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Lingma: An AI-powered intelligent coding assistant for code generation and multi-file modification, targeting both enterprise and individual developers.

Lingma: An AI-powered intelligent coding assistant for code generation and multi-file modification, targeting both enterprise and individual developers.

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I. Basic Information

Tongyi Lingma is an intelligent coding assistant launched by Alibaba Cloud. It focuses on intelligent code generation, intelligent question answering, multi-file modification, and programming intelligence, positioning itself as a research and development support tool for engineering practices. The product enhances the user experience in engineering-level context awareness and tool invocation, understanding project structure, dependencies, and code style guidelines. It provides line-level and function-level completion, unit test suggestions, and refactoring hints, adapting to the daily development workflows of individual developers and enterprise teams.

II. Product Overview

Lingma provides services in two working modes. The Ask mode is used for technical problem solving and error troubleshooting, combining engineering awareness to return executable steps and code snippets. The Agent programming intelligence is geared towards end-to-end development tasks, automatically planning tasks based on objectives, performing cross-file editing, and dynamically adjusting paths during the process to complete a closed loop from design to implementation. The product supports out-of-the-box installation and use within mainstream IDEs, while also providing the Lingma IDE, which integrates all capabilities, for a unified experience and remote development.

III. Core Functions

1. Main functions

Code completion and generation, based on cross-file context, provides line-level and method-level output, covering common patterns and test cases.

Intelligent question answering and retrieval provide a step-by-step solution for debugging and repair, and locate problems by combining logs and output information.

Multi-file modification and reconstruction supports batch modification of directories and modules from a task perspective, automatically maintaining reference consistency.

The programming intelligent agent automatically breaks down the target, calls up tools and scripts, and continuously accumulates experience to form memory.

Engineering awareness capabilities enable an understanding of project catalogs, rules, and dependencies, providing a basis for predictions and subsequent actions.

2. Technical characteristics

Based on the code capabilities of the generalized series model, memory and retrieval are optimized for long-context engineering projects.

It supports mainstream tools such as VS Code, Visual Studio, and JetBrains, and provides the Lingma IDE for an integrated experience.

It has the ability to capture multimodal contexts and can refer to information sources such as directories, code, terminal output, and images.

A rollback strategy is adopted in multi-file editing and task execution to ensure the controllability of changes and the traceability of audits.

IV. Pricing and Versions

Tongyi Lingma offers three versions: Personal, Enterprise Standard, and Enterprise Exclusive. The Personal Professional version is currently free for a limited time; after the free period ends, the Personal Basic version will be offered free indefinitely. The Enterprise Standard version offers a 30-day trial upon initial activation and is billed annually or monthly based on the number of licenses purchased. The Enterprise Exclusive version is billed annually or monthly based on the number of subscribers and allows for enterprise-level customization and private domain knowledge enhancement. Specific pricing, benefits, and terms are subject to change and official announcements on the official website. Promotional periods and regional policies may vary.

V. Applicable Scenarios and Target Audience

It is suitable for backend and microservice development, frontend and full-stack engineering, data and scripting tasks, legacy system refactoring, test case completion, and team standardization implementation. Target users include individual developers, startups and medium-to-large-sized R&D teams, operations and testing personnel, and technical support and training organizations. For projects requiring cross-module collaboration and batch modifications, Agent capabilities and multi-file modification can significantly improve delivery efficiency.

VI. Frequently Asked Questions

Q: Which development environments and formats does Tongyi Lingma support?

A: It supports mainstream IDEs such as VS Code, JetBrains series and Visual Studio, and also provides an integrated Lingma IDE, which can be used in remote development scenarios.

Q: What is the difference between Ask and Agent?

A: Ask focuses on answering questions and locating problems, returning steps and code suggestions; Agent automatically plans tasks based on goals, edits across files and dynamically adjusts paths, aiming for end-to-end delivery.

Q: What enhancements does the Enterprise version offer?

A: The Enterprise Standard Edition provides team management and quota strategies; the Enterprise Exclusive Edition supports enterprise-level customization and private domain knowledge enhancement, adapting to compliance and knowledge accumulation requirements.

Q: Does it support consistent modification and rollback of multiple files?

A: Supports editing multiple files on a task-by-task basis, and provides rollback and auditing capabilities during execution to ensure the safety and consistency of changes.

Q: How will the fees and benefits for individual users change?

A: The Personal Professional Edition is currently free for a limited time. A long-term free Personal Basic Edition will be available later. Specific details and benefits will be announced in an official announcement.

Overview of Tongyi Lingma Intelligent Encoding Assistant Tongyi Lingma line-level and method-level completion Tongyi Lingma Ask Q&A Debugging and Troubleshooting Guide Tongyi Lingma Agent Programming Intelligent Agent in Practice Tongyi Lingma cross-file consistency modification Automatic generation of Tongyi Lingma unit tests Tongyi Lingma code explanation and annotation generation From generalized semantic code requirements to code closure implementation Suggestions and Standards for the Reconstruction of Tongyi Lingma Tongyi Lingma Engineering-level Context Awareness Tongyi Lingma Multimodal Context Ingestion Tongyi Lingma Log and Terminal Information Location Tongyi Lingma SQL statement generation optimization Tongyi Lingma Backend Microservice Development Efficiency Improvement Tongyi Lingma Frontend and Full-Stack Collaboration Batch reconstruction of Tongyi Lingma legacy system Tongyi Lingma Team Collaboration and Access Control Tongyi Lingma Multi-File Rollback and Auditing Tongyi Lingma VSCode plugin is ready to use immediately after installation. Tongyi Lingma JetBrains Integration Experience Tongyi Lingma Visual Studio Support Status LingmaIDE Unified Experience Tongyi Lingma Remote Development and Cloud Collaboration Tongyi Ling code test cases and boundary coverage Tongyi Lingma Error Correction and Substitution Implementation Tongyi Lingma Interface Encapsulation Template Generation Tongyi Lingma Project Directory Dependency Understanding Maintaining consistent code style in Tongyi Lingma Tongyi Lingma Log Troubleshooting Step-by-Step Solution Tongyi Lingma retrieval and knowledge enhancement capabilities Tongyi Lingma cross-module editing task orchestration Tongyi Lingma automatically plans and executes tasks. Tongyi Lingma Chinese Scene Optimization Notes Tongyi Lingma Personal Edition Benefits and Limited-Time Free Access Tongyi Lingma Enterprise Standard Edition Trial Tongyi Lingma Enterprise Exclusive Edition Private Domain Knowledge Tongyi Lingma License - Annual/Monthly Billing Tongyi Lingma Quota Strategy and Usage Management Tongyi Lingma data and script task support Tongyi Lingma Test Driver Development Assistant Tongyi Lingma Code Generation Design Pattern Tongyi Lingma Standardization Promotion and Newcomer Integration Tongyi Lingma cross-file reference automatic maintenance Troubleshooting the Output of Tongyi Lingma Terminal Tongyi Lingma Image Information Engineering Perception Tongyi Lingma Multi-Platform One-Click Start Guide Changes to the security rollback protection of Tongyi Lingma Tongyi Lingma Project-Level Context Search Tongyi Lingma Agent memory retention and reuse Tongyi Lingma: A Closed Loop from Design to Implementation A collection of high-frequency R&D scenarios for Tongyi Lingma

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