Kubernetes vs Nomad for Edge Workloads: Decision Matrix (2026) Posted by By MPRAUTO MPRAUTO May 26, 2026Posted inTechNo Comments Kubernetes vs Nomad for edge workloads — weighted decision matrix across footprint, scheduling, multi-cloud, ecosystem, and operational realities.
LLM Tokenization Deep Dive: BPE, SentencePiece, Tiktoken (2026) Posted by By MPRAUTO MPRAUTO May 26, 2026Posted inAINo Comments How LLM tokenizers really work — BPE, SentencePiece, Tiktoken, vocab design, multilingual gotchas, and why your token count drives your bill.
IEC 61850 Substation Automation: GOOSE, MMS, Sampled Values (2026) Posted by By MPRAUTO MPRAUTO May 26, 2026Posted iniiot1 Comment IEC 61850 substation automation deep-dive — GOOSE, MMS, Sampled Values 9-2LE, SCL configuration, IED interoperability, and modern process bus design.
Tesla Optimus Gen 3 Architecture: Compute, Battery, Actuators Posted by By MPRAUTO MPRAUTO May 26, 2026Posted inTechNo Comments Tesla Optimus Gen 3 architecture deep-dive — onboard compute stack, custom actuators, battery design, vision pipeline, and how Tesla differs from Figure and 1X.
Claude 4.6 Agent Tool Use Patterns for Production (2026) Posted by By MPRAUTO MPRAUTO May 26, 2026Posted inAINo Comments Production-ready agent patterns with Claude 4.6 — parallel tool calls, planning, memory, error recovery, and when sub-agents beat single-agent loops.
Fact-Check: 6 Industrial IoT ROI Claims That Don’t Survive Audit Posted by By MPRAUTO MPRAUTO May 26, 2026Posted iniiotNo Comments Six common industrial IoT ROI claims fact-checked against real plant deployments — what holds up, what collapses, and where the actual payback lives.
Aras Innovator Architecture: Open-Core PLM Reference (2026) Posted by By MPRAUTO MPRAUTO May 26, 2026Posted iniot2 Comments Aras Innovator architecture explained: ItemTypes, AML, OData, Vault, OAuth, .NET 10 and deployment trade-offs, verified November 2026.
OpenTofu in Production: Migrating from Terraform (2026) Posted by By MPRAUTO MPRAUTO May 25, 2026Posted inKubernetes2 Comments Migrate from Terraform to OpenTofu in production — drop-in compatibility, state encryption, CI changes, and a safe step-by-step cutover plan.
ISO 20022 Migration: A Payments Architecture Guide (2026) Posted by By MPRAUTO MPRAUTO May 25, 2026Posted inTech1 Comment ISO 20022 migration as a systems-design problem — the MX message model, MT coexistence, translation layers, validation, and a reference architecture.
Silicon Photonics & Co-Packaged Optics: 2026 Analysis Posted by By MPRAUTO MPRAUTO May 25, 2026Posted inTech1 Comment Why co-packaged optics and silicon photonics are reshaping AI data centers in 2026 — the bandwidth wall, power math, incumbents, and what it means.