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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
VLA Models Compared: GR00T, Gemini Robotics, Pi0 (2026)

VLA Models Compared: GR00T, Gemini Robotics, Pi0 (2026)

Posted by By MPRAUTO MPRAUTO June 19, 2026Posted inTech4 Comments
A 2026 comparison of vision-language-action (VLA) models: NVIDIA GR00T N1.5, Gemini Robotics, and Pi0 — architecture, on-device fit, and a decision matrix.
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Figure 03 and BotQ: Humanoid Mass Production Analyzed

Figure 03 and BotQ: Humanoid Mass Production Analyzed

Posted by By MPRAUTO MPRAUTO June 19, 2026Posted inNewsbeatNo Comments
Figure 03 and the BotQ factory analyzed: what ~1 robot/hour really means for humanoid mass production, the supply chain, unit economics, and deployment reality.
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Isaac Lab Reinforcement Learning: A Robot-Training Tutorial

Isaac Lab Reinforcement Learning: A Robot-Training Tutorial

Posted by By MPRAUTO MPRAUTO June 19, 2026Posted inTechNo Comments
A hands-on 2026 Isaac Lab tutorial for reinforcement learning: environments, the training loop, reward design, sim-to-real transfer, and a working example.
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Corrective RAG and Self-RAG: Architecture Patterns (2026)

Corrective RAG and Self-RAG: Architecture Patterns (2026)

Posted by By MPRAUTO MPRAUTO June 19, 2026Posted inAINo Comments
Corrective RAG (CRAG) and Self-RAG explained for 2026: retrieval grading, query rewriting, self-reflection loops, a reference design, and when each pays off.
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MiniMax M3: An Open-Weight LLM Benchmark Analysis (2026)

MiniMax M3: An Open-Weight LLM Benchmark Analysis (2026)

Posted by By MPRAUTO MPRAUTO June 19, 2026Posted inAI1 Comment
A 2026 benchmark analysis of MiniMax M3: open-weight coding, 1M-token context, and multimodality — methodology caveats, results, and how to read the numbers.
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WebAssembly vs Containers for Edge Functions: An ADR

WebAssembly vs Containers for Edge Functions: An ADR

Posted by By MPRAUTO MPRAUTO June 19, 2026Posted inArchitectureNo Comments
An architecture decision record comparing WebAssembly and containers for edge functions in 2026: cold starts, isolation, WASI maturity, and when to pick each.
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Dapr: A Distributed Application Runtime Tutorial (2026)

Dapr: A Distributed Application Runtime Tutorial (2026)

Posted by By MPRAUTO MPRAUTO June 19, 2026Posted inDevelopmentNo Comments
A 2026 Dapr tutorial: the distributed application runtime explained — building blocks, the sidecar model, state and pub/sub, with working config and deployment.
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Implementation Shortfall Execution Algorithm: Architecture

Implementation Shortfall Execution Algorithm: Architecture

Posted by By MPRAUTO MPRAUTO June 19, 2026Posted inBusiness1 Comment
A 2026 system-design walkthrough of an implementation shortfall execution algorithm: the Almgren-Chriss frontier, scheduling, the slicer, and TCA feedback.
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AI Data Centers and the Power Crunch: A 2026 Analysis

AI Data Centers and the Power Crunch: A 2026 Analysis

Posted by By MPRAUTO MPRAUTO June 19, 2026Posted inNewsbeat1 Comment
AI data center power demand analyzed for 2026: grid constraints, nuclear and gas deals, efficiency limits, and what the energy crunch means for AI compute.
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How LiDAR Actually Works: The Physics Explained

How LiDAR Actually Works: The Physics Explained

Posted by By MPRAUTO MPRAUTO June 18, 2026Posted inScience1 Comment
How LiDAR actually works, from first principles: time-of-flight vs FMCW, the laser and detector chain, point clouds, solid-state designs, and LiDAR vs radar.
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Posts pagination

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  • Teamcenter 2606: Copilot for CAD and PMI, New Active Workspace, SAP and Polarion Links (2026)
  • Isaac Sim 6.2: Newton 1.6.1, Cortex Removal and Breaking Changes Before You Upgrade (2026)
  • Matter 1.6 and 1.6.1: Groupcast, NFC Setup, Joint Fabric, Product Security 1.1 (2026)
  • Linux 7.1 Mainline PREEMPT_RT on 32-bit ARM: Build, Measure Latency, Compare With Zephyr (2026)
  • Qualcomm Dragonwing Q-2390 vs IQ-2390: A78, 1.1 TOPS NPU, TSN, RISC-V Core (2026)
  • Terraform MCP Server GA: Connecting AI Assistants to HCP Terraform Safely (2026)
  • GitHub’s 8-Hour Outage (Aug 17, 2026): Build a CI/CD Fallback With Mirrors and Runners
  • Google Cloud europe-west2-b Outage (Oct 20, 2026): What Failed and Multi-Zone Failover Design
  • Python 3.15 for ML Pipelines: Lazy Imports, frozendict, Tachyon Profiler and JIT (2026)
  • Nex-N2.5 Agent Models Explained: 1.6T Max, 397B Pro, 35B Mini and the Open-Weights Status (2026)
  • MBZUAI K2 Horizon: Six Fully Open Models up to 375B-A23B, Apache 2.0, With Training Recipes (2026)
  • StepFun Step 5 Preview Open Weights: 600B MoE, 27B Active, 1M Context for Agents (2026)
  • OpenTelemetry GenAI Semantic Conventions: Tracing LLM Calls, Agents, Tokens and Cost (2026)
  • ROS 2 QoS Profiles and DDS Tuning: Reliability, Durability, Deadline and Lifespan over Lossy Wi-Fi (2026)
  • Apache Arrow Flight SQL for High-Throughput Telemetry: Columnar Zero-Copy vs gRPC vs MQTT (2026)
  • ChirpStack LoRaWAN Network Server Architecture: Gateway Bridge, ADR, Multicast and FUOTA (Self-Hosted, 2026)
  • CBOR vs Protobuf vs MessagePack vs FlatBuffers: Encoding IoT Payloads on Constrained Devices (nanopb, CDDL, COSE) (2026)
  • Kubernetes In-Place Pod Resize: Vertical Scaling Without Restarts, VPA, cgroups and QoS (2026)
  • Model Cards, Datasheets and ML-BOM (CycloneDX): AI Supply-Chain Provenance and EU AI Act Documentation (2026)
  • RAG Retrieval Evaluation: Recall@k, nDCG, MRR, Golden Sets and RAGAS in a CI Pipeline (2026)
  • 800V DC Power for AI Data Centers: Solid-State Transformers, Rack Architecture and Efficiency Math (2026)
  • Vehicle Signal Specification (VSS) and Eclipse Kuksa: Software-Defined Vehicle Data Layer Architecture (2026)
  • Rust Embedded for IoT Firmware: Embassy Async vs Zephyr vs FreeRTOS on Cortex-M (2026)
  • WebGPU In-Browser LLM Inference: WebLLM, WGSL Kernels, VRAM Limits and When It Beats WASM (2026)
  • LLM Gateways Compared: LiteLLM vs Portkey vs Kong AI Gateway vs Cloudflare AI Gateway (2026)
  • Managed Kubernetes in 2026: EKS vs GKE vs AKS on Networking, Upgrades, Autoscaling and Cost
  • Co-Simulation Master Algorithms: Jacobi vs Gauss-Seidel, SSP and Algebraic Loops for Digital Twins (2026)
  • SROS2: ROS 2 Security with DDS-Security, Enclaves, Certificates and Access Control Policies (2026)
  • SLH-DSA vs ML-DSA vs FN-DSA: Post-Quantum Firmware Signing and Secure Boot for IoT (2026)
  • A/B Testing for ML Systems: CUPED, Sequential Testing, Interleaving and Contextual Bandits (2026)
  • Vitess vs Citus vs CockroachDB: Horizontal Sharding Architecture for MySQL and PostgreSQL (2026)
  • Distributed Locks, Leases and Fencing Tokens: Redlock Critique and etcd/ZooKeeper Correctness (2026)
  • Confidential VMs: Intel TDX vs AMD SEV-SNP vs Arm CCA and Remote Attestation Architecture (2026)
  • GPU Sharing on Kubernetes: NVIDIA MIG vs MPS vs Time-Slicing vs vGPU for Multi-Tenant Inference (2026)
  • LLM Prefix Caching: RadixAttention vs vLLM Automatic Prefix Caching and KV Cache Reuse (2026)
  • Requirements Management in PLM: ReqIF, DOORS vs Jama vs Polarion and End-to-End Traceability (2026)
  • Large-Scale Digital Twin Visualization: 3D Tiles, Cesium, Point Cloud Streaming and LOD Architecture (2026)
  • TSN Time-Aware Shaper (IEEE 802.1Qbv): Gate Control List Scheduling for Deterministic Industrial Ethernet (2026)
  • ISA-88 Batch Control: Recipe Management, the Physical and Procedural Models, and MES/Digital Twin Integration (2026)

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