Training computer vision for picking? Garbage data in means garbage predictions out. If your warehouse processes are inconsistent, your AI will learn the inconsistencies. Worth fixing the process first. #AIinOperations #LogisticsAI

Amazon operates 750k robots across its warehouses. European average: 12 per site. The gap isn't about budget. It's about where automation sits in the priority list. #WarehouseAutomation #LogisticsAI

Adding AI to your WMS is incremental improvement. Real automation changes the whole game. Not better — different. Most warehouses aren't ready for that shift yet. #SupplyChain #AIinOperations

About 67% of European warehouses running an AI pilot say it's stuck in testing phase. The main reason isn't the technology. It's that process redesign usually comes after, not before. #LogisticsAI #WarehouseAutomation

The warehouse AI projects that stick are the ones where the team feels like they tried something new — not like something was imposed on them. Outcomes tend to follow. #LogisticsAI #WarehouseAutomation

Integration costs for warehouse AI are typically underestimated by a factor of 2-3x. Not because teams are careless. Because vendors quote software, not the organizational change that comes with it. #SupplyChain #AIinOperations

When evaluating AI vendors, ask for references where they've been running for 2 years. Most case studies are from year one. Year two and three are where the picture changes. #AIinOperations #LogisticsAI

The most comprehensive Hermes Desktop tutorial on the internet NOW is LIVE. You'll learn sessions, profiles, artifacts, cost savings, and real use cases for making money and building startups with Hermes agents. Whether you're already running Hermes or haven't started yet, this is the episode for you. @AlexFinn says this is the moment Hermes overtakes OpenClaw. S/o to Alex for walking me through it. "It's now the best way to use AI agents on your computer" I do think the desktop app of Hermes looks almost like an Apple product. Everything you need to know about Hermes Desktop App/agents in 43 minutes This episode is 100% free. No ads. @startupideaspod I just want to see you win on the internet. And I think Hermes can help. Plus, It's fun thing to play with this weekend. Share this with a friend. Link below. YT: youtube.com/watch?v=EJm8Ka-g… Watch

The warehouses doing well with AI are rarely the ones with the biggest budgets. They're the ones where the team understood what they were trying to solve first. Clarity of purpose beats budget size. #SupplyChain #WarehouseAutomation

Typical warehouse AI pilot timeline: Weeks 1-4: data collection Weeks 5-8: calibration Weeks 9-12: testing Most AI systems aren't live-ready before week 8. Worth knowing before you sign anything. #AIinOperations #LogisticsAI

MHI Annual Industry Report: 61% of supply chain leaders expect AI budget by 2026. Planned vs actually spent: roughly a 40% gap. Adoption is moving slower than the headlines suggest. #SupplyChain #AIinOperations

MHI Annual Industry Report: 61% of supply chain leaders expect AI budget by 2026. Planned vs actually spent: roughly a 40% gap. Adoption is moving slower than the headlines suggest. #SupplyChain #AIinOperations

You can use Hermes Desktop with Ollama using local or cloud models. Get started 👇👇👇

"You can run OpenClaw inside your company now." Annoucing our work with @Microsoft to bring OpenClaw to the Microsoft and Windows ecosystems. Claws now work securly in the enterprise.

Hermes Desktop by @NousResearch is exactly what @openclaw needs. A native desktop app for working with local files remote models/agents would be the natural next step. Hope you're taking notes 👀 x.com/NousResearch/status/20… #OpenClaw #HermesAgent #AIAgents #DesktopApp

Projects that work have operations people driving them, not just IT. IT can implement. Operations knows if it makes sense. Alignment between the two is where good projects live. #LogisticsAI #WarehouseAutomation

Three questions worth asking before any warehouse AI project: 1. Who owns the training data? (Often not you) 2. What's the model maintenance cost after year one? 3. Who runs it if the vendor relationship changes? #AIinOperations #SupplyChain

Early results from collaborative robots in picking: 31% throughput gain on regular SKUs, 8% lower on irregular ones. The average number hides the story. Look at the breakdown. #LogisticsAI #WarehouseAutomation

Most AI warehouse projects show ROI within 18 to 36 months. That timeline matters when you're planning annual budgets. Worth setting expectations early. #WarehouseAutomation #AIinOperations

Kuehne Nagel tested AI for seasonal staffing allocation. Result: 23% less overtime, 17% more throughput during peak periods. Not a revolution. Applied math on a real problem. #SupplyChain #LogisticsAI