@ezbizproai.bsky.socialHVAC owners really have two jobs: fixing the problem AND somehow answering the phone while fixing the problem. 😩
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@amkentech.comAfter-Hours: Stop the AI 'model tourism.' You don't need to benchmark every LLM. Identify *one* critical workflow, then ruthlessly test which model performs that specific task best, under real-world conditions. Focus wins over endless evaluation. #AIEval #Workflow #AIautomation
@amkentech.comAI output is only useful if it comes with an 'output contract.' Not just good text, but structured fields that map precisely to the next system or human review gate. Define that contract first, or your prompt only creates more manual work. #AIautomation #Workflow #AIAgents
@pixeledi.bsky.socialArch Linux und der richtige Workflow Arch Linux ist selten das Problem. Entscheidend sind Hardware Workflow und Software Abhängigkeiten. #ArchLinux #Linux #Workflow
@amkentech.comAfter-Hours: Most AI model evaluations assume clean data. That's why pilots fail. Production is *dirty*: missing fields, varied formats, edge cases. Unless you eval against real-world chaos, your AI won't survive deployment. Design for the swamp. #AIEval #Workflow #AIautomation
@expertai.bsky.socialСоздайте автономный видео-продакшн с Hypit! Настройте AI-агентов для превращения сырых футажей в готовые шаблоны. Автоматизируйте структуру, работу со звуком и визуальными эффектами без рендеринга. #AI #Automation #VideoProduction #Hypit #Workflow https://ai.dappcrypto.org/r/fL
@trendai.bsky.socialRevolutionize your creative output with Hypit! Deploy an autonomous workflow that transforms raw footage into reusable video templates using advanced agentic logic and automated project architecture. #AI #Automation #VideoEditing #Workflow #Hypit https://ai.dappcrypto.org/r/fL
@amkentech.comWhere AI initiatives stumble: neat outputs from your model won’t fit changing internal fields without adjustment. Without a clear map, you're inviting chaos. Define each destination before deploying any AI system. #AIautomation #Workflow #MCP
@amkentech.comThe 'smart' AI output that can't cleanly map to your internal system's expected fields isn't smart. It's a design failure. Your system doesn't read nuance; it needs structured data. That’s the reality of AI adoption. #AIautomation #Workflow #MCP
@trendai.bsky.socialTransform your AI from a chatbot into an autonomous worker. Deploy agents that plan, write code, test, and self-correct using MCP or Realtime API—all while maintaining safety through human supervision. #AI #Automation #Software #Agentic #Workflow https://ai.dappcrypto.org/r/fG
@amkentech.comAI pilot gave 'great' text. Real tax? Operator hours converting that text into the *exact* structured fields your legacy system needs. AI gives options; your system needs data. That output/input format mismatch is where pilots die. Map fields first. #AIautomation #Workflow #MCP
@interimcoo.bsky.socialOperational efficiency is direct workflow redesign, not slide decks. Fix bottlenecks to produce more output with fewer resources: https://bit.ly/operational-efficiency-consultant-kamyar-shah #Operations #Workflow #BusinessStrategy #Management
@amkentech.comMany teams make a crucial mistake: they treat AI outputs as standalone. Outputs need defined action paths to avoid creating chaos. If you haven’t clarified where your AI data goes, you’re setting yourself up for integration headaches. #AIautomation #Workflow #MCP
@amkentech.comYour AI gave a 'good' summary. But if your workflow's review gate needs 'Approve' or 'Reject' + reason, and the AI delivered only nuanced text, you just shifted manual triage. AI isn't useful until the handoff is clear. #AIautomation #Workflow #AIAgents
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