• Error Handling: Always wrap dispatch logic in
• Security: Never hardcode credentials directly in scripts. Use environment variables (
• Rate Limits: SMTP servers impose limits on the number of messages one can send per hour or day. Implement pauses (
• Opt-Outs: For promotional dispatches, ensure compliance with regulations (like GDPR, CAN-SPAM) by including clear unsubscribe options.
Concluding Thoughts
Automating electronic message dispatch empowers users to scale their communication efforts with remarkable efficiency. By leveraging Python's native capabilities, anyone can construct a powerful, flexible system for broadcasting anything from routine updates to extensive promotional campaigns. The journey into programmatic dispatch unveils a world of streamlined operations and enhanced communicative reach.
#python #automation #email #smtplib #emailautomation #programming #scripting #communication #developer #efficiency
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By: @DataScienceN ✨
try-except blocks to gracefully handle network issues, authentication failures, or incorrect receiver addresses.• Security: Never hardcode credentials directly in scripts. Use environment variables (
os.environ.get()) or a secure configuration management system. Ensure starttls() is called for encrypted communication.• Rate Limits: SMTP servers impose limits on the number of messages one can send per hour or day. Implement pauses (
time.sleep()) between dispatches to respect these limits and avoid being flagged as a spammer.• Opt-Outs: For promotional dispatches, ensure compliance with regulations (like GDPR, CAN-SPAM) by including clear unsubscribe options.
Concluding Thoughts
Automating electronic message dispatch empowers users to scale their communication efforts with remarkable efficiency. By leveraging Python's native capabilities, anyone can construct a powerful, flexible system for broadcasting anything from routine updates to extensive promotional campaigns. The journey into programmatic dispatch unveils a world of streamlined operations and enhanced communicative reach.
#python #automation #email #smtplib #emailautomation #programming #scripting #communication #developer #efficiency
━━━━━━━━━━━━━━━
By: @DataScienceN ✨
🔥 Trending Repository: traefik
📝 Description: The Cloud Native Application Proxy
🔗 Repository URL: https://github.com/traefik/traefik
🌐 Website: https://traefik.io
📖 Readme: https://github.com/traefik/traefik#readme
📊 Statistics:
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🍴 Forks: 5.5K forks
💻 Programming Languages: Go - TypeScript - JavaScript - Shell - Makefile - HTML
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==================================
🧠 By: https://t.iss.one/DataScienceM
📝 Description: The Cloud Native Application Proxy
🔗 Repository URL: https://github.com/traefik/traefik
🌐 Website: https://traefik.io
📖 Readme: https://github.com/traefik/traefik#readme
📊 Statistics:
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🍴 Forks: 5.5K forks
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==================================
🧠 By: https://t.iss.one/DataScienceM
🔥 Trending Repository: LightRAG
📝 Description: [EMNLP2025] "LightRAG: Simple and Fast Retrieval-Augmented Generation"
🔗 Repository URL: https://github.com/HKUDS/LightRAG
🌐 Website: https://arxiv.org/abs/2410.05779
📖 Readme: https://github.com/HKUDS/LightRAG#readme
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==================================
🧠 By: https://t.iss.one/DataScienceM
📝 Description: [EMNLP2025] "LightRAG: Simple and Fast Retrieval-Augmented Generation"
🔗 Repository URL: https://github.com/HKUDS/LightRAG
🌐 Website: https://arxiv.org/abs/2410.05779
📖 Readme: https://github.com/HKUDS/LightRAG#readme
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🍴 Forks: 3.4K forks
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#knowledge_graph #gpt #rag #gpt_4 #large_language_models #llm #genai #retrieval_augmented_generation #graphrag
==================================
🧠 By: https://t.iss.one/DataScienceM
🔥 Trending Repository: verl
📝 Description: verl: Volcano Engine Reinforcement Learning for LLMs
🔗 Repository URL: https://github.com/volcengine/verl
🌐 Website: https://verl.readthedocs.io/en/latest/index.html
📖 Readme: https://github.com/volcengine/verl#readme
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🍴 Forks: 2.5K forks
💻 Programming Languages: Python - Shell
🏷️ Related Topics: Not available
==================================
🧠 By: https://t.iss.one/DataScienceM
📝 Description: verl: Volcano Engine Reinforcement Learning for LLMs
🔗 Repository URL: https://github.com/volcengine/verl
🌐 Website: https://verl.readthedocs.io/en/latest/index.html
📖 Readme: https://github.com/volcengine/verl#readme
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🏷️ Related Topics: Not available
==================================
🧠 By: https://t.iss.one/DataScienceM
🔥 Trending Repository: Memori
📝 Description: Open-Source Memory Engine for LLMs, AI Agents & Multi-Agent Systems
🔗 Repository URL: https://github.com/GibsonAI/Memori
🌐 Website: https://memorilabs.ai
📖 Readme: https://github.com/GibsonAI/Memori#readme
📊 Statistics:
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👀 Watchers: 18
🍴 Forks: 216 forks
💻 Programming Languages: Python - PLpgSQL
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==================================
🧠 By: https://t.iss.one/DataScienceM
📝 Description: Open-Source Memory Engine for LLMs, AI Agents & Multi-Agent Systems
🔗 Repository URL: https://github.com/GibsonAI/Memori
🌐 Website: https://memorilabs.ai
📖 Readme: https://github.com/GibsonAI/Memori#readme
📊 Statistics:
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💻 Programming Languages: Python - PLpgSQL
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#python #agent #awesome #state_management #ai #memory #memory_management #hacktoberfest #long_short_term_memory #rag #llm #memori_ai #hacktoberfest2025 #chatgpt #aiagent
==================================
🧠 By: https://t.iss.one/DataScienceM
🔥 Trending Repository: WSABuilds
📝 Description: Run Windows Subsystem For Android on your Windows 10 and Windows 11 PC using prebuilt binaries with Google Play Store (MindTheGapps) and/or Magisk or KernelSU (root solutions) built in.
🔗 Repository URL: https://github.com/MustardChef/WSABuilds
📖 Readme: https://github.com/MustardChef/WSABuilds#readme
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🍴 Forks: 2K forks
💻 Programming Languages: Python - Shell - PowerShell
🏷️ Related Topics:
==================================
🧠 By: https://t.iss.one/DataScienceM
📝 Description: Run Windows Subsystem For Android on your Windows 10 and Windows 11 PC using prebuilt binaries with Google Play Store (MindTheGapps) and/or Magisk or KernelSU (root solutions) built in.
🔗 Repository URL: https://github.com/MustardChef/WSABuilds
📖 Readme: https://github.com/MustardChef/WSABuilds#readme
📊 Statistics:
🌟 Stars: 12.6K stars
👀 Watchers: 135
🍴 Forks: 2K forks
💻 Programming Languages: Python - Shell - PowerShell
🏷️ Related Topics:
#android #windows #google_apps #windows_10 #windows10 #android_emulator #subsystem #magisk #windows_11 #wsa #windows_subsystem_for_android #windows_subsystem_android #windowssubsystemforandroid #magiskonwsa #wsa_with_gapps_and_magisk #wsa_root #kernelsu #magiskonwsalocal #wsapatch
==================================
🧠 By: https://t.iss.one/DataScienceM
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🔥 Trending Repository: engine
📝 Description: Powerful web graphics runtime built on WebGL, WebGPU, WebXR and glTF
🔗 Repository URL: https://github.com/playcanvas/engine
🌐 Website: https://playcanvas.com
📖 Readme: https://github.com/playcanvas/engine#readme
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🍴 Forks: 1.5K forks
💻 Programming Languages: JavaScript
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==================================
🧠 By: https://t.iss.one/DataScienceM
📝 Description: Powerful web graphics runtime built on WebGL, WebGPU, WebXR and glTF
🔗 Repository URL: https://github.com/playcanvas/engine
🌐 Website: https://playcanvas.com
📖 Readme: https://github.com/playcanvas/engine#readme
📊 Statistics:
🌟 Stars: 11.1K stars
👀 Watchers: 328
🍴 Forks: 1.5K forks
💻 Programming Languages: JavaScript
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==================================
🧠 By: https://t.iss.one/DataScienceM
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🔥 Trending Repository: tracy
📝 Description: Frame profiler
🔗 Repository URL: https://github.com/wolfpld/tracy
🌐 Website: https://tracy.nereid.pl/
📖 Readme: https://github.com/wolfpld/tracy#readme
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🍴 Forks: 888 forks
💻 Programming Languages: C++ - TeX - C - Python - CMake - Fortran
🏷️ Related Topics:
==================================
🧠 By: https://t.iss.one/DataScienceM
📝 Description: Frame profiler
🔗 Repository URL: https://github.com/wolfpld/tracy
🌐 Website: https://tracy.nereid.pl/
📖 Readme: https://github.com/wolfpld/tracy#readme
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🍴 Forks: 888 forks
💻 Programming Languages: C++ - TeX - C - Python - CMake - Fortran
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==================================
🧠 By: https://t.iss.one/DataScienceM
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Photo scraping has finally arrived!
In the new v2 Firecrawl endpoint, you can now pull images from websites. Suitable for multimodal LLM applications, model fine-tuning, and other tasks.
You can apply filters by resolution, aspect ratio, or image type.
Already over 66 thousand stars on😁
https://github.com/firecrawl/firecrawl
👉 @DataScienceN
In the new v2 Firecrawl endpoint, you can now pull images from websites. Suitable for multimodal LLM applications, model fine-tuning, and other tasks.
You can apply filters by resolution, aspect ratio, or image type.
Already over 66 thousand stars on
https://github.com/firecrawl/firecrawl
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👨🏻💻 Its name is Qoder, an AI IDE that thinks, plans, writes code, and executes it by itself so you can build software more easily.
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👨🏻💻 From now on, you have a real AI assistant inside your notebook, not just a code completion tool!
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