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ZhuLinsen/daily_stock_analysis: LLM-driven multi-market stock intelligent analysis system: multi-source quotes, real-time news, decision-making boards and automatic push, supporting zero-cost scheduled operation. LLM-powered multi-market stock analysis system with multi-source market data, real-time news, decision dashboard, automated notifications, and cost-free scheduled runs. · GitHub



💖 Sponsors (Sponsors) Capability coverage content AI decision-making report core conclusions, ratings, trends, buying and selling points, risk alerts, catalytic factors, operation checklist Multi-market data aggregation A-shares, Hong Kong stocks, US stocks, ETFs: quotes, K-line, technical indicators, capital flow, chips, news, announcements and fundamentals; Japanese stocks/Korean stocks (.T / .KS / .KQ): YFinance Daily and basic market conditions and technical indicators are available. capital_flow, dragon_tiger, boards and some high-level blocks will be downgraded to not_supported according to market boundaries (see market support boundaries). Web/desktop workbench manual analysis, task progress, historical reports, complete Markdown, backtesting, positions, configuration management, light/dark theme Agent strategy stock inquiry for multiple rounds, supports moving averages, winding theories, waves, trends, hot spots, events, growth, expectations, etc. 15 A built-in strategy covering Web/Bot/API intelligent import and picture completion, CSV/Excel, clipboard import; stock code/name/pinyin/alias completion automation and push GitHub Actions, Docker, local scheduled tasks, FastAPI service and enterprise WeChat/Feishu/Telegram/Discord/Slack/email push function details, field contract, fundamental P0 timeout semantics, transaction discipline, data source priority, Web/API See the full configuration and deployment guide for behavior. See data source configuration for complete rules. Deploy in 5 minutes, zero cost, no server required. Click the Fork button in the upper right corner (click Star⭐ to support it by the way) Settings → Secrets and variables → Actions → New repository secret AI model configuration (configure at least one) By default, select a model service provider and fill in the API Key; when you need multiple models, image recognition, local models or advanced routing, refer to the LLM configuration guide. Secret name description is required. ANSPIRE_API_KEYS Anspire API Key. One Key enables global popular large models and Internet search at the same time. No need for scientific Internet access. It includes free quota. Recommended AIHUBMIX_KEY AIHubMix API Key. One Key can switch to use all models. No scientific Internet access is required. This project can enjoy 10% discount. Recommended GEMINI_API_KEY Google Gemini API Key Optional ANTHROPIC_API_KEY Anthropic Claude API Key Optional OPENAI_API_KEY OpenAI compatible API Key (supports DeepSeek, Tongyi Qianwen, etc.) Optional OPENAI_BASE_URL / OPENAI_MODEL Fill in the optional Ollama when using OpenAI compatible services. Ollama is more suitable for local/Docker deployment. GitHub Actions recommends using the cloud API. Notification channel configuration (configure at least one) Secret Name Description WECHAT_WEBHOOK_URL Enterprise WeChat Bot FEISHU_WEBHOOK_URL Feishu Bot TELEGRAM_BOT_TOKEN + TELEGRAM_CHAT_ID Telegram DISCORD_WEBHOOK_URL Discord Webhook SLACK_BOT_TOKEN + SLACK_CHANNEL_ID Slack Bot EMAIL_SENDER + EMAIL_PASSWORD For configurations such as more channels for email push, signature verification, grouped emails, Markdown conversion to images, etc., please see the detailed configuration of notification channels. Optional stock configuration (required) Secret Name Description Required STOCK_LIST Optional stock code, such as 600519, hk00700, AAPL, 7203.T, 005930.KS ✅ News source configuration (recommended) News sources will significantly affect the quality of public opinion, announcements, events and catalytic factors. It is recommended to configure at least one search service. Secret name description is required ANSPIRE_API_KEYS Anspire AI Search: Chinese content is specially optimized, suitable for A-share news and public opinion retrieval; the same Key can be reused for Anspire large models Recommended SERPAPI_API_KEYS SerpAPI: Search engine result enhancement, suitable for real-time financial news recommendation TAVILY_API_KEYS Tavily: General news search API optional BOCHA_API_KEYS Bocha Search: Chinese search optimization, supports AI Summary optional BRAVE_API_KEYS Brave Search: privacy priority, US stock information enhancement optional MINIMAX_API_KEYS MiniMax: structured search results optional SEARXNG_BASE_URLS SearXNG Self-built instance: no quota, suitable for private deployment Optional more search sources, social public opinion and downgrade rules, see the search service configuration. Actions tag → I understand my workflows, go ahead and enable them Actions → Daily stock analysis → Run workflow → Run workflow is automatically executed every **working day at 18:00 (Beijing time)** by default, and can also be triggered manually. By default, it will not be executed on non-trading days (including A/H/US holidays); please refer to the complete guide for rules such as forced operation, trading day check, and breakpoint resuming. # Clone the project git clone https://github.com/ZhuLinsen/daily_stock_analysis.git && cd daily_stock_analysis # Install dependencies pip install -r requirements.txt # Configure environment variables cp .env.example .env && vim .env # Run analysis python main.py Common commands: 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 Please refer to the complete guide for Docker deployment, scheduled tasks, and cloud server access; for desktop client packaging, please refer to the desktop packaging instructions. 🎯 2026-02-08 The decision-making dashboard analyzed a total of 3 stocks | 🟢Buy: 0 🟡Wait and see: 2 🔴Sell: 1 📊 Summary of analysis results⚪ Chinatungsten High-tech (000657): Wait and see | Rating 65 | Bullish ⚪ Yongding Shares (600105): Wait and see | Rating 48 | Shock 🟡 Xinlai Materials (300260): Sell | Rating 35 | Short ⚪ Chinatungsten High-tech (000657) 📰 Quick overview of important information 💭 Public sentiment: The market is paying attention to its AI attributes and high performance growth, and the sentiment is positive, but it needs to digest short-term profit taking and main outflow pressure. 📊 Performance expectations: Based on public opinion information, the company’s performance in the first three quarters of 2025 will increase significantly year-on-year, and its fundamentals are strong, providing support for the stock price. 🚨 Risk Alert: Risk Point 1: On February 5, main funds sold a substantial net amount of 363 million yuan, so beware of short-term selling pressure. Risk point 2: The concentration of chips is as high as 35.15%, indicating that the chips are dispersed and the resistance to rising may be greater. Risk point 3: Public opinion mentions the company’s historical violation records and restructuring-related risk reminders, so you need to pay attention. ✨ Positive catalyst: Positive 1: The company is positioned as a core supplier of AI server HDI by the market and benefits from the development of the AI ​​industry. Good news 2: Non-net profit in the first three quarters of 2025 surged 407.52% year-on-year, with strong performance. 📢 Latest news:[Latest news]Public opinion shows that the company is the leader in the field of AI PCB micro-drilling and is deeply tied to the world’s leading PCB/carrier board manufacturers. On February 5, the net sales of main funds were 363 million yuan, so we need to pay attention to the subsequent flow of funds. — Generation time: 18:00 🎯 2026-01-10 Market review📊 Major indexes – Shanghai Composite Index: 3250.12 (🟢+0.85%) – Shenzhen Composite Index: 10521.36 (🟢+1.02%) – GEM Index: 2156.78 (🟢+1.35%) 📈 Market overview Increase: 3920 | Decline: 1349 | Upper limit: 155 | Lower limit: 3 🔥 Sector performance led the increase: Internet services, cultural media, small metals led the decrease: insurance, aviation airports, photovoltaic equipment complete environmental variables, model channels, notification channels, data source priority, trading discipline, fundamentals P0 See the full configuration guide for semantics and deployment instructions. The web workbench provides configuration management, task monitoring, manual analysis, historical reports, complete Markdown reports, Agent stock inquiry, backtesting, position management, smart import and light/dark themes. Startup method: python main.py –webui python main.py –webui-only Access http://127.0.0.1:8000 to use. For details on authentication, smart import, search completion, historical report copying, cloud server access, etc., please see the local WebUI management interface. After configuring any available AI API Key, the strategy can be used to ask stocks on the Web/chat page; if you need to explicitly turn it off, you can set AGENT_MODE=false. Supports built-in strategies such as moving average golden cross, entanglement theory, wave theory, bull trend, hot topics, event-driven, growth quality, expected revaluation, etc. Supports real-time market conditions, K-lines, technical indicators, news and risk information calls. Supports multiple rounds of questioning, session export, sending to notification channels and background execution. Supports custom strategy files and multi-Agent orchestration (experimental). See the complete guide and LLM configuration guide for Agent specific parameters, skill naming compatibility, multi-Agent mode and budget guardrails. 🧩 Related Projects (Related Projects) DSA focuses on daily analysis reports; the following two projects in the same series cover stock selection, strategy verification and strategy evolution respectively, and are suitable for extended use on demand. They are currently maintained independently, and will prioritize the exploration of candidate stock import, backtest verification and reporting linkage with DSA in the future. The project positions AlphaSift multi-factor stock selection and market-wide scanning, which is used to extract candidate targets from the stock pool. AlphaEvo strategy backtesting and self-evolution are used to verify strategy rules and explore strategy parameters and combinations through iteration. MIT License © 2026 ZhuLinsen You are welcome to indicate the source of this warehouse during secondary development or citation. Thank you for supporting the continued maintenance of the project. This project is for study and research purposes only and does not constitute any investment advice. There are risks in the stock market, so investment needs to be cautious. The author is not responsible for any damages arising from the use of this project.



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Bayo Akomolafe on the Rewilding Power of Obstacles – The Marginalian



Whenever there is a will, there are two things: a way and an obstacle in the way — that place midway between desire and destination where one’s will collides with the will of the world, with the parameters of permission for imagination we call reality. The triumph of life is turning that collision into a particle collider for possibility, turning the limitation into a creative constraint that challenges more imaginative forms of being into existence, right there in the interruptive middle. Because every life is shaped by the obstacles it has encountered and how it has responded to them, every life is in a sense a story that begins in the middle.
Bayo Akomolafe celebrates the rewilding power of these interruptions in These Wilds Beyond Our Fences: Letters to My Daughter on Humanity’s Search for Home (public library). He writes:
An obstacle is the richest, thickest, densest place in the universe. This is so because it is where things stop and often die, failing to continue on their way. It is where carcasses of hope rot into the ground, inadvertently fertilizing it. It is a place of desperation and longing and roaming ghosts… bursting with activity, with microbial adventures, with dancing generativity, with experiments into dis/continuity, with playful meanings and alchemical shifts, with eloquent invocations and stuttered words. When you meet something fierce, too strong to overcome, too high to climb, too eminent to sidestep, too dark to enlighten, don’t take it too personally — you have merely met an antibody, whose sacred task is to challenge you, discombobulate you, disfigure you, and introduce “you” to the strange vastness of your family. A larger commonwealth of becoming.
In a lovely antidote to the cult of achievement — that punitive denial of the most wondrous aspect of being alive: the fact that we are unfinished — he adds:
Obstacles are the universe’s hubs of unspeakable creativity, redeeming us from tired victories, from the banality of crossing the finish line, from the soundtrack of getting everything we want, and especially from the hubris of thinking we are in control.
Supplementary art based on An Almanac of Birds: 100 Divinations for Uncertain Days, available as a print and more.
The moment an obstacle bisects the trajectory of intent, it creates a natural midpoint that is both an end and a beginning, but also something else entirely, for it lives on a different plane from the strict linearity of the will as cause and its intended effect.
Akomolafe considers the singular fertility of these midpoints:
It is here, right here in the contested middle that we often learn that our maps, however elaborate, are not the whole picture or the terrain they pretend to represent. And that home is not simply the fixed dot at the end of dashed lines, motionless and given, awaiting the ones who come marching in… Everything begins in the middle. There are no beginnings that appear unperturbed, pristine and without hauntings. And there are no endings that are devoid of traces of the new, spontaneous departures from disclosure, and simmering events that are yet to happen. The middle isn’t the space between things; it is the world in its ongoing practices of worlding itself.
Part of our difficulty in inhabiting middles, in orienting to obstacles, lies in our two-dimensional model of this ongoingness — causality as an arrow from the point of action to the point of consequence. Everything changes, however, if we conceive of it as a locus of points on a three-dimensional sphere of time. Akolafe offers a model from West Africa’s ancient cosmogonies consonant with the double-slit experiments of quantum mechanics and their implications of retrocausality:
The Yoruba people speak of ayé, loosely translated into the one-tongue as “life” — a poor translation, if you ask me, for what they try to articulate is a mode of causation that is unwieldy, surprising, diffracted, multilinear, ecstatic, and sensuous: where… one cannot draw too straight a line from cause to effect. Indeed, one cannot even draw a sure unidirectional line from cause to effect, since effect can flow into cause, and — even more startlingly — also because time is not conceived as a single stream flowing from past to future but as a cycle… a muddy viscous puddle that means the past is amenable to reconfiguration.
Discus chronologicus — a German depiction of time from the early 1720s. (Available as a print and as a wall clock.)
A century after Virginia Woolf gasped in her profoundest epiphany that “behind the cotton wool is hidden a pattern… the whole world is a work of art… there is no Shakespeare… no Beethoven… no God; we are the words; we are the music; we are the thing itself,” he adds:
We — together with multiple others — are part of a web of life, not just stuck on it like a hapless fly-turned-spider-breakfast, but the very web itself in its fluctuations and rich complexity. And movement, the slightest gesture, sends tremors through the veins of our never-ending reiterative becomings.
Couple with Iain McGilchrist on the loom on which we weave that web, then revisit physicist Alan Lightman’s poetic reimagining of time.



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GitHub – Refloow/Refloow-Photo-Studio: Powerful local photo editor built for quick, professional results. No accounts, no ads, no watermarks, no data collection


Refloow Photo Studio is built on a simple idea: photo editing shouldn’t require a degree or months of tutorials.

The goal of the project is to make professional-looking photo editing accessible to everyone, regardless of skill level. With just a few clicks, users can achieve high-quality results while preserving 100% of the original image quality. Everything runs locally, remains completely private, and requires no accounts, subscriptions, or data collection.

Refloow Photo Studio is free, open source desktop app designed to feel familiar and intuitive for beginners and experienced users alike.

Resources and socials | Report a Bug/Request feature | Other Refloow Software | Community Discord Server

Original
Removed Background

Original
With filter

Cropping
Cropped & Color Edited

Drag & Drop
Layering

Original
Mirrored

No watermarks
No ads
Free forever
No logins or accounts
No data collection
Fully private
Open source and transparent

Instant background removal
Simple image cropping
Easy image mirroring
Adjust brightness, contrast, saturation, and warmth
Overlay photos and create complex compositions
Drag-and-drop support
Advanced undo and redo history (up to 15 actions, Ctrl + Z / Ctrl + Y)

Choose from over 40 built-in filters, including:
Vintage, Black & White, Vibrant, Cinematic, Faded, Cool, Warm, Dramatic, Noir, Cyberpunk, Polaroid, Neon, Autumn, Midnight, Washed, Gothic, Sunset, Alien, Invert, Matrix, Retro 80s, Frostbite, Desert, Lomo, X-Ray, Muted, Emerald, Ruby, Sapphire, Ghost, Hacker, Dreamy, Toasted, Arctic, Overdrive, Rust, Moonlight, Psychedelic, and Abyss.

Refloow Photo Studio is designed around one principle:

Professional results should not require complicated workflows.

Many editors require dozens of steps and hours of learning to perform simple tasks. Refloow Photo Studio aims to deliver the same results in just a few clicks while remaining fast, private, and easy to use.
And this is only the beginning. More features will be added over time, but the philosophy will always remain the same:
Less complexity. More creativity.

This project is not funded by anyone directly to be made, so ways of donating can help maintain it and add new features. If you like our editor consider donating at:
Cryptocurrency Addresses:

Bitcoin (BTC):
bc1qay2l04mmqhztq8mj7usjlff22ay6a37x9pl9uk

Ethereum, Polygon & Arbitrum (ETH, POL, ARB or Any Stablecoins):
0xFD531dc8e3E78C57212F303f684f5A2aD312f7ca

Solana (SOL or Stables):
8LFVByQUKJVGnBBoAso9KqCbUnFtm875gMkumMRNnEZ2

Tron (TRX or Stables):
TMEeyojQaC6HXBww7FGQKkF1ZcDeUr3esW

Kaspa (KAS):
kaspa:qrzd6vvd9h32cxr776l5vx3q94uyyp9wp7fjs36qjx3hltldxz0kwh9qy9hak

Monero (XMR):
46Aff9taPnbDqdkbSJ8rAzWqAyuKugt3b87irbcUcbLiSkgPff1YFRW3SRoLJtaA4sQhFTbdy7VFa97LpN4yhXRp3vz9vnj

Litecoin (LTC):
ltc1qvrhhgvyhl7f08r9pmchnzzfhgffuzwzqfpr3hm

Bitcoin Cash (BCH):
qqe99z466a8wdknxvxkcw60p72ddhkg2lvfuh9jqzz

System Requirements & Technical Specs
To ensure stable performanc, the following specifications are recommended:

Operating System: Windows 10/11, macOS (Intel/Apple Silicon), or Linux (Ubuntu/Debian recommended).
Runtime: Node.js v20.10.0 or higher.
Framework: Built with Electron for cross-platform desktop compatibility.

Component
Minimum
Recommended

Storage
~440 MB for installation
500 MB+

RAM
2 GB
4 GB+

Processor
Dual-core 2.0GHz
Quad-core+

License (community edition)
This project (community edition) is licensed under the GNU Affero General Public License v3.0 (AGPL-3.0). This ensures that the tool remains open-source and that any improvements made by the community are shared back with the public.
This version is made available for individuals, students, content creators, and everyone interested in photo editing under restrictions of GNU Affero General Public License v3.0 (AGPL-3.0) license
License (Commercial) – For Institutions
Enterprise License exists with Proprietary licensing for government, enterprise, and closed-source commercial deployment is available providing:

AGPL Exemption: Edit, modify, and deploy without sharing your changes.
Keep your intellectual property closed
Internal network deployment rights
Priority dedicated technical support

To obtain this enterprise license inquire using available contact options for further details and contract:

Thanks for free showcase images to unsplash.com and photographers with sources listed below



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