Supervisor Architecture in Multi-Agent Systems

From single agents to workflows, we have now entered the era of multi-agent systems. Multi-agent systems essentially involve multiple agents collaborating under the guidance of a large model to complete user tasks. In this context, various agent architectures have emerged, such as centralized, decentralized, and hierarchical structures. This article analyzes the multi-agent design under the … Read more

Multi-Agent Workflow and Data Flow

Multi-Agent Workflow Tip The multi-agent workflow architecture collaborates with different specialized agents to handle user queries and generate a comprehensive research report. Agent Responsibilities and Capabilities The multi-agent workflow of DeerFlow consists of five specialized agents, each with specific roles and responsibilities. Agent Role Primary Responsibilities Coordinator Entry Handles greetings and small talk, classifies user … Read more

Multi-SWE-bench: The First Multilingual Code Repair Benchmark Open Source

Click the blue text above👆 to follow us! The ByteDance Doubao large model team has officially open-sourced the first multilingual SWE dataset – Multi-SWE-bench, which can be used to evaluate and enhance the bug-fixing capabilities of large models. Building on SWE-bench, Multi-SWE-bench covers seven mainstream programming languages beyond Python for the first time, making it … Read more

Implementation Record of WhatsApp Private Message Protocol

This article is an excellent piece from the Kanxue Forum. Author ID on Kanxue Forum: xwtwho Recently, I looked into WhatsApp (both Android and PC versions) and implemented the protocol for sending private messages (template messages can also be sent). Here, I record my learning process. 1. Hardware and Software Environment WhatsApp v2.22IDA 7.5Frida 14.2.2Gda3.86JEBjadx-guiunidbgLineageOS … Read more

Dave Girouard: What Do We Mean When We Talk About ‘Speed in Startups’?

Click the “Tian Tu Capital” above (New Third Board Code: 833979) to follow Sometimes, it is relatively easy to realize that you are not fast enough. But how to accelerate? This is a technical article about Speed Up. The following article is reprinted from the WeChat public account: Drunk Startup (ID: drunkstartup) Speed as a … Read more

The ‘Eight-Legged Essay’ You Memorized May Be Outdated

AliMei’s Guide With the continuous updates and iterations of technology, some viewpoints and methods that were once considered “standard answers” are no longer suitable for current needs and are even regarded as outdated practices. In the new JDK versions, many new features, tools, and methods have been introduced, making Java programming more concise, efficient, and … Read more

Professor Liu Yunjian: Interpreting the DS8201-A-U105 Study and Discussing the Future of ADC Combined Immunotherapy

Introduction The DS8201-A-U105 study reveals the latest advancements in ADC combined immunotherapy. What insights can we draw from it? The annual European Society for Medical Oncology Breast Cancer (ESMO BC) conference was officially held from May 3-5, 2022, reporting a series of significant advancements in the field of breast cancer. ADCs have become star drugs … Read more

14GB/s SSD Arrives! PCIe 5.0 Fires the First Shot Globally

Have you started using PCIe 4.0 SSDs? While PCIe 4.0 SSDs are still in the process of becoming mainstream, Marvell has globally launched the first PCIe 5.0 NVMe SSD controller chip, firing the first shot for PCIe 5.0 solid-state drives. The controller belongs to Marvell’s newly created Bravera brand under the SC5 product line, which … Read more

Lecture: Design of Several Constant Current Source Circuit Modules

A constant current source is a power supply that can provide a constant current to a load, making its application range very broad and essential in many cases. For example, when charging a battery with a typical charger, the charging current decreases as the terminal voltage of the battery gradually increases. To ensure constant current … Read more

Huawei Kirin 990 5G Released, Yu Chengdong Once Again ‘Beats’ Qualcomm and Samsung

If the keyword for the release of Kirin 970 was AI capabilities, and for Kirin 980 it was the 7nm process, then the keyword for the release of Huawei’s Kirin 990 5G chip is the currently trending 5G technology. According to Yu Chengdong, the Exynos 980 released by Samsung next door is a chip that … Read more