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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
Time-Series Foundation Models for Industrial Sensors: TimesFM vs Chronos vs Moirai

Time-Series Foundation Models for Industrial Sensors: TimesFM vs Chronos vs Moirai

Posted by By MPRAUTO MPRAUTO October 3, 2026Posted inAINo Comments
TimesFM, Chronos and Moirai compared for industrial sensor forecasting and anomaly detection: architectures, zero-shot limits, latency, and a practical.
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GPT-6.1 Sol Explained: What Changed, Pricing and Benchmarks

GPT-6.1 Sol Explained: What Changed, Pricing and Benchmarks

Posted by By MPRAUTO MPRAUTO October 3, 2026Posted inAINo Comments
OpenAI GPT-6.1 Sol launched with a new pricing tier. What is confirmed on capabilities, pricing and benchmarks, how it differs from GPT-6 Sol, and when to.
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Bilibili Index-Translate-35B-A3B Explained: MoE Translation Model for 150 Languages

Bilibili Index-Translate-35B-A3B Explained: MoE Translation Model for 150 Languages

Posted by By MPRAUTO MPRAUTO October 3, 2026Posted inAINo Comments
Bilibili Index-Translate-35B-A3B preview is a 35B MoE with 3B active parameters, Apache 2.0, 262K context. Architecture, translation quality caveats and.
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Cloudflare Clef and Strands Decider: Decision Models for AI Agents Explained

Cloudflare Clef and Strands Decider: Decision Models for AI Agents Explained

Posted by By MPRAUTO MPRAUTO October 3, 2026Posted inAINo Comments
Cloudflare Clef (27B, 9B Flash) and Amazon Strands Decider 2B are small Apache 2.0 decision models. How they work, where they fit in agent loops, and cost.
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CoAP Protocol Deep Dive: Constrained Application Protocol for Low-Power IoT in 2026

CoAP Protocol Deep Dive: Constrained Application Protocol for Low-Power IoT in 2026

Posted by By MPRAUTO MPRAUTO October 3, 2026Posted iniiotNo Comments
CoAP protocol explained for 2026: message format, Observe, block-wise transfer, DTLS 1.3, OSCORE, EDHOC, LwM2M and when to pick MQTT instead.
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Time-Series Database Internals: InfluxDB 3, TimescaleDB, and QuestDB Under the Hood

Time-Series Database Internals: InfluxDB 3, TimescaleDB, and QuestDB Under the Hood

Posted by By MPRAUTO MPRAUTO October 3, 2026Posted inKubernetes2 Comments
Time series database internals compared: InfluxDB 3 Core and Enterprise, TigerData TimescaleDB and QuestDB, with updated October 2026 facts.
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gRPC vs REST vs GraphQL vs Connect: API Protocol Comparison 2026

gRPC vs REST vs GraphQL vs Connect: API Protocol Comparison 2026

Posted by By MPRAUTO MPRAUTO October 3, 2026Posted inKubernetesNo Comments
gRPC vs REST vs GraphQL vs Connect compared at the wire level for October 2026: framing, caching, streaming, browsers and a decision matrix.
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eBPF for Observability: How Kernel-Level Tracing Replaced Traditional APM

eBPF for Observability: How Kernel-Level Tracing Replaced Traditional APM

Posted by By MPRAUTO MPRAUTO October 3, 2026Posted inKubernetes1 Comment
eBPF observability, updated October 2026: OpenTelemetry eBPF Instrumentation (OBI) v0.13, Tetragon 1.7, Cilium 1.19, Parca, Pixie and kernel 7.x.
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Xiaomi MiMo V2.6 Pro Explained: Open Weights, Architecture and Benchmarks

Xiaomi MiMo V2.6 Pro Explained: Open Weights, Architecture and Benchmarks

Posted by By MPRAUTO MPRAUTO October 2, 2026Posted inAINo Comments
Xiaomi MiMo V2.6 Pro open weights explained: what is disclosed on architecture and training, Artificial Analysis index score, license, and local deployment.
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AVEVA and Snowflake: IT/OT Data Unification Architecture for Industrial AI

AVEVA and Snowflake: IT/OT Data Unification Architecture for Industrial AI

Posted by By MPRAUTO MPRAUTO October 2, 2026Posted iniiot2 Comments
AVEVA and Snowflake announced a collaboration to unify IT/OT data for industrial AI. What is confirmed, a reference data flow, and alternatives.
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Posts pagination

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  • Retries, Backoff with Jitter, Circuit Breakers and Retry Budgets: Resilience Patterns (2026)
  • SOME/IP and Automotive Ethernet: Service-Oriented Architecture for the Software-Defined Vehicle (2026)
  • DNP3 Protocol Deep Dive: Link, Transport and Application Layers, Secure Authentication and SCADA Utilities (2026)
  • OAuth 2.1, PKCE, OIDC and JWT Validation Pitfalls: A Token Security Guide (2026)
  • Interchange Fees and Least-Cost Routing: Card Payment Cost Architecture (2026)
  • Payment Retries and Dunning: Smart Retry Architecture for Recovering Failed Card Payments (2026)
  • Browser Agents Architecture: DOM, Accessibility Tree vs Vision, and Playwright MCP (2026)
  • Mechanistic Interpretability: Sparse Autoencoders, Features and Circuits in LLMs (2026)
  • Distributed Training Parallelism: Data, Tensor, Pipeline, FSDP/ZeRO and NCCL Collectives (2026)
  • Probabilistic Data Structures: Bloom Filters, HyperLogLog, Count-Min Sketch and Cuckoo Filters (2026)
  • Load Balancing Algorithms: Power of Two Choices, Maglev and L4 vs L7 (2026)
  • MVCC and Transaction Isolation Levels: Snapshot Isolation, Write Skew and SSI (2026)
  • ISA-100.11a vs WirelessHART: Wireless Industrial Networks Compared
  • Iceberg Catalogs: Polaris vs Nessie vs Unity Comparison (2026)
  • IO-Link Wireless: Industrial Sensor Network Architecture
  • Model Context Protocol (MCP) Explained: How It Works (2026)
  • Idempotent API Design: The Complete Engineering Guide
  • Agentic Digital Twins: AI-Driven Twins in 2026
  • OpenPLC v3 + Modbus TCP: Open-Source PLC Architecture
  • LLMs on Jetson Orin Benchmarked (2026): tok/s & VRAM
  • Claude Skills Architecture: Dynamic Capability Injection for LLM Agents
  • PROFIBUS Protocol: The Complete Technical Guide to Process and Factory Fieldbus
  • Database Sharding Strategies: Consistent Hashing, Rendezvous Hashing and Online Resharding (2026)
  • TLS 1.3 for Constrained IoT Devices: Handshake, 0-RTT, mTLS and Performance Costs (2026)
  • Hybrid Logical Clocks vs Vector Clocks: Event Ordering for Distributed IoT and Edge (2026)
  • Card Issuing Architecture: Processors, BIN Sponsors, JIT Funding and Authorization Flow (2026)
  • Core Banking Modernization: Strangler Fig, Event-Driven Cores and Migration Risk (2026)
  • Spot GPU Training: Checkpointing, Preemption Handling and Fault-Tolerant LLM Jobs (2026)
  • RAG Latency Budget: Optimizing Retrieval, Reranking and Streaming for Production (2026)
  • SBOM and VEX: CycloneDX vs SPDX for Software Supply Chain Vulnerability Triage (2026)
  • Kafka Exactly-Once Semantics: Idempotent Producers, Transactions and Their Limits (2026)
  • Raft vs Paxos: Leader Election, Log Replication and Consensus Failure Modes (2026)
  • LSM-Trees and RocksDB: Compaction, Write Amplification and Tuning (2026)
  • Saga Pattern: Orchestration vs Choreography and Compensating Transactions (2026)
  • Neural Operators (FNO, DeepONet) vs PINNs for Engineering Surrogate Models (2026)
  • Digital Twin Maturity Model: Fidelity Levels, ROI and a Practical Framework (2026)
  • Software-Defined Vehicle: AUTOSAR Classic vs Adaptive Architecture (2026)
  • Battery Management System (BMS) Architecture: SoC, SoH Estimation and Digital Twins (2026)
  • Project Haystack vs Brick Schema vs RealEstateCore for Building Digital Twins (2026)

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