MCP Tasks vs Streaming vs Webhooks: Handling Long-Running Agent Tool Calls
The MCP Tasks extension turns long tool calls into a polling state machine. How it compares to SSE streaming and webhooks, and when each one breaks.
Jetson T3000 vs T4000 vs T5000: Choosing a Thor Module on Bandwidth, MIG, and Power
NVIDIA added T3000 and T2000 to the Jetson Thor line in July 2026. Memory bandwidth, MIG support, networking and power compared for robotics builds.
TensorRT 11 vs TensorRT 10: Porting IPluginV2 to IPluginV3 Before Your Build Breaks
TensorRT 11 removed the entire IPluginV2 family, weak-typing builder flags, and implicit quantization. What breaks in your engine build and how to port it.
Nav2 Lyrical vs Kilted: MPPI Trajectory Validation and the New BT Control Nodes
Nav2 for ROS 2 Lyrical adds OptimalTrajectoryValidator for MPPI, per-critic trajectory visualization, and PauseResumeController. What changed and how to migrate.
Ethernet-APL vs Ethernet-SPE: Power Classes, PoDL, and What IEC TS 63444 Edition 2 Changed
APL and SPE are not the same thing. IEC TS 63444 Edition 2 (June 2026) adds a new APL power class and folds in Ethernet-SPE. What changed and why it matters.
ISO 23247-6 Digital Twin Composition: Integrated vs Unified vs Federated
ISO 23247-6 published July 2026 names three ways to compose digital twins: integrated, unified, federated. What each means and when to pick it.
Eclipse 4diac 3.3: EtherCAT, Event Sequence View, and Headless Validation for IEC 61499
4diac 3.3 shipped 9 Sept 2026: core EtherCAT in FORTE, an Event Sequence view, and headless OCL validation. What changes for IEC 61499 teams.
OPC UA FX Controller-to-Device vs Controller-to-Controller: What C2D Adds in 2026
OPC UA FX finished C2C and is extending to Controller-to-Device. How C2D differs from C2C, what Parts 81 and 84 add, and what it means for IIoT.
MIG on Jetson Thor: GPU Partitioning for Mixed-Criticality Robotics in JetPack 7.2
JetPack 7.2 brings MIG to Jetson Thor: two isolated partitions of 12 and 8 SMs. How to split perception, control and GenAI without latency jitter.
Kubernetes Pod Certificates vs SPIFFE/SPIRE vs cert-manager: Choosing Workload mTLS in 2026
Pod certificates went stable in Kubernetes v1.37. How built-in pod certs compare with SPIFFE/SPIRE and cert-manager on trust, rotation and cost.