Tulgaa.bnb (❖,❖)

Markets are no longer ruled by emotion—AI dominates modern trading. It filters noise, analyzes sentiment, backtests strategies, and captures opportunities humans easily miss. The future of quantitative investing is intelligent, automated, and rule-based. Let QuantDinger lead your AI quant journey github.com/brokermr810/Qu… #AlgorithmicTrading #QuantDinger #AIInvesting

This guy made a vibe trading library in Python that make a personal trading agent in 1 line of code. Then he open-sourced it for free:

量化交易开源神器大盘点：从 QuantDinger 说起，挑出史上最全最实用的八个工具！ 1. QuantDinger —— 起点神器，一站式 AI 量化管家核心亮点：AI 做市场研究 + 自然语言生成 Python 策略代码 + 回测 + 实盘执行 + 组合监控全闭环。自部署，数据全在你本地。支持加密货币（Binance、OKX 等 10+ 交易所现货/期货/期权）、美股（IBKR）、外汇（MT5）、甚至 Polymarket 预测市场。 安装：超级简单，`git clone` 后复制 `.env`、生成密钥，一条 `docker-compose up -d --build` 就搞定，前端+后端+数据库全自动。 最新情况：v3.0.2，2 天前刚更新，1.5k Star。 GitHub：github.com/brokermr810/Qu… 点评：这家伙像个全能管家，AI 帮你脑力劳动，你只管看结果。缺点是功能多，新手可能先花半天熟悉界面。适合：想一站式从 0 到实盘的量化小白或团队。 2. TradeSight —— AI 策略自动进化实验室 核心亮点：自托管 AI 交易策略实验室，夜间自动跑策略锦标赛、15+ 技术指标回测、Alpaca 纸交易、本地 Web 仪表盘。AI 自动进化策略，超省心。 安装：macOS 一条 `brew install` 命令；源码党 `pip install -r requirements.txt` 后 `python START_TRADESIGHT.py` 就行，支持演示模式不用 API。 最新情况：v1.1，4 月 5 日更新，41 Star。 GitHub：github.com/rmbell09-lang/… 点评：隐私党福音，完全本地跑，AI 帮你 24 小时优化策略。缺点是目前主要美股+Polymarket。 适合：爱玩纸交易、想让 AI 自动迭代策略的朋友。 3. OpenAlgo —— 印度经纪商实盘一键通 核心亮点：统一 API 层支持 30+ 印度经纪商，Python 策略 + Telegram 告警 + 实时监控，企业级安全（双因子、沙盒测试）。 安装：`git clone` + `uv run app.py`，配好 `.env` 秒启动。 最新情况：v2.0.0.4，4 月 16 日更新，1.7k Star。 GitHub：github.com/marketcalls/op… 点评：实盘党最爱，安全措施拉满，切换经纪商像换衣服一样容易。缺点是目前主打印度市场。 适合：印度股票玩家或需要快速打通经纪商的朋友。 4. AI-Trader —— AI Agent 原生操盘手 核心亮点：100% 为 AI Agent 设计，Claude、Cursor 等代理秒级接入、互相“辩论”优化、信号同步、一键复制交易，支持股票/加密/外汇/期权全市场。 安装：AI 代理直接发消息“Read ai4trade.ai/SKILL.md and register”自动搞定；人工用户邮箱注册网页版。 最新情况：4 月 20 日刚修 bug，13.6k Star。 GitHub：github.com/HKUDS/AI-Trader 点评：未来感拉满，让 AI 直接上场打仗。 适合：已经在用大模型写代码、想让 Agent 真金白银操盘的玩家。 5. vnpy（VeighNa）—— 中文量化老大哥 核心亮点：Python 事件驱动框架，策略开发→回测→实盘全覆盖，支持 A 股/期货/期权/海外 IBKR 等，AI 量化模块（vnpy.alpha）超强，社区生态爆炸。 安装：推荐下载 VeighNa Studio 一键安装包，Windows/Mac/Linux 都香。 最新情况：4.3.0，2025 年 12 月更新，39.7k Star。 GitHub：github.com/vnpy/vnpy 点评：中文文档+QQ 群+论坛，遇到问题秒求助。缺点是上手比 Docker 稍复杂。 适合：中文用户、想生态丰富快速上手的朋友。 6. StockSharp —— 跨市场全能机器人平台 核心亮点：支持股票、外汇、加密、期权等几乎所有主流品种，可视化策略编辑器 + 回测 + 实盘。 安装：直接克隆仓库运行。 最新情况：4 月 19 日更新，9.7k Star。 GitHub：github.com/stocksharp/sto… 点评：像一把万能钥匙，市场切换零障碍。 适合：多市场玩家。 7. TradeMaster —— 强化学习量化专精 核心亮点：RL 全流程（数据→模拟→评估→部署），13+ 强化学习算法 + 可视化评估工具包，Docker 支持。 安装：Docker 一键或按 requirements 安装。 最新情况：2025 年 6 月更新，2.6k Star。 GitHub：github.com/TradeMaster-NT… 点评：AI 进阶玩家最爱，模拟器保真度高。适合：想用机器学习玩智能交易决策的开发者。 8. Freqtrade —— 加密货币交易机器人王者 核心亮点：加密专精，回测+超参优化+FreqAI 机器学习预测 + Telegram/WebUI 控制，Docker 超稳。 安装：推荐 Docker 命令一行启动。 最新情况：4 月 20 日更新，49.1k Star。 GitHub：github.com/freqtrade/freq… 点评：加密圈公认成熟，社区策略多到刷不完。适合：只玩加密的朋友。 额外一提 the0：多语言 bot 编排平台，Docker/K8s 部署，适合管理多 bot 的老鸟。 GitHub：github.com/alexanderwanyo…

Think of Quant AI as: A layer between your ideas and real market execution That’s where the edge is. 👉 Get early access: tryquant.io

Today, a new way of trading begins. After more than a year of work, Quant is finally live! For years, the market has been stacked against you. You were trading against bots, professionals, and systems that see more, react faster, and execute better — while you were left with fragmented tools, delayed data, and human error. Quant brings you to the same level — and beyond. But what exactly is Quant? Quant is your own, private AI Investment Advisor. Your Bloomberg Terminal. Your new asymmetric advantage. By observing the entire market in real time, processing signals across data, social, and on-chain activity, and executing with precision, Quant removes hesitation, bias, and missed opportunities from the equation. Trade anywhere, anytime, through chat or hands free, using your voice. Buy tokens, stocks, gold or oil on-chain in real time. For the first time, you’re not trading alone — and you’re no longer the slowest player in the room. For the time being, Quant has a limited registration availability. DM to get early access.

Sui assets + stables. Spend what’s yours, anywhere, anytime. 🧵

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I’ve been testing out @hotstufflabs and the UX is basically a CEX but fully decentralized. If you’re tired of high gas and slow execution, this is the move. Zero-Gas Trading: No more per-transaction fees. Sub-Second Finality: 150ms trades (as fast as it gets). Unified Margin: Trade spot, perps, and options from one account. Rewards: Early users & referrals are being prioritized for the upcoming mainnet. Skip the waitlist and get a 10% fee discount using my link/code: 👉app.hotstuff.trade/join/Tulgaa

@byreal_io Always late

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keep building!!!

yooo last 48h report from @get_truenorth

@chinbat0204 @NyamUchral Plp

Новш гэж төөрчих юм аа. улсын цахим сайд үү намын цахим сайд үү Улсын сайдаар намын сайтыг төсвийн Мөнгөөр хийснээ улсын сайдаар нээлгэж байгаа юм уу. Төөрөөд тойроод нэг л болдоггүй ээ. @NyamUchral

@alifcoder Handbook

People are quietly making $5k–$20k/month with Claude. Not by being smarter. By using better prompts. 📘 The Ultimate Claude Prompt Handbook — 1,500+ proven prompts for freelancing, content, copywriting, digital products, and online income. Plug and profit. Normally $179 → FREE for 48 hrs. Like + RT + comment 'Handbook' and I'll DM it. Follow me so the DM goes through.

@Chimee_D Яахаараа өрөөнд нь архи байж байдаг юм?

Л.Оюун-Эрдэнэ: У.Хүрэлсүхийн дүү У.Отгонбаяр гишүүн парламентыг хааны орд гэж ойлгоод өөрийгөө хааны дүү Хасар гэж бодон надад хандаад байгаа юм уу? би ойлгоогүй. Төрсөн дүү нь өрөө өрөө хэсэж агсам тавина гэдэг бол импичмент...

@Mantle_Official Beginner

@Fomo_foxes Listed

Any ideas on how to lower the floor? I want the old loser community to dump their foxes but I tried everything I could think of and I still can’t get people to race to the bottom