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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
Isaac Sim 4.5 Domain Randomization: Production Tutorial (2026)

Isaac Sim 4.5 Domain Randomization: Production Tutorial (2026)

Posted by By MPRAUTO MPRAUTO June 2, 2026Posted inTechNo Comments
Hands-on Isaac Sim 4.5 tutorial — domain randomization recipes for lighting, materials, physics; reproducible scripts and sim-to-real validation.
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LLM Tool Calling Determinism: Production Patterns That Work (2026)

LLM Tool Calling Determinism: Production Patterns That Work (2026)

Posted by By MPRAUTO MPRAUTO June 2, 2026Posted inAINo Comments
Patterns to make LLM tool calls deterministic in production — JSON schema enforcement, validators, retries, and when constraint decoding actually pays off.
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Rerun.io for Robotics Telemetry: 2026 Tutorial (Updated)

Rerun.io for Robotics Telemetry: 2026 Tutorial (Updated)

Posted by By MPRAUTO MPRAUTO May 28, 2026Posted inTechNo Comments
Rerun.io robotics tutorial — installation, recording streams, custom views, RRD storage format, ROS 2 bridge, and how to scale to fleet telemetry.
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LangGraph DeltaChannel: Long-Running Agent Pattern (2026)

LangGraph DeltaChannel: Long-Running Agent Pattern (2026)

Posted by By MPRAUTO MPRAUTO May 28, 2026Posted inAINo Comments
LangGraph v1.2 DeltaChannel slashes checkpoint overhead on long agent threads — the pattern, the wire-format change, and when to migrate from full snapshots.
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Agent Framework Benchmark: LangGraph, OpenAI SDK, Google ADK (2026)

Agent Framework Benchmark: LangGraph, OpenAI SDK, Google ADK (2026)

Posted by By MPRAUTO MPRAUTO May 28, 2026Posted inAINo Comments
Benchmark of four agent frameworks — LangGraph, OpenAI Agents SDK, Google ADK, CrewAI — across latency, durability, and tool-orchestration patterns.
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Cilium Mesh vs Istio Ambient: 2026 ADR for Sidecarless Meshes

Cilium Mesh vs Istio Ambient: 2026 ADR for Sidecarless Meshes

Posted by By MPRAUTO MPRAUTO May 28, 2026Posted inTechNo Comments
Cilium Service Mesh vs Istio Ambient — sidecarless architectures compared on data path, mTLS, L7 policy, observability, and migration cost.
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SpinKube Tutorial: WebAssembly on Kubernetes (2026)

SpinKube Tutorial: WebAssembly on Kubernetes (2026)

Posted by By MPRAUTO MPRAUTO May 28, 2026Posted inTechNo Comments
SpinKube hands-on — install the runtime, deploy a Wasm workload, expose it via gateway, and measure cold-start vs container baselines.
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FIX to ISO 20022 Migration: System Design Architecture (2026)

FIX to ISO 20022 Migration: System Design Architecture (2026)

Posted by By MPRAUTO MPRAUTO May 28, 2026Posted inTechNo Comments
FIX to ISO 20022 migration architecture — coexistence patterns, mapping tables, canonical message bus, and the cutover gotchas no one tells you about.
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Apple WWDC 2026 On-Device AI: What Falls Apart in Production

Apple WWDC 2026 On-Device AI: What Falls Apart in Production

Posted by By MPRAUTO MPRAUTO May 28, 2026Posted inTechNo Comments
Apple's WWDC 2026 on-device AI push, analyzed — what works, what hits memory bandwidth walls, and where the cloud fallback hides.
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AlphaGenome Explained: Variant Effect Prediction at Scale (2026)

AlphaGenome Explained: Variant Effect Prediction at Scale (2026)

Posted by By MPRAUTO MPRAUTO May 28, 2026Posted inScienceNo Comments
AlphaGenome explained — the long-range DNA model that predicts non-coding variant effects, how the architecture works, and what it changes for biology.
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Posts pagination

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  • langchain-mcp-adapters vs Native langchain.mcp (2026)
  • Delta Lake 4.4 vs 4.3: The Spark 4.2 Upgrade Trap
  • KEDA 2.21 vs 2.20: CVE Fix & Breaking Scaler Changes
  • MoveIt Pro 10.0 vs 9.4: The Breaking Upgrade Guide
  • Isaac ROS 5.0 vs 4.6: NITROS Is Gone, Now What?
  • Ignition 8.1 vs 8.3: 2026 Migration Guide Update
  • Aras Innovator R40 vs R38: .NET 10 Migration Guide
  • SGLang 0.5.18 vs 0.5.15: What Changed and How to Upgrade
  • Helm 4.3 vs Helm 3.22: Migrating Before Helm 3 EOL
  • Milvus 3.0 vs 2.6: Lake-Native Vector Search Upgrade Guide 2026
  • MoveIt 2 vs MoveIt Pro 2026: What Qualcomm’s PickNik Deal Means
  • ONNX Runtime 1.30 vs 1.29: What Changed for Edge AI in 2026
  • JetPack 7.2.1 vs 6.2.2 on Jetson Orin: Migration Guide 2026
  • EMQX 6.3 LTS vs 5.8 LTS: Breaking Changes and Migration
  • CODESYS 4 vs CODESYS 3: What the 1.0 Web IDE Changes
  • vLLM 0.28 to 0.30 Migration: Model Runner V2 Default, Breaking Changes
  • Apache Spark 4.2 vs 4.1: CDC, Geospatial and Arrow-by-Default Risks
  • Terraform 1.16 vs OpenTofu 1.13: Where the IaC Forks Now Diverge
  • LeRobot v0.6 vs v0.5: What Changed and How to Migrate
  • OpenVINO 2026.4 vs 2025.4: What Changed for Edge LLMs and NPUs
  • Jetson Orin Nano 2 vs Orin Nano Super: 2x Inference, Same Socket
  • OPC UA 1.03 vs 1.05: Certification Ends 2026, Migration Guide
  • OpenPLC Runtime v4 vs v3: What Changed and How to Migrate (2026)
  • ClickHouse 26.8 LTS vs 26.3: Pipelined SQL, Iceberg Writes and Upgrade Risk
  • World Action Models vs VLAs: Cosmos 3, VLA-JEPA and FastWAM Compared
  • Cilium 1.20 ExternalAuth vs oauth2-proxy vs Istio AuthorizationPolicy
  • OPC UA FX v1.00.04 vs v1.00.03: What Changed in Part 81 and Part 84
  • What a ChatGPT Query Actually Costs in Energy and Water: Every Number, Traced to Source
  • MLPerf Edge Agentic Inference: How TensorRT Edge-LLM Beat llama.cpp 6.4x
  • Kubernetes 1.37 Gang Scheduling vs Volcano, Kueue and YuniKorn
  • Isaac Lab 3.0 vs 2.2: Quaternions Flipped, ProxyArray, and Kit-less Training
  • AAS Units of Measurement 3.0: The unitId Change That Breaks ECLASS Wiring
  • Postgres 19 REPACK vs pg_repack vs VACUUM FULL: Online Table Maintenance Compared
  • Gateway API v1.6 TCPRoute and UDPRoute vs LoadBalancer Services and Vendor CRDs
  • MCP Tasks vs Streaming vs Webhooks: Handling Long-Running Agent Tool Calls
  • Jetson T3000 vs T4000 vs T5000: Choosing a Thor Module on Bandwidth, MIG, and Power
  • TensorRT 11 vs TensorRT 10: Porting IPluginV2 to IPluginV3 Before Your Build Breaks
  • Nav2 Lyrical vs Kilted: MPPI Trajectory Validation and the New BT Control Nodes
  • Ethernet-APL vs Ethernet-SPE: Power Classes, PoDL, and What IEC TS 63444 Edition 2 Changed

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