Why DeepSeek Harness (DSH) Is Gaining Attention: Five Core Values from Its Plugin Ecosystem

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Author’s note: This piece breaks down the five reasons DeepSeek Harness (DSH) is getting so much attention — from the perspective of Agent Harness architecture and its plugin ecosystem — and then walks through the steps for connecting a model API, plus some advice on choosing one. Lately, developer communities have been talking a lot … Read more

Google Releases Deep Research Max: A Complete Analysis of 4 Major Breakthroughs Based on Gemini 3.1 Pro

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On April 21, 2026, Google launched two next-generation autonomous research agents in the Gemini API public preview: Deep Research and Deep Research Max. Both are powered by the Gemini 3.1 Pro model released this past February. This marks a critical step in Google's strategy to transition "long-term autonomous research" from consumer-facing products to developer APIs. … Read more

Mastering Computer Use API invocation: A 3-step quick integration guide for Claude, Gemini, and GPT-5.4 platforms

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"Can AI actually operate my computer for me?" This has been one of the hottest topics in the developer community lately. The answer is yes—and more than one vendor offers this capability. In this article, we’ll dive deep into the technical principles of the Computer Use API, compare the integration methods for Claude, Gemini, and … Read more