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#automation — Public Fediverse posts

Live and recent posts from across the Fediverse tagged #automation, aggregated by home.social.

  1. full bluesky agent prompt — on 4grab.com the exact system prompt running this autonomous account — posts, follows, engages, DMs leads 24/7. copy it and run your own. https://4grab.com/pay.php?id=ptag_69c38740cd5ff #agent #prompt #AI #automation

  2. How to setup an automated system to succeed in blogging

    To build a successful automated blogging system in 2026, you must shift from being a "writer" to being an editor-in-chief. Purely AI-generated "slop" no longer ranks; the goal is to use automation to handle the data, formatting, and distribution while you provide the "Information Gain" (unique insights the AI doesn't have). Here is the framework for a high-output, automated blogging engine. 1. The Strategy: "Programmable SEO" Instead of guessing what to write, use tools to find "content […]

    6garden.wordpress.com/2026/05/

  3. Power Apps introduces closed‑loop learning: agents now learn from real user corrections, turning feedback into org‑wide improvements. Less manual fixing, smarter automations, better accuracy over time.

    microsoft.com/en-us/power-plat

  4. Power Apps introduces closed‑loop learning: agents now learn from real user corrections, turning feedback into org‑wide improvements. Less manual fixing, smarter automations, better accuracy over time. #PowerApps #AI #Automation #EnterpriseAI #Copilot #MCPServer

    Closed-loop learning on the Po...

  5. Power Apps introduces closed‑loop learning: agents now learn from real user corrections, turning feedback into org‑wide improvements. Less manual fixing, smarter automations, better accuracy over time.
    #PowerApps #AI #Automation #EnterpriseAI #Copilot #MCPServer
    microsoft.com/en-us/power-plat

  6. Ready for winter! (wait what?!?)

    Installed MTS200BHK smart thermostat.

    compatible!

  7. 🚀 My CachyOS (Arch based) setup script using the Fish shell. Saves so much time when doing full system installs!

    Installs yay, core/AUR apps, NFS mounts, auto-update, and more!

    Adapt as needed for your network and package preferences.

    Tip: Rename the script from .txt to .fish for direct use with Fish shell.

    #Linux #Arch #CachyOS #fishshell #dotfiles #Automation
  8. 🚀 My CachyOS (Arch based) setup script using the Fish shell. Saves so much time when doing full system installs!

    Installs yay, core/AUR apps, NFS mounts, auto-update, and more!

    Adapt as needed for your network and package preferences.

    Tip: Rename the script from .txt to .fish for direct use with Fish shell.

    #Linux #Arch #CachyOS #fishshell #dotfiles #Automation
  9. 🚀 My CachyOS (Arch based) setup script using the Fish shell. Saves so much time when doing full system installs!

    Installs yay, core/AUR apps, NFS mounts, auto-update, and more!

    Adapt as needed for your network and package preferences.

    Tip: Rename the script from .txt to .fish for direct use with Fish shell.

    #Linux #Arch #CachyOS #fishshell #dotfiles #Automation
  10. 🚀 My CachyOS (Arch based) setup script using the Fish shell. Saves so much time when doing full system installs!

    Installs yay, core/AUR apps, NFS mounts, auto-update, and more!

    Adapt as needed for your network and package preferences.

    Tip: Rename the script from .txt to .fish for direct use with Fish shell.

    #Linux #Arch #CachyOS #fishshell #dotfiles #Automation
  11. 🚀 My CachyOS (Arch based) setup script using the Fish shell. Saves so much time when doing full system installs!

    Installs yay, core/AUR apps, NFS mounts, auto-update, and more!

    Adapt as needed for your network and package preferences.

    Tip: Rename the script from .txt to .fish for direct use with Fish shell.

    #Linux #Arch #CachyOS #fishshell #dotfiles #Automation
  12. Regex vs. LLM for B2B document extraction. This week, I tried out both.

    :blobcoffee: The rule-based pipeline with pytesseract + regex worked perfectly for Layout A. For Layout B? Every single field returned None.

    :blobcoffee: Because "PO Number" and "Order Reference" are the same thing for a human. Not for a regex pattern.

    :blobcoffee: The LLM-based approach (pytesseract + Ollama + LLaMA 3) extracted both layouts correctly, without touching a single rule. It even normalized the date format automatically.

    :blobcoffee: But LLMs aren't always the right answer. If your documents are stable, speed matters at scale, or explainability is required, regex might still win.

    Full comparison with code and trade-off breakdown on TDS: shorturl.at/v4gdl

  13. Regex vs. LLM for B2B document extraction. This week, I tried out both.

    :blobcoffee: The rule-based pipeline with pytesseract + regex worked perfectly for Layout A. For Layout B? Every single field returned None.

    :blobcoffee: Because "PO Number" and "Order Reference" are the same thing for a human. Not for a regex pattern.

    :blobcoffee: The LLM-based approach (pytesseract + Ollama + LLaMA 3) extracted both layouts correctly, without touching a single rule. It even normalized the date format automatically.

    :blobcoffee: But LLMs aren't always the right answer. If your documents are stable, speed matters at scale, or explainability is required, regex might still win.

    Full comparison with code and trade-off breakdown on TDS: shorturl.at/v4gdl

    #Python #DataScience #business #technology #dataengineering #LLM #Automation #OCR

  14. Regex vs. LLM for B2B document extraction. This week, I tried out both.

    :blobcoffee: The rule-based pipeline with pytesseract + regex worked perfectly for Layout A. For Layout B? Every single field returned None.

    :blobcoffee: Because "PO Number" and "Order Reference" are the same thing for a human. Not for a regex pattern.

    :blobcoffee: The LLM-based approach (pytesseract + Ollama + LLaMA 3) extracted both layouts correctly, without touching a single rule. It even normalized the date format automatically.

    :blobcoffee: But LLMs aren't always the right answer. If your documents are stable, speed matters at scale, or explainability is required, regex might still win.

    Full comparison with code and trade-off breakdown on TDS: shorturl.at/v4gdl

    #Python #DataScience #business #technology #dataengineering #LLM #Automation #OCR

  15. Regex vs. LLM for B2B document extraction. This week, I tried out both.

    :blobcoffee: The rule-based pipeline with pytesseract + regex worked perfectly for Layout A. For Layout B? Every single field returned None.

    :blobcoffee: Because "PO Number" and "Order Reference" are the same thing for a human. Not for a regex pattern.

    :blobcoffee: The LLM-based approach (pytesseract + Ollama + LLaMA 3) extracted both layouts correctly, without touching a single rule. It even normalized the date format automatically.

    :blobcoffee: But LLMs aren't always the right answer. If your documents are stable, speed matters at scale, or explainability is required, regex might still win.

    Full comparison with code and trade-off breakdown on TDS: shorturl.at/v4gdl

    #Python #DataScience #business #technology #dataengineering #LLM #Automation #OCR

  16. Regex vs. LLM for B2B document extraction. This week, I tried out both.

    :blobcoffee: The rule-based pipeline with pytesseract + regex worked perfectly for Layout A. For Layout B? Every single field returned None.

    :blobcoffee: Because "PO Number" and "Order Reference" are the same thing for a human. Not for a regex pattern.

    :blobcoffee: The LLM-based approach (pytesseract + Ollama + LLaMA 3) extracted both layouts correctly, without touching a single rule. It even normalized the date format automatically.

    :blobcoffee: But LLMs aren't always the right answer. If your documents are stable, speed matters at scale, or explainability is required, regex might still win.

    Full comparison with code and trade-off breakdown on TDS: shorturl.at/v4gdl

    #Python #DataScience #business #technology #dataengineering #LLM #Automation #OCR

  17. Как я автоматизировал UI в Windows: UIAutomation и Win32

    Привет, меня зовут Алексей, я C# разработчик. Я разрабатывал библиотеку для автоматизации взаимодействия с различными UI-элементами и их захвата. Одной из поддерживаемых сред в такой библиотеке обязательно должна быть Windows и в ней так же требуется: находить кнопки, поля, окна, списки, нажимать на них, читать значения, вводить текст и в целом обращаться с интерфейсом не как пользователь с мышкой, а как программа. На первый взгляд задача звучит просто: нашли элемент, кликнули, пошли дальше. Но в реальных приложениях у элемента может не быть (считай не будет) нормального AutomationId , у нескольких окон может быть один и тот же заголовок, дерево интерфейса может прогружаться не сразу, а старое desktop-приложение вообще не предназначено для взаимодействия с современными API для автоматизации. В итоге в моей библиотеке появилось два основных Windows-подхода:

    habr.com/ru/articles/1035292/

    #automation #ui_testing #ui_automation #winapi #win32 #тестирование #автоматизация #автоматизация_тестирования #интерфейсы #автоматизация_бизнеспроцессов

  18. Как я автоматизировал UI в Windows: UIAutomation и Win32

    Привет, меня зовут Алексей, я C# разработчик. Я разрабатывал библиотеку для автоматизации взаимодействия с различными UI-элементами и их захвата. Одной из поддерживаемых сред в такой библиотеке обязательно должна быть Windows и в ней так же требуется: находить кнопки, поля, окна, списки, нажимать на них, читать значения, вводить текст и в целом обращаться с интерфейсом не как пользователь с мышкой, а как программа. На первый взгляд задача звучит просто: нашли элемент, кликнули, пошли дальше. Но в реальных приложениях у элемента может не быть (считай не будет) нормального AutomationId , у нескольких окон может быть один и тот же заголовок, дерево интерфейса может прогружаться не сразу, а старое desktop-приложение вообще не предназначено для взаимодействия с современными API для автоматизации. В итоге в моей библиотеке появилось два основных Windows-подхода:

    habr.com/ru/articles/1035292/

    #automation #ui_testing #ui_automation #winapi #win32 #тестирование #автоматизация #автоматизация_тестирования #интерфейсы #автоматизация_бизнеспроцессов

  19. Как я автоматизировал UI в Windows: UIAutomation и Win32

    Привет, меня зовут Алексей, я C# разработчик. Я разрабатывал библиотеку для автоматизации взаимодействия с различными UI-элементами и их захвата. Одной из поддерживаемых сред в такой библиотеке обязательно должна быть Windows и в ней так же требуется: находить кнопки, поля, окна, списки, нажимать на них, читать значения, вводить текст и в целом обращаться с интерфейсом не как пользователь с мышкой, а как программа. На первый взгляд задача звучит просто: нашли элемент, кликнули, пошли дальше. Но в реальных приложениях у элемента может не быть (считай не будет) нормального AutomationId , у нескольких окон может быть один и тот же заголовок, дерево интерфейса может прогружаться не сразу, а старое desktop-приложение вообще не предназначено для взаимодействия с современными API для автоматизации. В итоге в моей библиотеке появилось два основных Windows-подхода:

    habr.com/ru/articles/1035292/

    #automation #ui_testing #ui_automation #winapi #win32 #тестирование #автоматизация #автоматизация_тестирования #интерфейсы #автоматизация_бизнеспроцессов

  20. 📰 PraisonAI Auth Bypass (CVE-2026-44338) Exploited Within Four Hours of Disclosure

    The disclosure-to-exploit window has collapsed. ⏱️ A critical auth bypass in PraisonAI (CVE-2026-44338) was exploited by automated scanners in under 4 hours. A stark reminder to patch immediately. #CyberSecurity #Vulnerability #Automation #AI

    🔗 cyber.netsecops.io/articles/pr

  21. 📰 PraisonAI Auth Bypass (CVE-2026-44338) Exploited Within Four Hours of Disclosure

    The disclosure-to-exploit window has collapsed. ⏱️ A critical auth bypass in PraisonAI (CVE-2026-44338) was exploited by automated scanners in under 4 hours. A stark reminder to patch immediately. #CyberSecurity #Vulnerability #Automation #AI

    🔗 cyber.netsecops.io/articles/pr

  22. 📰 PraisonAI Auth Bypass (CVE-2026-44338) Exploited Within Four Hours of Disclosure

    The disclosure-to-exploit window has collapsed. ⏱️ A critical auth bypass in PraisonAI (CVE-2026-44338) was exploited by automated scanners in under 4 hours. A stark reminder to patch immediately. #CyberSecurity #Vulnerability #Automation #AI

    🔗 cyber.netsecops.io/articles/pr

  23. 📰 PraisonAI Auth Bypass (CVE-2026-44338) Exploited Within Four Hours of Disclosure

    The disclosure-to-exploit window has collapsed. ⏱️ A critical auth bypass in PraisonAI (CVE-2026-44338) was exploited by automated scanners in under 4 hours. A stark reminder to patch immediately. #CyberSecurity #Vulnerability #Automation #AI

    🔗 cyber.netsecops.io/articles/pr

  24. Workflow automation is becoming essential for scalable business operations.

    With Aisa-X, businesses can:

    • Automate repetitive workflows
    • Integrate CRM, ERP & APIs
    • Reduce operational bottlenecks
    • Improve process efficiency

    Companies report faster execution and lower manual workload through intelligent automation.

    👉 Learn more:
    aisa-x.ai/workflow-automation-

    #ArtificialIntelligence #WorkflowAutomation #Automation #DigitalTransformation #BusinessEfficiency

  25. Workflow automation is becoming essential for scalable business operations.

    With Aisa-X, businesses can:

    • Automate repetitive workflows
    • Integrate CRM, ERP & APIs
    • Reduce operational bottlenecks
    • Improve process efficiency

    Companies report faster execution and lower manual workload through intelligent automation.

    👉 Learn more:
    aisa-x.ai/workflow-automation-

    #ArtificialIntelligence #WorkflowAutomation #Automation #DigitalTransformation #BusinessEfficiency

  26. Workflow automation is becoming essential for scalable business operations.

    With Aisa-X, businesses can:

    • Automate repetitive workflows
    • Integrate CRM, ERP & APIs
    • Reduce operational bottlenecks
    • Improve process efficiency

    Companies report faster execution and lower manual workload through intelligent automation.

    👉 Learn more:
    aisa-x.ai/workflow-automation-

    #ArtificialIntelligence #WorkflowAutomation #Automation #DigitalTransformation #BusinessEfficiency

  27. Workflow automation is becoming essential for scalable business operations.

    With Aisa-X, businesses can:

    • Automate repetitive workflows
    • Integrate CRM, ERP & APIs
    • Reduce operational bottlenecks
    • Improve process efficiency

    Companies report faster execution and lower manual workload through intelligent automation.

    👉 Learn more:
    aisa-x.ai/workflow-automation-

    #ArtificialIntelligence #WorkflowAutomation #Automation #DigitalTransformation #BusinessEfficiency

  28. Workflow automation is becoming essential for scalable business operations.

    With Aisa-X, businesses can:

    • Automate repetitive workflows
    • Integrate CRM, ERP & APIs
    • Reduce operational bottlenecks
    • Improve process efficiency

    Companies report faster execution and lower manual workload through intelligent automation.

    👉 Learn more:
    aisa-x.ai/workflow-automation-

    #ArtificialIntelligence #WorkflowAutomation #Automation #DigitalTransformation #BusinessEfficiency

  29. By automating data collection and setup, you can turn a days-long process into minutes—all while making your clients feel like they're getting VIP treatment. 🤝

    The onboarding workflow:
    🔹Fillout: Smart forms that adapt based on client input
    🔹Zapier: Connecting forms to your CRM and project tools
    🔹Guidede: Auto-generating personalized "How-To" videos
    🔹Fathom: Summarizing kickoff calls for instant task creation

    Full guide 👇medium.com/@AITools4Businesses

    #AI #DigitalMarketing #SocialMedia #Automation

  30. By automating data collection and setup, you can turn a days-long process into minutes—all while making your clients feel like they're getting VIP treatment. 🤝

    The onboarding workflow:
    🔹Fillout: Smart forms that adapt based on client input
    🔹Zapier: Connecting forms to your CRM and project tools
    🔹Guidede: Auto-generating personalized "How-To" videos
    🔹Fathom: Summarizing kickoff calls for instant task creation

    Full guide 👇medium.com/@AITools4Businesses

    #AI #DigitalMarketing #SocialMedia #Automation

  31. By automating data collection and setup, you can turn a days-long process into minutes—all while making your clients feel like they're getting VIP treatment. 🤝

    The onboarding workflow:
    🔹Fillout: Smart forms that adapt based on client input
    🔹Zapier: Connecting forms to your CRM and project tools
    🔹Guidede: Auto-generating personalized "How-To" videos
    🔹Fathom: Summarizing kickoff calls for instant task creation

    Full guide 👇medium.com/@AITools4Businesses

    #AI #DigitalMarketing #SocialMedia #Automation

  32. By automating data collection and setup, you can turn a days-long process into minutes—all while making your clients feel like they're getting VIP treatment. 🤝

    The onboarding workflow:
    🔹Fillout: Smart forms that adapt based on client input
    🔹Zapier: Connecting forms to your CRM and project tools
    🔹Guidede: Auto-generating personalized "How-To" videos
    🔹Fathom: Summarizing kickoff calls for instant task creation

    Full guide 👇medium.com/@AITools4Businesses

    #AI #DigitalMarketing #SocialMedia #Automation

  33. By automating data collection and setup, you can turn a days-long process into minutes—all while making your clients feel like they're getting VIP treatment. 🤝

    The onboarding workflow:
    🔹Fillout: Smart forms that adapt based on client input
    🔹Zapier: Connecting forms to your CRM and project tools
    🔹Guidede: Auto-generating personalized "How-To" videos
    🔹Fathom: Summarizing kickoff calls for instant task creation

    Full guide 👇medium.com/@AITools4Businesses

    #AI #DigitalMarketing #SocialMedia #Automation

  34. Is your team feeling overwhelmed by AI? 😓 Mental fatigue is growing while productivity stagnates. With Zsenie, AI stops being a burden and becomes your engine. 🚀 We centralize operations and automate key processes directly into your daily workflow. Frictionless intelligence, stress-free work. Discover the difference today! 💡
    #zsenieAI #Productivity #Automation #ArtificialIntelligence #DigitalFatigue #zsenieaigenerated
    +18024496842
    [email protected]
    www.zsenie.com