Blog - IoT Digital Twin PLM

AI Plasma Control for Tokamak Fusion: Reinforcement Learning (2026)

By MPRAUTO MPRAUTO July 30, 2026ScienceNo Comments

How reinforcement learning controls tokamak plasma: the magnetic-control problem, the RL controller architecture, sim-to-real transfer, safety interlocks and what still limits it.

Diffusion Policy for Robot Manipulation: Imitation Learning (2026)

By MPRAUTO MPRAUTO July 30, 2026Tech2 Comments

Diffusion policy explained: how denoising diffusion models generate robot action sequences from demonstrations - visuomotor architecture, training, receding-horizon control and limits.

Request to Pay and Account-to-Account Payments: An Architecture (2026)

By MPRAUTO MPRAUTO July 30, 2026TechNo Comments

Request to Pay architecture explained: SEPA RtP and Pay.UK messaging, account-to-account rails, open-banking initiation, reconciliation and settlement - a systems deep-dive.

Kubernetes Secrets Management with External Secrets Operator (2026)

By MPRAUTO MPRAUTO July 30, 2026Tech1 Comment

Kubernetes secrets management done right: External Secrets Operator vs the Secrets Store CSI Driver, Vault and cloud secret managers, rotation, sync patterns and failure modes.

LLM Function Calling and Tool Use: A Production Architecture (2026)

By MPRAUTO MPRAUTO July 30, 2026AINo Comments

LLM function calling explained: JSON-schema tool definitions, parallel tool calls, the agent loop, routing, validation and failure handling in a production tool-use architecture.

Grok 4.5 Explained: Architecture, Benchmarks and Deployment (2026)

By MPRAUTO MPRAUTO July 30, 2026AINo Comments

Grok 4.5 explained: xAI's 2026 flagship - MoE architecture, 500K context, Cursor-tuned agentic coding, benchmark scores, API pricing, deployment and honest limits.

Brain-Computer Interface Neural Decoding Architecture (2026)

By MPRAUTO MPRAUTO July 29, 2026ScienceNo Comments

Neural decoding explained: how a brain-computer interface turns spikes into intent - signal chain, spike sorting, decoder models, closed-loop calibration and honest limits.

6-DoF Grasp Detection: Robotic Manipulation Architecture (2026)

By MPRAUTO MPRAUTO July 29, 2026TechNo Comments

6-DoF grasp detection explained: how point-cloud and vision-based grasp networks propose, score and rank robot grasps - GraspNet, sampling vs regression, sim-to-real and failure modes.

Network Tokenization Architecture for Card Payments (2026)

By MPRAUTO MPRAUTO July 29, 2026Tech1 Comment

Network tokenization explained: how card network token vaults, TSPs and cryptograms replace the PAN - lifecycle management, auth-rate lift, PCI scope cuts and integration trade-offs.

Durable Execution Architecture: Temporal, Restate and DBOS (2026)

By MPRAUTO MPRAUTO July 29, 2026Development2 Comments

Durable execution explained: how event-sourced replay makes workflows crash-proof - deterministic code, event history, Temporal vs Restate vs DBOS trade-offs and failure modes.

IoT Digital Twin PLM