LLM Agents - IoT Digital Twin PLM

The AI Scientist Architecture: LLM Planners That Generate Hypotheses and Dispatch Experiments (2026)

By MPRAUTO MPRAUTO July 12, 2026TechNo Comments

How an AI scientist works: an LLM planner that generates hypotheses, decomposes goals, calls simulators and tools, dispatches to a lab, and verifies results — with memory and guardrails.

MCP Server Security Architecture: Defending Model Context Protocol Tools (2026)

By MPRAUTO MPRAUTO July 10, 2026SecurityNo Comments

MCP server security architecture: tool poisoning, indirect prompt injection, OAuth 2.1, sandboxing, least privilege, and a defense-in-depth model for Model Context Protocol.

Context Engineering for Production LLM Agents (2026)

By MPRAUTO MPRAUTO June 6, 2026AINo Comments

Context engineering patterns for production LLM agents in 2026 — retrieval, compaction, memory tiers, tool-result pruning, and what breaks at long horizons.

LLM Agent Memory Architecture for Production (2026)

By MPRAUTO MPRAUTO May 24, 2026AINo Comments

LLM agent memory architecture for production — short-term, long-term, and episodic memory patterns, retrieval, decay, and where they break.

Claude Skills Architecture: Dynamic Capability Injection for LLM Agents

By MPRAUTO MPRAUTO April 23, 2026AINo Comments

How Anthropic Claude Skills inject narrow, on-demand capabilities into production LLM agents without bloating the system prompt. Architecture, patterns, trade-offs.

Claude Computer Use Architecture: How LLM Agents Actually Control a Desktop in 2026

By MPRAUTO MPRAUTO April 19, 2026AINo Comments

Deep dive into LLM computer-use agents — screenshot pipelines, coordinate prediction, action tools, safety tiers, and why desktop control is hard.