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Hacker News - Newest: "LLM"

GitHub - lechmazur/position_bias: A benchmark for testing whether LLM judges keep the same preference when two lightly edited versions of the same story are shown in opposite orders. Flex routing (EU and EFTA) Dark Factories: Retooling for LLM Velocity Ask HN: What would be the impact of a LLM output injection attack? GitHub - AronDaron/dataset-generator: No-code desktop app for generating high-quality synthetic datasets to fine-tune LLMs — plan-then-execute pipeline, LLM-as-judge, HuggingFace upload. GitHub - Oaklight/llm-rosetta: Production-ready LLM API translation layer for Python — bidirectional conversion between OpenAI, Anthropic & Google formats via hub-and-spoke IR. Optional API gateway. Streaming & non-streaming. Zero core deps. Contributions welcome! GitHub - browser-use/browser-harness: Self-healing browser harness that enables LLMs to complete any task. GitHub - moeen-mahmud/remen: Remen turns thoughts into something you can return to Analyzing 156 LLM Launch Posts on Hacker News ChatGPT vs Gemini vs Claude: The Best LLM Subscription You Should Buy GitHub - salaamalykum/quran-semantic-search: High-density RAG Semantic Search Engine & Quran Corpus (GEO/SEO Architecture) GitHub - NVIDIA/TensorRT-LLM: TensorRT LLM provides users with an easy-to-use Python API to define Large Language Models (LLMs) and supports state-of-the-art optimizations to perform inference efficiently on NVIDIA GPUs. TensorRT LLM also contains components to create Python and C++ runtimes that orchestrate the inference execution in a performant way. The State of LLM Bug Bounties in 2026 Operational Readiness Criteria for Tool-Using LLM Agents Meshcore: Architecture for a Decentralized P2P LLM Inference Network How an LLM becomes more coherent as we train it GitHub - seetrex-ai/laimark GitHub - Jossifresben/BibCrit: AI-assited biblical textual criticism GitHub - wastedcode/memex: File system based wiki, maintained by Claude 99helpers.com GitHub - cliver-project/AITrigram GitHub - unbody-io/adapt: A self-evolving memory layer for AI agents. GitHub - hb20007/awesome-gen-ai-fails: A list of incidents where reliance on generative AI and LLMs resulted in harm to companies, individuals, or society GitHub - nevenkordic/localmind: Run any local LLM with persistent memory and context. CLI agent over Ollama with SQLite-backed hybrid recall. No cloud. Ask HN: What are the machine requirements for a LLM like Llama-3.1-8B? Faster LLM Inference via Sequential Monte Carlo grpo explained: group relative policy optimization for llm finetuning - cgft Stop comparing price per million tokens: the hidden LLM API costs · TensorZero Andrej Karpathy's LLM Wiki Is a Bad Idea GitHub - GG-QandV/mnemostroma: Offline RAM-first cognitive leer/coprocessor for AI agents and robotics. Solves "Context Abandonment" with 20-80ms latency using a dual-thread biomimetic memory architecture (ONNX + SQLite WAL). mempalace/agent at agent · skorotkiewicz/mempalace GitHub - Nyquest-ai/nyquest-rust-fullstack-pub: Nyquest — Semantic Compression Proxy for LLMs. 350+ rules, local LLM stage, 15-75% token savings. Full Rust stack. GitHub - TheoV823/mneme: Enforce architectural decisions in AI-assisted development. GitHub - klemenvod/TokenBrawl: A 1v1 Bomberman-style game where two LLM agents play autonomously against each other. No human plays — you watch the AIs fight. Each agent receives a text description of the board state, reasons about it, and outputs a move as JSON. The game engine executes it. Introducing the Common AI Provider: LLM and AI Agent Support for Apache Airflow Power Circuit AI: Designing Power Electronic Circuits for Motor Drives with Generative Artificial Intelligence Ask HN: How to program with IDE and LLM on CPU locally? Show HN: Agent-cache – Multi-tier LLM/tool/session caching for Valkey and Redis Bonsai 1-bit WebGPU - a Hugging Face Space by webml-community The LLM Fallacy: Misattribution in AI-Assisted Cognitive Workflows Ask HN: Simple tooling for local LLM code critique without IDE integration? Can a General LLM Diagnose a DICOM Slice? A 10-Case Public Benchmark Charts-of-Thought: Enhancing LLM Visualization Literacy (PDF, 2026) GitHub - Mesh-LLM/mesh-llm: Distributed AI/LLM for the people. Share compute privately or publicly to power your agents and chat. GitHub - seamus-brady/springdrift: A persistent runtime for long-lived LLM agents Writing an LLM from scratch, part 32k -- Interventions: training a better model locally with gradient accumulation Ask HN: Which LLM model and agentic CLI are you using for local development? GitHub - wayneColt/modelcascade: Route local. Escalate smart. Never overspend. Open-source multi-model cascade routing for autonomous agents. LLM pricing is 100x harder than you think GitHub - asakin/llm-primer: Pre-warmed Claude Code sessions in tmux. No startup wait. GitHub - EggerMarc/chat-rs: A multi-provider LLM framework for Rust. GitHub - SynapseKit/SynapseKit: Minimal, async-first Python framework for production LLM apps- 2 hard deps, no magic, no SaaS. A Claude Skill that Makes LLM Paragraphs More Bearable Does Gas Town 'steal' usage from users' LLM credits & paid services to improve itself? What's Claude Code Actually Doing? Open the Black Box with the Arthur Engine Milla Jovovich's New Open Source LLM Memory App and the Dark Code Problem Your intuition of LLM token usage might be wrong Show HN: Bloomberg Terminal for LLM ops – free and open source GitHub - 0xchamin/mcptube: Transform YouTube videos into a compounding knowledge base with transcripts, vision analysis, and agentic search. Works as an MCP server for Claude, Copilot & more. Show HN: Open KB: Open LLM Knowledge Base Your LLM is a compiler, not a runtime GitHub - sapountzis/Unslop: A Web Feed That Deserves You crates.io: Rust Package Registry Beyond Karpathy's LLM-Wiki: The Necessity of Cognitive Governance GitHub - amitshekhariitbhu/llm-internals: Learn LLM internals step by step - from tokenization to attention to inference optimization. GitHub - parallem-ai/parallem: An expressive library for running agents with the Batch API. GitHub - stfurkan/pi-llm LLM-Wiki Show HN: Formal – Formal verification for AI-generated code using Lean 4 LRTS – Regression testing for LLM prompts (open source, local-first) LLM Wiki Skill: Build a Second Brain with Claude Code and Obsidian I built an LLM Wiki and RAG solution: here's a demo for a security KB The biggest advance in AI since the LLM Predict-Rlm: The LLM Runtime That Lets Models Write Their Own Control Flow the-synthetic-library/the-synthetic-mind at main · joshferrer1/the-synthetic-library GitHub - yisding/reviewwiggum GitHub - Donnyb369/mcp-spine: Context Minifier & State Guard — Local-first MCP middleware proxy GitHub - Beledarian/wgpu-llm: A from-scratch LLM inference engine that uses wgpu (the cross-platform WebGPU implementation) to dispatch WGSL compute shaders for every math operation a Transformer needs. No CUDA. No Python. No massive framework dependencies. Just Rust, raw shaders, and your GPU. GitHub - anitiue/Hindsight: An experience-driven self-improvement framework for LLM agents — 基于经验的 LLM Agent 自我改进框架 GitHub - stef41/lmscan: 🔍 Detect AI-generated text and fingerprint which LLM wrote it. Open-source GPTZero alternative. Zero dependencies, works offline. GitHub - alainnothere/AmdPerformanceTesting: Amd Performance Testing Ask HN: Is a purely Markdown-based CRM a terrible idea? Optimized for LLM agents Context Engineering - LLM Memory and Retrieval for AI Agents | Weaviate little_helper_tui/letter.md at main · sleepyeldrazi/little_helper_tui GitHub - EvanZhouDev/umr: The Unified Model Registry for all your local AI apps. GitHub - JordanCT/VigIA-Orchestrator Your Agent Is Mine: Measuring Malicious Intermediary Attacks on the LLM Supply Chain A Taxonomy of RL Environments for LLM Agents Llama LLM Network Feture GitHub - genedeng-ca/ai-mac-migration: AI-powered Mac-to-Mac migration tool - replace Apple Migration Assistant with intelligent, selective transfer using local LLMs GitHub - lunargate-ai/gateway: High-performance self-hosted AI gateway (OpenAI-compatible) with routing, retries, and streaming GitHub - AuthBits/webmcp: A lightweight, prompt-driven MCP web research server for high-quality LLM powered information extraction. Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Springdrift: An Auditable Persistent Runtime for LLM Agents with Case-Based Memory, Normative Safety, and Ambient Self-Perception High-Stakes Personalization: Rethinking LLM Customization for Individual Investor Decision-Making From Static Templates to Dynamic Runtime Graphs: A Survey of Workflow Optimization for LLM Agents HUOZIIME: An On-Device LLM-enhanced Input Method for Deep Personalization TIDE: Token-Informed Depth Execution for Per-Token Early Exit in LLM Inference Characterizing WebGPU Dispatch Overhead for LLM Inference Across Four GPU Vendors, Three Backends, and Three Browsers LLM Targeted Underperformance Disproportionately Impacts Vulnerable Users
GitHub - ZhuLinsen/daily_stock_analysis: LLM 驱动的多市场股票智能分析系统:多源行情、实时新闻、决策看板与自动推送,支持零成本定时运行。 LLM-powered multi-market stock analysis system with multi-source market data, real-time news, decision dashboard, automated notifications, and cost-free scheduled runs.
vantareed · 2026-06-21 · via Hacker News - Newest: "LLM"

📈 股票智能分析系统

GitHub stars CI License: MIT Python 3.10+ GitHub Actions Docker

#1 Python Repository Of The Day | Trendshift Featured|HelloGitHub

🤖 基于 AI 大模型的 A股/港股/美股/日股/韩股自选股智能分析系统,每日自动分析并推送「决策仪表盘」到企业微信/飞书/Telegram/Discord/Slack/邮箱

产品预览 · 功能特性 · 快速开始 · 推送效果 · 文档中心 · 完整指南

简体中文 | English | 繁體中文

💖 赞助商 (Sponsors)

Anspire Open 一站式模型和搜索服务 轻松抓取搜索引擎上的实时金融新闻数据 - SerpApi

🖥️ 产品预览

DSA Web 工作台演示

✨ 功能特性

能力 覆盖内容
AI 决策报告 核心结论、评分、趋势、买卖点位、风险警报、催化因素、操作检查清单
多市场数据聚合 A股、港股、美股、ETF:行情、K 线、技术指标、资金流、筹码、新闻、公告和基本面;日股/韩股(.T / .KS / .KQ):YFinance 日线与基础行情、技术指标可用,capital_flowdragon_tigerboards 与部分高阶区块会按市场边界降级为 not_supported(见 市场支持边界
Web / 桌面工作台 手动分析、任务进度、历史报告、完整 Markdown、回测、持仓、配置管理、浅色 / 深色主题
Agent 策略问股 多轮追问,支持均线、缠论、波浪、趋势、热点、事件、成长、预期等 15 种内置策略,覆盖 Web/Bot/API
智能导入与补全 图片、CSV/Excel、剪贴板导入;股票代码/名称/拼音/别名补全
自动化与推送 GitHub Actions、Docker、本地定时任务、FastAPI 服务和企业微信/飞书/Telegram/Discord/Slack/邮件推送

功能细节、字段契约、基本面 P0 超时语义、交易纪律、数据源优先级、Web/API 行为请看 完整配置与部署指南

技术栈与数据来源

类型 支持
AI 模型 AnspireAIHubMix、Gemini、OpenAI 兼容、DeepSeek、通义千问、Claude、Ollama 本地模型等
行情数据 TickFlow、AkShare、Tushare、Pytdx、Baostock、YFinance、Longbridge
新闻搜索 AnspireSerpAPITavilyBochaBraveMiniMax、SearXNG
社交舆情 Stock Sentiment API(Reddit / X / Polymarket,仅美股,可选)

完整规则见 数据源配置

🚀 快速开始

方式一:GitHub Actions(推荐)

5 分钟完成部署,零成本,无需服务器。

1. Fork 本仓库

点击右上角 Fork 按钮(顺便点个 Star⭐ 支持一下)

2. 配置 Secrets

SettingsSecrets and variablesActionsNew repository secret

AI 模型配置(至少配置一个)

默认先选一个模型服务商并填写 API Key;需要多模型、图片识别、本地模型或高级路由时,再参考 LLM 配置指南

Secret 名称 说明 必填
ANSPIRE_API_KEYS Anspire API Key,一Key同时启用全球热门大模型和联网搜索,无需科学上网,含免费额度 推荐
AIHUBMIX_KEY AIHubMix API Key,一Key切换使用全系模型,无需科学上网,本项目可享 10% 优惠 推荐
GEMINI_API_KEY Google Gemini API Key 可选
ANTHROPIC_API_KEY Anthropic Claude API Key 可选
OPENAI_API_KEY OpenAI 兼容 API Key(支持 DeepSeek、通义千问等) 可选
OPENAI_BASE_URL / OPENAI_MODEL 使用 OpenAI 兼容服务时填写 可选

Ollama 更适合本地 / Docker 部署,GitHub Actions 推荐使用云端 API。

通知渠道配置(至少配置一个)

Secret 名称 说明
WECHAT_WEBHOOK_URL 企业微信机器人
FEISHU_WEBHOOK_URL 飞书机器人
TELEGRAM_BOT_TOKEN + TELEGRAM_CHAT_ID Telegram
DISCORD_WEBHOOK_URL Discord Webhook
SLACK_BOT_TOKEN + SLACK_CHANNEL_ID Slack Bot
EMAIL_SENDER + EMAIL_PASSWORD 邮件推送

更多渠道、签名校验、分组邮件、Markdown 转图片等配置见 通知渠道详细配置

自选股配置(必填)

Secret 名称 说明 必填
STOCK_LIST 自选股代码,如 600519,hk00700,AAPL,7203.T,005930.KS

新闻源配置(推荐)

新闻源会显著影响舆情、公告、事件和催化因素质量,建议至少配置一个搜索服务。

Secret 名称 说明 必填
ANSPIRE_API_KEYS Anspire AI Search:中文内容特别优化,适合 A 股新闻和舆情检索;同一 Key 可复用为 Anspire 大模型 推荐
SERPAPI_API_KEYS SerpAPI:搜索引擎结果补强,适合实时金融新闻 推荐
TAVILY_API_KEYS Tavily:通用新闻搜索 API 可选
BOCHA_API_KEYS 博查搜索:中文搜索优化,支持 AI 摘要 可选
BRAVE_API_KEYS Brave Search:隐私优先,美股资讯补强 可选
MINIMAX_API_KEYS MiniMax:结构化搜索结果 可选
SEARXNG_BASE_URLS SearXNG 自建实例:无配额兜底,适合私有部署 可选

更多搜索源、社交舆情和降级规则见 搜索服务配置

3. 启用 Actions

Actions 标签 → I understand my workflows, go ahead and enable them

4. 手动测试

Actions每日股票分析Run workflowRun workflow

完成

默认每个**工作日 18:00(北京时间)**自动执行,也可手动触发。默认非交易日(含 A/H/US 节假日)不执行;强制运行、交易日检查、断点续传等规则见 完整指南

方式二:客户端配置教程 / 本地运行 / Docker 部署

# 克隆项目
git clone https://github.com/ZhuLinsen/daily_stock_analysis.git && cd daily_stock_analysis

# 安装依赖
pip install -r requirements.txt

# 配置环境变量
cp .env.example .env && vim .env

# 运行分析
python main.py

常用命令:

python main.py --debug
python main.py --dry-run
python main.py --stocks 600519,hk00700,AAPL
python main.py --market-review
python main.py --schedule
python main.py --serve-only

Docker 部署、定时任务、云服务器访问请参考 完整指南;桌面客户端打包请参考 桌面端打包说明

📱 推送效果

决策仪表盘

🎯 2026-02-08 决策仪表盘
共分析3只股票 | 🟢买入:0 🟡观望:2 🔴卖出:1

📊 分析结果摘要
⚪ 中钨高新(000657): 观望 | 评分 65 | 看多
⚪ 永鼎股份(600105): 观望 | 评分 48 | 震荡
🟡 新莱应材(300260): 卖出 | 评分 35 | 看空

⚪ 中钨高新 (000657)
📰 重要信息速览
💭 舆情情绪: 市场关注其AI属性与业绩高增长,情绪偏积极,但需消化短期获利盘和主力流出压力。
📊 业绩预期: 基于舆情信息,公司2025年前三季度业绩同比大幅增长,基本面强劲,为股价提供支撑。

🚨 风险警报:

风险点1:2月5日主力资金大幅净卖出3.63亿元,需警惕短期抛压。
风险点2:筹码集中度高达35.15%,表明筹码分散,拉升阻力可能较大。
风险点3:舆情中提及公司历史违规记录及重组相关风险提示,需保持关注。
✨ 利好催化:

利好1:公司被市场定位为AI服务器HDI核心供应商,受益于AI产业发展。
利好2:2025年前三季度扣非净利润同比暴涨407.52%,业绩表现强劲。
📢 最新动态: 【最新消息】舆情显示公司是AI PCB微钻领域龙头,深度绑定全球头部PCB/载板厂。2月5日主力资金净卖出3.63亿元,需关注后续资金流向。

---
生成时间: 18:00

大盘复盘

🎯 2026-01-10 大盘复盘

📊 主要指数
- 上证指数: 3250.12 (🟢+0.85%)
- 深证成指: 10521.36 (🟢+1.02%)
- 创业板指: 2156.78 (🟢+1.35%)

📈 市场概况
上涨: 3920 | 下跌: 1349 | 涨停: 155 | 跌停: 3

🔥 板块表现
领涨: 互联网服务、文化传媒、小金属
领跌: 保险、航空机场、光伏设备

⚙️ 配置说明

完整环境变量、模型渠道、通知渠道、数据源优先级、交易纪律、基本面 P0 语义和部署说明请参考 完整配置指南

🖥️ Web 界面

Web 工作台提供配置管理、任务监控、手动分析、历史报告、完整 Markdown 报告、Agent 问股、回测、持仓管理、智能导入和浅色 / 深色主题。启动方式:

python main.py --webui
python main.py --webui-only

访问 http://127.0.0.1:8000 即可使用。认证、智能导入、搜索补全、历史报告复制、云服务器访问等细节见 本地 WebUI 管理界面

🤖 Agent 策略问股

配置任意可用 AI API Key 后,Web /chat 页面即可使用策略问股;如需显式关闭可设置 AGENT_MODE=false

  • 支持均线金叉、缠论、波浪理论、多头趋势、热点题材、事件驱动、成长质量、预期重估等内置策略
  • 支持实时行情、K 线、技术指标、新闻和风险信息调用
  • 支持多轮追问、会话导出、发送到通知渠道和后台执行
  • 支持自定义策略文件与多 Agent 编排(实验性)

Agent 具体参数、skill 命名兼容、多 Agent 模式和预算护栏见 完整指南LLM 配置指南

🧩 相关项目 (Related Projects)

DSA 聚焦日常分析报告;下面两个同系列项目分别覆盖选股、策略验证与策略进化,适合按需延伸使用。它们当前独立维护,后续会优先探索与 DSA 的候选股导入、回测验证和报告联动。

项目 定位
AlphaSift 多因子选股与全市场扫描,用于从股票池中提取候选标的
AlphaEvo 策略回测与自我进化,用于验证策略规则,并通过迭代探索策略参数与组合

📬 联系与合作

📄 License

MIT License © 2026 ZhuLinsen

欢迎在二次开发或引用时注明本仓库来源,感谢支持项目持续维护。

⚠️ 免责声明

本项目仅供学习和研究使用,不构成任何投资建议。股市有风险,投资需谨慎。作者不对使用本项目产生的任何损失负责。