#durable execution
55 related articles
·5 min
Loop Engineering: A Comprehensive Guide to AI Agent Loop Design
A deep dive into Loop Engineering for AI Agents — what loop feedback mechanisms are, how they differ from Harness Engineering, and a complete guide from principles to production implementation.
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·4 min
Building an AI Agent Framework from Scratch: Deep Dive into Tool Calling, Memory, and Dual-Model Scheduling
Build an AI Agent from scratch — no frameworks. Deep dive into Function Call schema design, MCP remote mirroring, dual-model routing, and short-term memory management.
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·7 min
AI Agent Memory Layer Comparison: Mem0, Zep, Letta, and Cloudflare — Four Major Solutions Evaluated
In-depth comparison of four AI agent memory layer solutions: Mem0's extract-retrieve approach, Zep's temporal knowledge graphs, Letta's self-editing memory, and Cloudflare Durable Objects as infrastructure primitives.
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·3 min
Semantic Code Diff, In-Database Workflows & Mac-Native Containers: Open Source Projects Worth Watching This Week
This week's roundup covers five open source projects: SAM semantic code diff boosting AI Agent accuracy 2.3x, Microsoft's PG Durable for PostgreSQL workflows, Apple Container, Mattermost, and Extend UI.
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·2 min
Root Causes of Long-Running AI Agent Failures and a Five-Layer Architecture for Control
Analyze the three root causes of long-running AI Agent failures — state loss, planning drift, and verification failure — with a five-layer architecture solution and six actionable engineering rules.
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Tutorials·3 min
Claude Code Agent Deployment: Comparing Three Approaches with a Selection Guide
A detailed guide comparing three Claude Code agent deployment methods—Cron Loop, Desktop/Cloud Routines, and Modal/Trigger.dev—analyzed by run location and determinism to help developers choose the best strategy.
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Industry Insights·2 min
Cloud AI Agent Architecture Design: Far More Than Moving Local Agents to a Server
Building cloud AI Agents requires entirely new architectural thinking. This article analyzes three core infrastructure components—durable execution platforms, execution frameworks, and dev environment tools—to help teams avoid common pitfalls when migrating from local to cloud.
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Tech Frontiers·3 min
GitHub Copilot Desktop App Released: Agent Programming Breaks Free from the IDE
GitHub launches the Copilot native desktop app as an agent-native development terminal. Session-driven complex task orchestration with deep GitHub ecosystem integration, plus CLI Agent for JetBrains.
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Tutorials·3 min
Building an Automated Workflow SaaS Platform from Scratch: A Complete Guide from Full-Stack Development to Commercialization
A detailed guide on building a commercializable automation workflow SaaS platform from scratch, covering React Flow canvas, Next.js full-stack architecture, Inngest task engine, payment subscriptions, and AI monitoring.
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Expert Opinions·2 min
You Are a Product of Your Actions, Not Your Aspirations: Bridging the Gap from Daydreaming to Execution
Why aspirations can't define you and only actions shape identity. A deep analysis of the action-driven vs. aspiration-driven mindset with four practical strategies to bridge the knowing-doing gap.
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Tech Frontiers·1 min
6 Developer Tools You Should Know: AI Debugger, Email Client & Agent Sandbox
6 curated developer tools: Dev3000 AI panoramic debugger, Cloudflare Agentic Inbox, GH Dashboard, Animate Icons, Acme V2 TypeScript IaC, and Telode AI Agent sandbox.
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Product Reviews·3 min
Illospace: A Full-Stack Collaborative Space Where Humans and AI Agents Share One Brain
Illospace is an open-source collaborative workspace where AI Agents and team members share memory and a Team Brain, with built-in databases, cron jobs, and canvas-based UI.
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Deep Dives·2 min
AI Agent Conversation History Management: From Message Lists to Event-Driven Architecture
Traditional user-assistant alternating chat history can't meet complex AI Agent needs. This article explores modeling Agent interactions as event sequences, revealing Agents as workflow engines.
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Tutorials·1 min
LangGraph 1.0.5 Tutorial: Master AI Agent Orchestration & Multi-Agent Systems in Six Lessons
Complete guide to LangGraph 1.0.5 tutorial series covering durable execution, memory management, Human in the Loop, streaming, time travel, and multi-agent collaboration.
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Tech Frontiers·3 min
workers-research: A Practical Guide to Building AI Deep Research Agents with Cloudflare Workers
A deep dive into how the open-source workers-research project combines Cloudflare Workers serverless architecture with Google Gemini 2.5 to build an automated deep research AI agent.
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