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Agentic RAG Architecture Patterns: When Plain RAG Is Not Enough

Agentic RAG Architecture Patterns: When Plain RAG Is Not Enough

Posted by By MPRAUTO MPRAUTO August 13, 2026Posted inAINo Comments
Agentic RAG architecture patterns for 2026: planner-executor retrieval loops, tool-augmented search, and when plain RAG breaks down.
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Google Gemini 3.5 Flash Explained: Architecture, Benchmarks, and Deployment (2026)

Google Gemini 3.5 Flash Explained: Architecture, Benchmarks, and Deployment (2026)

Posted by By MPRAUTO MPRAUTO July 8, 2026Posted inAINo Comments
Google Gemini 3.5 Flash explained: the MoE multimodal architecture, context window, real 2026 benchmarks, pricing, latency, and how it compares to GPT and Claude.
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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 inAINo 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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AI-Native PLM: How LLMs Are Reshaping Engineering Data

AI-Native PLM: How LLMs Are Reshaping Engineering Data

Posted by By MPRAUTO MPRAUTO June 28, 2026Posted inPLMNo Comments
Why AI-native PLM is emerging in 2026: LLM copilots for BOM cleansing, requirements, and engineering search - and the data architecture that makes it work.
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Fine-Tuning vs RAG vs Long-Context: A 2026 Cost/Quality Decision

Fine-Tuning vs RAG vs Long-Context: A 2026 Cost/Quality Decision

Posted by By MPRAUTO MPRAUTO June 24, 2026Posted inAINo Comments
A 2026 cost and quality decision record for fine-tuning vs RAG vs long-context LLMs: token economics, latency, accuracy trade-offs, and a decision matrix.
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Agentic AI Security: Defeating Prompt Injection in 2026

Agentic AI Security: Defeating Prompt Injection in 2026

Posted by By MPRAUTO MPRAUTO June 24, 2026Posted inAINo Comments
An applied defense-in-depth pattern for agentic AI security: the indirect prompt injection kill-chain, OWASP LLM/Agentic Top 10, and layered mitigations.
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The June 2026 Open-Weight Model Flood, Explained

The June 2026 Open-Weight Model Flood, Explained

Posted by By MPRAUTO MPRAUTO June 20, 2026Posted inTechNo Comments
In two weeks of June 2026, ~12 frontier open-weight models shipped — GLM-5.2, MiniMax M3, DeepSeek V4.1, Qwen 3.7. What it means for cost, moats, and strategy.
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GLM-5.2 Benchmark: The New Open-Weight Leader (2026)

GLM-5.2 Benchmark: The New Open-Weight Leader (2026)

Posted by By MPRAUTO MPRAUTO June 20, 2026Posted inTechNo Comments
GLM-5.2 benchmark analysis: Z.ai's 753B MoE under MIT license, coding and agentic results vs GPT-5.5 and MiniMax M3, cost-per-token, and where it fits.
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Corrective RAG and Self-RAG: Architecture Patterns (2026)

Corrective RAG and Self-RAG: Architecture Patterns (2026)

Posted by By MPRAUTO MPRAUTO June 19, 2026Posted inAINo Comments
Corrective RAG (CRAG) and Self-RAG explained for 2026: retrieval grading, query rewriting, self-reflection loops, a reference design, and when each pays off.
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LLM Semantic Router: An Inference Routing Pattern

LLM Semantic Router: An Inference Routing Pattern

Posted by By MPRAUTO MPRAUTO June 18, 2026Posted inAINo Comments
The LLM semantic router pattern in 2026: route requests by intent and cost to the right model, with vLLM Semantic Router, embeddings, and a reference design.
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Posts pagination

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  • vLLM vs SGLang vs TensorRT-LLM in 2026: The Serving Engine Pick
  • OpenAI o3 and o4-mini Explained: The Reasoning-Model Lineage (2026)
  • pgvector vs Qdrant vs LanceDB: On-Prem RAG Vector Search (2026)
  • OTLP vs Prometheus Remote Write: The 2026 Metrics Pipeline Decision
  • TensorRT-LLM vs llama.cpp on Jetson: Throughput, VRAM & Setup (2026)
  • INT4 vs INT8 vs FP8 on Edge NPUs: The 2026 Quantization Trade-off
  • Sparkplug B vs Plain MQTT Topics: Do You Actually Need Sparkplug? (2026)
  • PROFINET vs EtherCAT vs OPC UA FX+TSN: The 2026 Deterministic Ethernet Decision
  • K3s at the Edge: A Production Kubernetes Guide for 2026
  • ArgoCD vs Flux for GitOps at Scale: An Architecture Decision Record
  • Agentic RAG Architecture Patterns: When Plain RAG Is Not Enough
  • OPC UA vs MQTT Sparkplug B: The Industrial Connectivity Decision (2026)
  • Unified Namespace (UNS) Reference Architecture for Industrial IoT in 2026
  • Ollama vs LM Studio vs Jan (2026): Local LLM Runner Compared
  • containerd vs CRI-O (2026): Kubernetes Runtime Decision Guide
  • Podman vs Docker (2026): Rootless, Daemonless & Compose Tested
  • Karpenter vs Cluster Autoscaler (2026): GPU Node Scaling & Cost
  • ONNX vs TFLite vs ExecuTorch vs Core ML (2026): Edge Format Pick
  • Hailo-10H vs Jetson Orin Nano (2026): Same CV Workload Tested
  • ROS 2 Kilted to Lyrical Luth Migration (2026): What Breaks & Fixes
  • LangGraph vs CrewAI vs Pydantic-AI vs Agents SDK (2026): Which to Pick
  • MACE vs MatterSim vs Orb (2026): ML Interatomic Potentials
  • MCP Server Frameworks (2026): FastMCP vs Official SDK
  • NATS JetStream vs Kafka (2026): Edge & IIoT Telemetry ADR
  • On-Device LLM Runtimes (2026): llama.cpp vs MLC vs ONNX
  • Jetson Thor vs Hailo-10H vs Coral (2026): Edge Inference Pick
  • Digital Product Passport Data Model (2026): GS1 vs AAS vs Custom
  • OPC UA FX vs MQTT Sparkplug B (2026): Which for Your UNS
  • AI Plasma Control for Tokamak Fusion: Reinforcement Learning (2026)
  • Diffusion Policy for Robot Manipulation: Imitation Learning (2026)
  • Request to Pay and Account-to-Account Payments: An Architecture (2026)
  • Kubernetes Secrets Management with External Secrets Operator (2026)
  • LLM Function Calling and Tool Use: A Production Architecture (2026)
  • Grok 4.5 Explained: Architecture, Benchmarks and Deployment (2026)
  • Brain-Computer Interface Neural Decoding Architecture (2026)
  • 6-DoF Grasp Detection: Robotic Manipulation Architecture (2026)
  • Network Tokenization Architecture for Card Payments (2026)
  • Durable Execution Architecture: Temporal, Restate and DBOS (2026)
  • ColPali and Visual Document Retrieval: Late-Interaction RAG (2026)

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