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.
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.
Kafka Queues (KIP-932) vs RabbitMQ vs SQS: Picking a Task Queue After Kafka 4.2
Kafka 4.2 made Queues for Kafka GA. How share groups compare with RabbitMQ and SQS on ordering, redelivery, scaling and cost for task queues.
Matter 1.5 Cameras: WebRTC Streaming, Privacy Zones, and What Thread 1.4 Changes
Matter 1.5 adds cameras: live A/V over WebRTC, two-way audio, PTZ, privacy zones, local or cloud recording. Plus what Thread 1.4 changed in 2026.
Flink 2.2 ML_PREDICT and VECTOR_SEARCH: Running Model Inference Inside a Stream
Flink 2.2 adds VECTOR_SEARCH and Table API ML_PREDICT for in-stream inference. How they work, where they break, and when to keep inference outside.