Robot learning
Budget a Robot Learning Setup Beyond the Arm and GPU
Build a robot learning budget around complete experiments: hardware, cameras, compute, storage, integration, operator time, and evidence-based purchase gates.
APPLICATION ROBOT LIBRARY
Robot guides & field notes
Buying decisions, practical integration and robot learning.
Robot learning
Jetson Orin Nano 2 announcement: should your robot project wait?
An August 2026 launch snapshot of Jetson Orin Nano 2: announced hardware, unanswered pricing questions, and a practical evaluation plan for robot-side vision and learning.
Robot learning
Evaluating a diffusion policy in LeRobot
Evaluate a LeRobot diffusion policy against a fair baseline, measuring task outcomes, sampling variation, action timing and checkpoint reproducibility.
Robot learning
Audit Robot Demonstration Data Before Training a Policy
Audit robot demonstrations for observable actions, timing, task consistency, episode boundaries, and evaluation leakage before spending time on policy training.
Robot learning
LeRobot ACT and action chunking explained
Understand ACT prediction chunks, action execution and temporal ensembling, then evaluate correction behaviour under a pinned LeRobot implementation.
Robot learning
Plan a First LeRobot Project with Clear Success and Stop Criteria
Choose a tractable LeRobot task, freeze your setup, plan demonstrations and evaluation, and define evidence that earns the next stage of a learning project.
Robot learning
Training a first LeRobot policy and evaluating it
Prepare a reproducible LeRobot training run, verify its configuration and checkpoints, and judge the resulting policy with independent task outcomes.
Buying & budgeting
Robot pilot project business case: buy evidence before scaling
Build a robot pilot business case around measured constraints, explicit costs and decision gates, with illustrative sensitivity arithmetic instead of ROI promises.
Robot learning
Inspecting a LeRobot dataset before training
Use the LeRobot visualizer to inspect episode boundaries, camera streams and actions, and distinguish dataset defects from loading or display failures.
Programming & controls
Microsoft Build 2026: Foundry Local 1.2 at the robotics edge
A launch-specific look at Build 2026's Foundry Local announcements: Linux ARM64, local voice workflows, Azure Local preview, and what to test beside a robot controller.
Cell integration
Measure Robot Cycle Time Without Hiding Waits and Failures
Measure robot and cell cycle time with explicit event boundaries, trustworthy timestamps, representative trials, and comparisons that retain waits and failures.
Robot learning
Calibrating SO-101 leader and follower arms for LeRobot
Plan and verify SO-101 leader and follower calibration with LeRobot, preserving arm identity, joint meaning and evidence for consistent demonstrations.
Fairino robots
FAIRINO FR3 vs FR5: Choose Around the Job, Tool and Cell
Compare FAIRINO FR3 and FR5 through complete tooling loads, usable workspace, process evidence and support requirements before committing to a robot purchase.
Robot learning
LeRobot camera placement for a first manipulation task
Choose and preserve camera views that reveal grasping, transfer and release, then verify the observations a LeRobot policy actually receives.
Grippers & tooling
Choosing a robot gripper for small parts: access, force and detection
Choose a small-parts gripper by checking presentation, contact geometry, controllable force, part detection, release and material requirements before a trial.
Programming & controls
Specify Robot I/O Handshakes, Faults, and Restart Behavior
Build a robot I/O contract that covers electrical compatibility, signal ownership, request acknowledgements, faults, and restart behavior before commissioning.
Robot learning
Installing LeRobot: versions, environment and first checks
Install a documented LeRobot release, select the right dependencies, and verify imports, video decoding and configuration before connecting a robot.
Fairino robots
Used FAIRINO Cobot Inspection: Evidence Before the Deposit
Inspect a used FAIRINO offer through equipment identity, maintenance history, controlled demonstrations, software access and recovery costs before paying a deposit.
Fairino robots
What should a Fairino welding package include?
Evaluate a Fairino welding package by its power-source interface, torch assembly, seam functions, fixtures, fume controls and evidence from representative welds.
Grippers & tooling
Vacuum gripping porous cardboard: diagnose leakage and plan useful trials
Plan a cardboard vacuum-gripping trial that separates material leakage from sealing problems, checks surface damage and release, and records production variation.