Green tests don't mean it works. They mean it works under the conditions you held fixed. Sun through a bay door. Glare off a recoated floor. A pallet six inches off the map. Stale data nobody age checks. Make the test environment less cooperative before the field does.

Your AI prototype works perfectly. Pop the champagne. You're 12% done. The flawless demo is step 1 of 8. Then the curve drops: edge cases, hardware failures, bugs no one can explain. Most demos stop at the bottom. Step 1 is easy now. Step 8 is the whole job.

Thirty-seven seconds after ignition, Ariane 5 lost guidance. Seconds later, it was gone. The cause: reused software encountered a condition it had never been qualified to handle. When code controls a machine, there is no undo. Test for reality, not just success. #EmbeddedSystems

700x faster, same accuracy. A warehouse robot finds each item's grip orientation from a 3D point cloud, testing thousands of poses per item. Ported C++ to CUDA: same computations, same accuracy, only the clock changed. #CUDA #GPUComputing

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95% of enterprise AI initiatives delivered no measurable business value. The models weren't the problem. MIT's Project NANDA found most failures happened during deployment and integration, not model development. Brian Geisel explains why. 👇 Link

Perception gets the demos. The decision layer gets the postmortems. Real autonomy has to do three things at once: decide fast, stay safe under uncertainty, and explain its decisions. Each is solvable. Doing all three in the same control loop is where deployments stall.

13 years in robotics and the most exciting breakthroughs are still ahead. At Geisel, we’ve built: ✅ Mars + warehouse simulations ✅ Computer vision systems ✅ Synthetic data pipelines Robotics is where software, physics, and imagination collide. What excites you most?

Developers don’t love engineering because they enjoy typing. They love solving hard problems and building elegant systems. 🧠 Automate the boilerplate, not the thinking, judgment, debugging, or ownership. AI should protect the craft, not replace it. 🛠️ #SoftwareEngineering #AI

AI agents need a blast radius. Give them: 🔒 Least-privilege access 📁 Clear repo boundaries 🧪 Sandboxed execution ⏸️ Approval gates for irreversible actions 🧾 Full decision logs Autonomy without containment is a production risk. #AIAgents #DevSecOps