jiao-yi-2026-nian-tong-zhi-hua-zhi-neng-de-yin-cang-feng-xian-3f82 <p>我们正在进入这样一个时代：成千上万的 AI 交易系统 —— 它们大多基于相似的底层模型、在高度重叠的数据集上训练，并使用类似的 Prompt 技巧 —— 在同一个市场中激烈竞争。</p> <p>这种趋同正在制造一种新的系统性风险：<strong>AI 羊群效应（AI Herding）</strong>。</p> <h3> 为什么这非常危险？ </h3> <p>当多个 AI 代理对相同信号做出相似反应时：</p> <ul> <li>它们会共同放大趋势 → 制造夸张的动量</li> <li>它们会同时平仓 → 引发流动性危机</li> <li>它们会集体回避同一类“高风险”机会 → 导致某些市场板块被严重低估或高估</li> <li>它们会集体涌入同一个被认为有 Edge 的机会 → 快速把 Alpha 套利殆尽</li> </ul> <p>结果就是：市场波动性增加，Edge 衰减速度加快，拥挤交易最终变成拥挤亏损。</p> <h3> 同质化的技术根源 </h3> <p><strong>1. 共享的基础模型</strong><br><br> 大多数团队都在对同一批基础模型（Llama、Mistral、Claude、GPT 系列）进行微调，并使用类似金融数据集。</p> <p><strong>2. 相同的数据源</strong> </p> <ul> <li>公开新闻 API</li> <li>同样的社交媒体数据流</li> <li>重叠的链上数据</li> <li>标准技术指标</li> </ul> <p><strong>3. 相似的架构设计</strong> </p> <ul> <li>Chain-of-Thought 提示</li> <li>类似的 RAG 检索流程</li> <li>相近的校准方法</li> </ul> <p><strong>4. 正反馈循环</strong><br><br> 成功策略会被快速复制，进一步加速趋同。</p> <h3> 如何构建差异化的 AI 交易系统 </h3> <p><strong>1. 建立独特的数据护城河</strong> </p> <ul> <li>使用专有或小众数据集（特殊情绪分析、卫星图像、供应链信号、私有订单流）</li> <li>采用别人没在用的替代数据源</li> <li>进行难以复制的自定义特征工程</li> </ul> <p><strong>2. 架构多样性</strong> </p> <ul> <li>混合不同模型家族和规模</li> <li>使用故意多样化的子模型组成集成</li> <li>在合适场景尝试非 Transformer 架构</li> </ul> <p><strong>3. 制度感知与自适应系统</strong><br><br> 构建能够检测“大家都在趋同”的 Agent，并主动采取反向或低相关性仓位。</p> <p><strong>4. 刻意引入噪声与探索</strong> </p> <ul> <li>在决策中加入可控随机性</li> <li>并行运行多个假设</li> <li>保留部分资金用于实验性策略</li> </ul> <p><strong>5. 强大的风险与元控制</strong> </p> <ul> <li>监控 AI 之间的相关性指标</li> <li>当羊群信号出现时启动熔断机制</li> <li>积极跟踪策略衰减速度</li> </ul> <h3> 给开发者的核心结论 </h3> <p>在 2026 年，最大的 Edge 不再来自拥有最聪明的模型，<br><br> 而是来自拥有<strong>与众不同的模型</strong> —— 或者更进一步，构建一个能够主动避免和他人思考方式趋同的系统。</p> <p>“复制一个好 Prompt 就能赚钱”的时代已经结束。<br><br> 刻意差异化和反脆弱架构的时代正在开启。</p> <p>当所有 AI 都开始往同一个方向移动时，<br><br> 能活下来并获利的系统，才是真正的赢家。</p> <p><strong>Tags</strong>: #AI #交易机器人 #Polymarket #预测市场 #DeFi #Web3 #量化交易 #算法交易 #Fintech</p> Peter Hiro Fri, 06 Mar 2026 08:02:52 +0000 https://dev.to/comet19950902/-26ll https://dev.to/comet19950902/-26ll <div class="ltag__link"> <a href="/nevosaynevo" class="ltag__link__link"> <div class="ltag__link__pic"> <img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3784301%2F32dd9b27-58b0-46d9-95e9-34bc4f902934.png" alt="nevosaynevo"> </div> </a> <a href="https://dev.to/nevosaynevo/polymarket-trading-bot-automate-5-minute-crypto-prediction-markets-on-telegram-omo" class="ltag__link__link"> <div class="ltag__link__content"> <h2>Polymarket Trading Bot: Automate 5‑Minute Crypto Prediction Markets on Telegram</h2> <h3>NevoSayNevo ・ Mar 6</h3> <div class="ltag__link__taglist"> <span class="ltag__link__tag">#polymarket</span> <span class="ltag__link__tag">#trading</span> <span class="ltag__link__tag">#bot</span> <span class="ltag__link__tag">#polymarkettradingbot</span> </div> </div> </a> </div> polymarket trading bot polymarkettradingbot Peter Hiro Wed, 04 Mar 2026 09:37:11 +0000 https://dev.to/comet19950902/-1io5 https://dev.to/comet19950902/-1io5 <div class="ltag__link"> <a href="/nevosaynevo" class="ltag__link__link"> <div class="ltag__link__pic"> <img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3784301%2F32dd9b27-58b0-46d9-95e9-34bc4f902934.png" alt="nevosaynevo"> </div> </a> <a href="https://dev.to/nevosaynevo/institutional-grade-oracle-infrastructure-powering-the-next-era-of-defi-3559" class="ltag__link__link"> <div class="ltag__link__content"> <h2>Institutional-Grade Oracle Infrastructure Powering the Next Era of DeFi</h2> <h3>NevoSayNevo ・ Mar 3</h3> <div class="ltag__link__taglist"> <span class="ltag__link__tag">#rwa</span> <span class="ltag__link__tag">#blockchain</span> <span class="ltag__link__tag">#web3</span> <span class="ltag__link__tag">#oracle</span> </div> </div> </a> </div> rwa blockchain web3 oracle Peter Hiro Wed, 04 Mar 2026 08:46:12 +0000 https://dev.to/comet19950902/-283m https://dev.to/comet19950902/-283m <div class="ltag__link"> <a href="/nevosaynevo" class="ltag__link__link"> <div class="ltag__link__pic"> <img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3784301%2F32dd9b27-58b0-46d9-95e9-34bc4f902934.png" alt="nevosaynevo"> </div> </a> <a href="https://dev.to/nevosaynevo/building-a-profitable-market-making-bot-for-prediction-markets-my-high-tech-journey-to-seamless-55j0" class="ltag__link__link"> <div class="ltag__link__content"> <h2>Building a Profitable Market-Making Bot for Prediction Markets: My High-Tech Journey to Seamless Profits</h2> <h3>NevoSayNevo ・ Feb 24</h3> <div class="ltag__link__taglist"> </div> </div> </a> </div>