Tagged articles

state persistence

7 articles · Page 1 of 1

Aug 25, 2026 · Artificial Intelligence

From Tool Loops to Agent Runtimes: How AI Agent Architecture Is Evolving

The article traces the shift from simple ReAct loops that embed tool calls within a single model iteration to modern Agent Runtime systems that add persistent state, sandboxed execution, failure recovery, and human approval layers, comparing the capabilities introduced by OpenAI, LangGraph, Microsoft, AWS, and Anthropic platforms.

AI agentsAgent RuntimeLong-Running Tasks

0 likes · 13 min read

From Tool Loops to Agent Runtimes: How AI Agent Architecture Is Evolving

DataFunSummit

Jul 25, 2026 · Cloud Native

Evolution of Agent Infrastructure: Engineering Insights from Tencent Cloud Agent Runtime

The article analyzes how agents transition from demo to production, revealing that beyond model capabilities, stability, elasticity, security, and governance become critical, and explains the engineering challenges and solutions—including session management, state persistence, scheduling mismatches, sandbox isolation, and open‑source strategies—that underpin Tencent Cloud's Agent Runtime.

Agent RuntimeCloud NativeKubernetes

0 likes · 26 min read

Evolution of Agent Infrastructure: Engineering Insights from Tencent Cloud Agent Runtime

AI Tech Publishing

Apr 21, 2026 · Artificial Intelligence

Why Your AI Agent Stays a Toy: Six Production‑Readiness Gaps and How to Bridge Them

Moving an AI agent from a controlled demo to an unattended production environment introduces six critical gaps—fault handling, state persistence, observability, credential security, cost control, and human supervision—each requiring specific infrastructure, practices, and a comprehensive readiness checklist to avoid costly failures.

AI agentsCost ManagementSecurity

0 likes · 15 min read

Why Your AI Agent Stays a Toy: Six Production‑Readiness Gaps and How to Bridge Them

Architect

Apr 19, 2026 · Artificial Intelligence

Why Your AI Agent’s Success Depends on the Harness, Not Just the Model

The article explains that an Agent Harness is the complete runtime system surrounding a language model—handling the main loop, tools, context, state, permissions, and validation—and shows why this engineering layer, not the model itself, determines the stability and scalability of AI agents.

AI AgentContext ManagementHarness Engineering

0 likes · 23 min read

Why Your AI Agent’s Success Depends on the Harness, Not Just the Model

Xiaolong Cloud Tech Team

Nov 28, 2025 · Artificial Intelligence

MCP Code Execution: A New Paradigm for Building High‑Efficiency Agents (98.7% Token Savings)

The article analyzes how loading thousands of tool definitions overwhelms an agent's context window, and demonstrates that letting the agent generate code to call MCP tools reduces token consumption from 150,000 to 2,000 (a 98.7% improvement) while also improving privacy, state persistence, and control‑flow flexibility.

AI agentsContext ManagementMCP

0 likes · 16 min read

MCP Code Execution: A New Paradigm for Building High‑Efficiency Agents (98.7% Token Savings)

php Courses

Jul 11, 2025 · Backend Development

Give Your PHP Scripts Memory: State Persistence Techniques for Smarter Apps

This article explains how modern PHP can retain information across requests using state persistence methods such as file logging, Redis caching, and machine‑learning integration, and provides concrete code examples for building intelligent response optimizers and secure, evolvable architectures.

PHPSession Managementmachine learning

0 likes · 5 min read

Give Your PHP Scripts Memory: State Persistence Techniques for Smarter Apps

21CTO

Jan 11, 2018 · Frontend Development

How to Build a React Project from Scratch: Architecture, Tools, and Best Practices

This article walks through creating a React application without scaffolding tools, detailing the project directory layout, chosen tech stack—including React, Redux, Immutable.js, redux‑saga, and axios—along with development utilities like redux‑devtools and Reactotron, component organization, routing strategies, state persistence, and asynchronous task management.

Debugging ToolsFrontend ArchitectureImmutable.js

0 likes · 33 min read

How to Build a React Project from Scratch: Architecture, Tools, and Best Practices