AI Agents - IoT Digital Twin PLM

Agentic RAG Architecture: Retrieval Inside the Agent Loop (2026)

By MPRAUTO MPRAUTO July 26, 2026AINo Comments

Agentic RAG architecture explained: moving retrieval inside the agent loop with planners, query rewriting, hybrid search, rerankers and reflection - patterns, evals, cost and failure modes in 2026.

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

By MPRAUTO MPRAUTO July 8, 2026AINo 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.

AI Agent Trajectory Evaluation: 2026 Patterns

By MPRAUTO MPRAUTO June 20, 2026TechNo Comments

How to evaluate AI agents in 2026: trajectory vs outcome metrics, step-level scoring, LLM-as-judge pitfalls, and a reusable agent eval harness pattern.

PTC NEXT 2026: Is Intelligent PLM Real?

By MPRAUTO MPRAUTO June 18, 2026TechNo Comments

An analysis of PTC NEXT 2026: Orbit, Jetstream, 12 AI agents, and whether 'Intelligent PLM' is a genuine architecture shift or a rebrand of the digital thread.

Samsung’s All-AI Factories by 2030: An Analysis

By MPRAUTO MPRAUTO June 18, 2026NewsbeatNo Comments

Samsung's pledge to run all-AI factories by 2030, analyzed: digital twins, AI agents for quality and logistics, and what escaping pilot purgatory really takes.

Long-Running Governed AI Agents: Architecture (2026)

By MPRAUTO MPRAUTO June 9, 2026AINo Comments

Architecture patterns for long-running, governed AI agents in 2026: durable execution, checkpointing, guardrails, and human-in-the-loop control.

Small vs Large LLMs for Agentic Tasks: A 2026 Benchmark

By MPRAUTO MPRAUTO June 9, 2026AINo Comments

A reproducible 2026 benchmark methodology comparing small and large LLMs on agentic tasks: cost, latency, tool-call accuracy, and when small wins.

LangGraph DeltaChannel: Long-Running Agent Pattern (2026)

By MPRAUTO MPRAUTO May 28, 2026AINo Comments

LangGraph v1.2 DeltaChannel slashes checkpoint overhead on long agent threads — the pattern, the wire-format change, and when to migrate from full snapshots.

Claude 4.6 Agent Tool Use Patterns for Production (2026)

By MPRAUTO MPRAUTO May 26, 2026AINo Comments

Production-ready agent patterns with Claude 4.6 — parallel tool calls, planning, memory, error recovery, and when sub-agents beat single-agent loops.

Anthropic Cowork Mode: Desktop AI Agent Architecture Explained

By MPRAUTO MPRAUTO April 24, 2026AINo Comments

Inside Anthropic Cowork mode — desktop agent architecture, MCP plugin model, sandboxed shell, computer use tier system, and how it differs from Claude Code in 2026.