DeepSeek Harness DSH: A Developer’s Guide to the Plugin-Driven Agent Framework
28 days ago 高效码农DeepSeek Harness Developer Preview: Running, Configuring, and Lessons Learned DeepSeek recently open‑sourced its Agent Harness framework dsh – a plugin‑driven AI agent framework built on top of Cordis. I spent a couple of days getting it up and running, and also went through the research paper that underpins Cordis. This post walks through the installation, the core concepts you actually need to understand, and a few sharp edges I hit along the way. What Problem Does It Actually Solve? AI agent harnesses tend to become monolithic over time: tool calling, memory, sub‑agent orchestration, permission controls, session state – they all …
OpenClaw 2026.3.28: How Human-Loop Automation Revolutionizes Multi-Model AI Safety
5 months ago 高效码农OpenClaw 2026.3.28 Release: A New Era for Multi-Model Autonomy and Human-AI Safety This article aims to answer the core question: What are the most significant architectural changes in OpenClaw 2026.3.28, and how do they improve the reliability, security, and cross-platform capabilities of AI agents? The release of OpenClaw 2026.3.28 represents a pivotal shift from simple model integration toward a robust, “human-in-the-loop” autonomous system. By migrating major providers like Qwen to standardized enterprise APIs, introducing asynchronous tool approval workflows, and optimizing agent memory compaction, this update addresses the core challenges of modern AI orchestration: stability, safety, and seamless platform integration. Whether …
Mastering the Daydreams Framework: Build Stateful AI Agents with TypeScript Efficiency
1 years ago 高效码农Daydreams: Building Stateful AI Agents with Lightweight TypeScript Framework The complex neural connections that power modern AI systems (Source: Unsplash) In artificial intelligence development, we face a fundamental challenge: How can we create AI agents that remember past interactions, switch between multiple tasks, and maintain consistent behavior logic? Traditional frameworks often leave developers struggling with state management complexities. The Daydreams framework emerges as an elegant solution to these challenges. What is the Daydreams Framework? Daydreams is a lightweight TypeScript framework designed for building stateful, multi-context AI agents. Compatible with both Node.js and browser environments, it solves critical AI development pain …