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DuckDB v2.0 vs 1.5.x: Benchmarks for IIoT Telemetry

DuckDB v2.0 vs 1.5.x: Benchmarks for IIoT Telemetry

Posted by By MPRAUTO MPRAUTO September 26, 2026Posted iniiotNo Comments
DuckDB v2.0 brings a new PEG parser and async I/O: 2-3x faster Parquet/CSV scans, 40x faster recursive CTEs vs 1.5.5. Benchmarked for IIoT telemetry.
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MLPerf Edge Agentic Inference: How TensorRT Edge-LLM Beat llama.cpp 6.4x

MLPerf Edge Agentic Inference: How TensorRT Edge-LLM Beat llama.cpp 6.4x

Posted by By MPRAUTO MPRAUTO September 22, 2026Posted inTechNo Comments
MLPerf Inference v6.1 added an Edge Agentic benchmark. NVFP4, FP8 KV cache, 96% cache reuse and tree MTP explain the 6.4x gap over the llama.cpp reference.
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Agent Benchmarks in 2026: SWE-bench Verified, GAIA, and tau-bench

Agent Benchmarks in 2026: SWE-bench Verified, GAIA, and tau-bench

Posted by By MPRAUTO MPRAUTO July 8, 2026Posted inAI2 Comments
A deep dive into 2026 AI agent benchmarks: SWE-bench Verified, GAIA, and tau-bench — what they measure, how they leak, and how to read agent leaderboards honestly.
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Vector Database Benchmarks 2026: 4 Ranked by QPS, Recall & Cost

Vector Database Benchmarks 2026: 4 Ranked by QPS, Recall & Cost

Posted by By MPRAUTO MPRAUTO June 28, 2026Posted inAI1 Comment
A 2026 vector database benchmark: Pinecone, Weaviate, Qdrant, and Milvus on recall, latency, throughput, and cost - with what changed in the second half of 2026.
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Carbon Footprint of Industrial AI Inference: 2026 Living Benchmark

Carbon Footprint of Industrial AI Inference: 2026 Living Benchmark

Posted by By MPRAUTO MPRAUTO June 3, 2026Posted inAI1 Comment
A living 2026 benchmark of the carbon and energy cost of industrial AI inference — at the edge, in regional clouds, and per business outcome.
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Emergent Abilities in LLMs: What Scales, What’s a Mirage (2026)

Emergent Abilities in LLMs: What Scales, What’s a Mirage (2026)

Posted by By mprcba May 26, 2026Posted inAINo Comments
Emergent abilities in LLMs — what truly emerges with scale, what is a benchmark mirage, and what the 2026 evidence shows about emergence vs measurement.
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  • OEE Architecture: Calculating Overall Equipment Effectiveness from IIoT Data, MES and ISA-95 (2026)
  • Data Contracts and Schema Registries: Schema Evolution for Streaming and Lakehouse Pipelines (2026)
  • LoRaWAN FUOTA: Firmware Update Over the Air with Multicast, Fragmentation and Clock Sync (2026)
  • PayFac vs ISO vs Merchant of Record: Payment Facilitator Architecture, Underwriting and Settlement (2026)
  • EMV 3-D Secure 2 Architecture: Frictionless Flow, Risk-Based Authentication and Liability Shift (2026)
  • Kubernetes DNS and Service Discovery: CoreDNS, ndots:5 and the Latency Tax (2026)
  • Zero-Downtime Database Schema Migrations: Expand-Contract, gh-ost, pg-osc and Online DDL (2026)
  • Cache Stampede and Thundering Herd: Request Coalescing, TTL Jitter and Stale-While-Revalidate (2026)
  • Tail-Based Sampling with the OpenTelemetry Collector: Distributed Tracing Cost Control (2026)
  • Sim-to-Real Transfer for Robot Learning: Domain Randomization, System ID and Isaac Lab (2026)
  • Fine-Tuning Embedding Models for Retrieval: Contrastive Loss, Hard Negatives and Matryoshka (2026)
  • LLM Red Teaming and Jailbreak Defense: Garak, PyRIT and Guardrail Architecture (2026)
  • 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)

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