Python Book;
❗️Weekend giveaway❗️
I'm giving away some FREE copies of "Advanced Guide to Python 3 Programming, 2nd Edition", to my followers.
If you want a copy, please do the following:
🔸Like
🔸Retweet
🔸Comment
🔸And then even better, send me a DM
#python#python3#ebook
Just hanging around 🐍
#DidYouKnow Green tree pythons aren't born green! Juveniles hatch bright yellow, red, or reddish-brown before developing their signature emerald color.
📸: Dario Argenti
#snake#green#python#wildlife#halloween
Today, I'm launching
- SO Powerful than any other Traditional Mathematics tool out there
- Draw any shape by hand, and spinning circles redraw it.
- Zoom into the Mandelbrot set billions of times and it stays sharp.
- See step-by-step solutions, each checked before it's shown to you.
- Factor, solve and simplify expressions exactly, not just as decimals.
- Find derivatives, integrals, limits and Taylor series.
- Write notebooks that mix text, maths, live graphs and Python code.
- Leave comments and roll back to any earlier version of your work.
- Get answers to 50 digits when you need extreme precision.
- Calculate with units: 9.81 m/s² × 3 s gives 29.43 m/s.
- Export animations as GIF or video, plus PNG, SVG, PDF and LaTeX.
- Bring your graphs over from Desmos and GeoGebra in one step.
- Tricky curves are checked pixel by pixel, so nothing is missed or faked.
Python Book;
I'm giving away some FREE copies of "Pro Python Best Practices - Debugging, Testing and Maintenance" to my followers.
If you want a copy, please do the following:
🔸Like
🔸Retweet
🔸Comment
🔸And then even better, send me a DM
#python#python3#book#programming
Turn Your Python Data into Interactive Project Reports with Pygal!
Want to visualize project progress with beautiful, interactive charts using Python?
With Pygal, you can create stunning visualizations directly from your Python code.
In this example, we create a horizontal bar chart to compare project progress:
Python — 95%
AI — 82%
Data Science — 90%
Web Development — 76%
What you'll learn:
✅ Create horizontal bar charts
✅ Customize chart styles with DarkStyle
✅ Add labels, titles, and progress values
✅ Render charts as SVG in Jupyter Notebook
Pygal is a great library to explore when you want scalable, visually appealing charts for dashboards, reports, and data visualization projects.
Python for Data Analysis: The Modern Guide to Scalable Data, Advanced Models, and Automation
Download Free PDF Book Access:
7 small steps to start with algorithmic trading:
1. Start with Python
2. Learn to use VSCode
3. Take a pandas tutorial
4. Then a plotly tutorial
5. Make a portfolio with riskfolio
6. Make a backtest with vectorbt
7. Analyze performance with vectorbt
You can do this!
Want to learn how?
Register here:
You may have heard about the Model Context Protocol and wondered how it lets AI tools connect to other tools, APIs, and systems.
Well, it's all thanks to MCP servers.
In this guide, @manishmshiva explains how MCP servers work and helps you build your own with Python and the FastMCP library.
A compromised LiteLLM 1.107.0 release added files that Python could execute during normal interpreter initialization. Applications did not need to import LiteLLM for the payload to run; starting Python in an affected environment could be enough.
Microsoft analyzed two execution paths: a credential collector targeting authentication material across developer tools, cloud environments, browsers, and infrastructure, and a Unix-oriented loader capable of retrieving and executing additional Python code.
Endpoint observations on Windows and macOS matched the collector’s discovery, encryption, and outbound connection behavior. Starting Python in an affected environment could activate the payload, so investigators should avoid using Python or pip during evidence collection.
Read the Microsoft Security research for analysis of the startup mechanisms, credential exposure, Defender detections, hunting queries, indicators of compromise, and recovery guidance.
10 GitHub repos so good they shouldn't be free.
1. AutoHedge
An autonomous hedge fund built in Python with four AI agents: a director generates investment theses, a quant validates them, a risk manager decides position size, and an execution agent places orders. Operates live on Solana. With 'pip install -U autohedge', you can start trading immediately.
repo →
2. Vibe-Trading
A trading system using a Directed Acyclic Graph (DAG) model, featuring 64 finance skills and 29 preset specialist agent swarms. Includes analysis methods like Ichimoku, Elliott Wave, SMC, Black-Scholes, full Greeks, and risk parity. Its crypto desk provides liquidation heatmaps and token unlock tracking. You can observe agents debating strategies in real time.
repo →
3. Fincept Terminal
A Bloomberg Terminal replacement that runs on your laptop. CFA levels 1, 2, and 3 analytics. 20+ investor AI agents (Buffett, Dalio, Soros). 100+ data connectors, including Polygon, World Bank, and IMF. Bloomberg charges $24,000 a year. This is free.
repo →
4. LibreChat
Every model ChatGPT runs, plus Claude, Gemini, DeepSeek, and 20 more. Self-hosted. Native MCP support. You own the data, the history, the infrastructure. OpenAI charges $20/month to use their wrapper. This costs nothing to use your own.
repo →
5. Open Higgsfield AI
A self-hosted cinema studio with 200+ AI models. Flux, Midjourney, Sora, Kling, Veo, GPT-4o, SDXL all in one interface. Text to image. Image to video. Cinema mode with pro camera controls. No subscription. Your data stays local.
repo →
6. Open-LLM-VTuber
A Live2D AI companion that runs offline, sees your screen, hears your voice, and never forgets. Inner thoughts are shown as a separate text layer, so you watch the reasoning happen before words come out. Pet mode floats it on your desktop. Swap the LLM in one config line.
repo →
7. Claude Ads
A free Claude Code skill that runs 190 audit checks across Google, Meta, YouTube, LinkedIn, TikTok, and Microsoft Ads. 6 parallel subagents firing at once. Consolidates into a single Ads Health Score ranked by revenue impact. Agencies charge $4,000 a month for this.
repo →
8. Agentic Inbox
Cloudflare just open-sourced an email client where an AI agent reads your inbox and drafts your replies. Runs entirely on Cloudflare Workers. Each mailbox lives in its own Durable Object. Your email never leaves your Cloudflare account. One click deploys it.
repo →
9. Camofox Browser
An open source headless browser that makes AI agents invisible to bot detection. Spoofs navigator properties, WebGL, AudioContext, and WebRTC at the C++ level. The browser does not look modified because it genuinely is not. Accessibility tree output drops token cost by 90%.
repo →
10. Hyperframes
HeyGen open-sourced a video framework that does everything Remotion does without React, without JSX, without teaching your AI agent a new format. The agent writes HTML. The framework renders MP4. GSAP, Lottie, and Three.js all work. Same HTML always produces the same file.
repo →
These are not toys. Each one replaces a paid product you're still being charged for.
Pick one. Install it. Plug it into your workflow.
100% free. 100% open source.