# Qoder Blog

> Qoder 团队笔记、见解、故事与公告。

## Blog

- [Blog](https://qoder-blog.adoc.alibaba-inc.com/en.md): Team notes, insights, stories and announcements.
- [Blog](https://qoder-blog.adoc.alibaba-inc.com/en.md): Team notes, insights, stories and announcements.
- [Every Tenth of a Second Counts—A Technical Deep Dive into Fast Tier Performance Optimization](https://qoder-blog.adoc.alibaba-inc.com/qoder-fasttech.md): Discover how Qoder Fast cuts time to first response from 8 seconds to 3 through client optimizations, parallel tool execution, model routing, and network improvements—for smoother AI collaboration.
- [Introducing Qoder Lite: Start creating with Qoder for $10 a month](https://qoder-blog.adoc.alibaba-inc.com/qoder-lite.md): 1,000 Credits and a curated lineup of cost-effective models for $10 a month.
- [Qoder Fast: Keeping Pace with Your Thoughts](https://qoder-blog.adoc.alibaba-inc.com/qoder-fast.md): Qoder Fast Mode Is Here: Over 150% Faster Generation with 27% Less Token Usage
- [Project & Discussion: Where Humans and Agents Work Together](https://qoder-blog.adoc.alibaba-inc.com/project-and-discussion.md): Talk where you work. Your agents are already in the room.
- [Introducing the All-New Qoder](https://qoder-blog.adoc.alibaba-inc.com/qoder-desktop.md): Beyond coding — you bring the idea, and Qoder gets it done.
- [Turning Every AI Investment into Organizational Capability: Xiamen Metro Tech × Qoder in R&D Practice](https://qoder-blog.adoc.alibaba-inc.com/qoder-case-amtr.md): Xiamen Metro Tech used Qoder to solidify its R&D process into standard workflows, cutting the average coding delivery cycle of a single feature module by about 30%.
- [Qoder Completes Independent SOC 2 Type II Examination](https://qoder-blog.adoc.alibaba-inc.com/qoder-completes-soc2-examination.md): Verifiable assurance for enterprise adoption of AI coding.
- [400 Business Scenarios, 300 Agents: How a Retail Company Built Its AI Platform](https://qoder-blog.adoc.alibaba-inc.com/qoder-case-kidswant.md): Kidswant used Qoder to cut a one-week full-stack requirement down to one-day delivery, building Zhishu, an AI platform running 400 scenarios and 300 agents.
- [AMAP Automotive AI Native Engineering in Practice | Building Business Knowledge Engineering with Qoder](https://qoder-blog.adoc.alibaba-inc.com/qoder-case-gaode.md): The AMAP Automotive AutoSDK team turned domain knowledge into an engineering asset that can be produced, tuned, automatically refreshed, and consumed with Qoder's knowledge engine, lifting the strict one-shot rate from 37.3% to 61.5%.
- [Qoder Assistant Group Chat Q&A Bot User Manual](https://qoder-blog.adoc.alibaba-inc.com/qoder-case-q.md): Qoder Assistant is a group chat Q&A bot that answers only from your knowledge base, privately checks with the colleagues you designate whenever it is unsure, and turns every confirmed answer into new knowledge.
- [A Self-Iterating Knowledge Engine for AI-Native Software Engineering](https://qoder-blog.adoc.alibaba-inc.com/qoder-knowledge-engine.md): Qoder Knowledge Engine transforms engineering knowledge into reusable context, improving AI agents’ accuracy, stability, and execution efficiency.
- [Introducing Qoder Code Security: Security From the First Line of Code](https://qoder-blog.adoc.alibaba-inc.com/qoder-security-guide.md): Introducing Qoder Code Security: Security From the First Line of Code
- [Qoder Security in Practice](https://qoder-blog.adoc.alibaba-inc.com/qoder-case-security.md): Qoder Security in Practice
- [Farewell to "Vibe Coding": The Evolution and Practice of Team-Level AI Development Powered by Harness Governance and SDD](https://qoder-blog.adoc.alibaba-inc.com/qoder-case-amap.md): AMAP's evolution and practice of team-level AI development powered by Harness governance and SDD.
- [One Paragraph Summons 13 "Programmers": Alibaba Qoder's New Mode Lets Me Be a CTO Lying Down](https://qoder-blog.adoc.alibaba-inc.com/qoder-case-ctoteam.md): Qoder's Experts Mode automatically breaks down requirements and dispatches multiple expert Agents to develop in parallel—one paragraph is enough to build and refactor a personal blog.
- [Pupu Supermarket × Qoder | Enterprise-Grade AI Coding Workshop Wraps Up Successfully](https://qoder-blog.adoc.alibaba-inc.com/qoder-case-pupu.md): Pupu Supermarket, together with Alibaba Cloud, held an enterprise-grade AI Coding workshop where 150+ developers put Qoder into hands-on practice.
- [XPeng Group's First AI Open Competition Concludes, with Qoder Empowering Business Staff to Explore AI Application Innovation](https://qoder-blog.adoc.alibaba-inc.com/qoder-case-xpeng.md): XPeng Group's first AI Open Competition concludes; a frontline supply-chain employee used Qoder to build the supply-chain risk management platform "Baize" and won the title, boosting risk-screening efficiency 96x
- [500K Lines of Agent Code Went into a Production Repo—What Did We Get Right](https://qoder-blog.adoc.alibaba-inc.com/qoder-case-50agent.md): With Qoder's cognitive foundation, Ultra Spec, and expert-team collaboration, 10 people merged 500K lines of Agent code into a 4-million-line legacy codebase in 3 weeks.
- [I Used Qoder Experts to Assemble an AI Team—30-Minute Delivery, Promoted Tomorrow](https://qoder-blog.adoc.alibaba-inc.com/qoder-case-experts.md): Making good use of Qoder Experts Mode to assemble a multi-Agent expert team, delivering merge-to-main features through 30-minute parallel work.
- [On My Favorite Qoder Features and Tips for Saving Credits](https://qoder-blog.adoc.alibaba-inc.com/qoder-case-creditstips.md): Making good use of Qoder's five core capabilities to boost efficiency, with six hands-on tips for saving Credits.
- [I Can't Code, but I Built an iOS App](https://qoder-blog.adoc.alibaba-inc.com/qoder-case-iosapp.md): A non-technical operations person made good use of Qoder to build a personal iOS movie app in a single day.
- [How to Use Qoder on Legacy Projects? A Hands-On Guide from Confusion and Pitfalls to Self-Iteration](https://qoder-blog.adoc.alibaba-inc.com/qoder-case-newloop.md): Using Qoder's Repo Wiki and Skills to turn a legacy project from "afraid to touch" into self-iterating.
- [One Person + Qoder Did the Work of 20 People in 3 Months: The AI Command Skills I Learned by Spending Hundreds of Thousands of Credits](https://qoder-blog.adoc.alibaba-inc.com/qoder-case-housekeeper.md): Made good use of Qoder to build an AI-native dev system—1 person, 2 months, delivering what once took 20 people 3 months (an MES product).
- [From "Help Me Patch Code" to "Deliver the Project for Me": How Hisense Reshaped Its Development Workflow with Qoder](https://qoder-blog.adoc.alibaba-inc.com/qoder-case-hisense.md): Hisense built a complete AI-native development system with Qoder, improving new system development efficiency by 3–4x.
- [How We Used Qoder to Let an Agent Iterate on Itself: Computer Use as an Example](https://qoder-blog.adoc.alibaba-inc.com/auto-iterate.md): Goal Mode + self-verification + regression guards, hundreds of hours of unattended iteration
- [The Intelligent Leap of SaaS Global Expansion — How Eccang Reshapes R&D and Operations with Qoder + QoderWork](https://qoder-blog.adoc.alibaba-inc.com/qoder-case-eccang.md): Eccang uses Qoder to break the boundary between technical and non-technical teams, evolving from "tool users" to "agent managers."
- [4M + 500K Lines, Rebuilding a Giant App in 3 Weeks](https://qoder-blog.adoc.alibaba-inc.com/qoder-v1-mega-rewrite.md): How we shipped 500K lines into a 4M-line legacy system in three weeks using Agentic and Autonomous Engineering
- [Terminal Sandbox: Infrastructure for the Agent Harness](https://qoder-blog.adoc.alibaba-inc.com/qoder-desktop-sandbox.md): Qoder Terminal Sandbox: native command isolation across Windows, macOS, and Linux for bounded Agent execution
- [R&D Efficiency Evolved: How UU Paotui Deeply Integrated AI into the Entire Development Lifecycle](https://qoder-blog.adoc.alibaba-inc.com/qoder-case-uu.md): UU Paotui leveraged Qoder's Wiki + Rules + Skills to transform AI from an "outsider" into a full-lifecycle teammate.
- [From Line-by-Line Coding to 2-Minute Delivery: How Fuiou Payment Turned Hard-Won Lessons into Team Capability](https://qoder-blog.adoc.alibaba-inc.com/qoder-case-fuiou.md): Six months with Qoder across 12+ projects — I stopped writing code and started directing AI.
- [Proactive Memory Agent: The Agent's Second Brain](https://qoder-blog.adoc.alibaba-inc.com/memory-agent.md): Why Qoder's memory moved from a fixed pipeline to an autonomous agent, and what changed when the model got to decide what to remember, when to recall it, and what to fix.
- [From "Expert Know-How" to "Team Capability": AsiaInfo's 3 Iron Rules for AI R&D Tool Selection](https://qoder-blog.adoc.alibaba-inc.com/qoder-case-yaxin.md): This is the real transformation path that a mature ICT enterprise carved out over three years.
- [QoderWork Custom Desk](https://qoder-blog.adoc.alibaba-inc.com/qoderwork-customdesk.md): A dedicated AI work environment for professional tasks - not just a chatbox
- [An LLM-Driven Self-Iterating Knowledge Engine for Software Engineering](https://qoder-blog.adoc.alibaba-inc.com/qoder-llm.md): Born for software engineering. Built for the enterprise.
- [How Qoder 1.0 Rebuilds the Task Execution Environment](https://qoder-blog.adoc.alibaba-inc.com/qoder-harness.md): Qoder 1.0 upgrades Chat into an agentic task runtime: stable workspace, execution, artifact, and knowledge boundaries for every Quest
- [/canvas: Beyond Better Output, Toward the Next Generation of Collaboration](https://qoder-blog.adoc.alibaba-inc.com/qoder-canvas.md): Agents don't need prettier HTML. They need their own Design System. That's what Qoder Canvas is.
- [Introducing Qoder 1.0: From AI IDE to Autonomous Development Desktop](https://qoder-blog.adoc.alibaba-inc.com/qoder-1-0.md): From Agentic Coding to Agentic Engineering. Qoder 1.0 evolves from AI IDE to Autonomous Development Desktop.
- [Introducing Qoder Community Edition](https://qoder-blog.adoc.alibaba-inc.com/qoder-community.md): BYOK was previously available only to paid users. Starting today, it's free for everyone.
- [QoderWake: Your always-on AI Employee](https://qoder-blog.adoc.alibaba-inc.com/qoderwake.md): To add a type of AI employee to organizations that is production-ready, secure, controllable, and continuously evolving.
- [Qoder Remote Control is officially published](https://qoder-blog.adoc.alibaba-inc.com/qoder-remote-control.md): Qoder officially supports remote control. The web version is published. The iOS and Android mobile apps are Listing.
- [QoderWork Plugins](https://qoder-blog.adoc.alibaba-inc.com/qoderwork-plugins.md): Package your team's expertise, tool integrations, and reference materials into a complete AI work suite — install once, share across the organization.
- [In Practice: QODER CLI × HARNESS ENGINEERING — Building a 7×24 Autonomous Feedback Processing System](https://qoder-blog.adoc.alibaba-inc.com/qodercli.md): A 7×24 unattended feedback system built on Qoder CLI, compressing root-cause analysis per issue from 30 minutes to 2.
- [How we built a self-evolving memory system for Qoder](https://qoder-blog.adoc.alibaba-inc.com/qoder-memory-evolution.md): The architecture, retrieval strategy, and benchmark results behind Qoder's self-evolving memory
- [A Photographer's Vibecoding Journey: 5 Months, 150,000 Lines of Code, Independently Delivering 3 Commercial-Grade Products Through Struggles and Breakthroughs](https://qoder-blog.adoc.alibaba-inc.com/qoder-case-youfeng.md): A photographer wrote 150,000 lines of code with Qoder, independently delivering 3 commercial products in 5 months.
- [5 People, 7 Days Creating a Miracle: The True Story of How the Qoder Team "Hacked" a Product with AI](https://qoder-blog.adoc.alibaba-inc.com/qoder-case-5-7team.md): No product manager writing PRD, no frontend/backend division—the true story of how the Qoder team "hacked" a product with AI.
- [When Developers Stop Writing Code: How 51job Redefines Programmers with Qoder](https://qoder-blog.adoc.alibaba-inc.com/qoder-case-51job.md): Within 51job's technical team, a hypothesis is being validated: the future measure of programmer value will no longer be lines of code written, but AI resources mobilized.
- [The Evolution of Qoder NEXT: From Inline Completion to Intelligent Code Editing](https://qoder-blog.adoc.alibaba-inc.com/qoder-next-product.md): Qoder NEXT proactively identifies developers' coding intent and delivers smarter code editing suggestions, significantly boosting development efficiency.
- [Agentic Search: Agent-Driven Code Retrieval](https://qoder-blog.adoc.alibaba-inc.com/agentic-search.md): How Agentic Search Maximizes Retrieval Efficiency for AI Agents
- [Inside Experts Mode](https://qoder-blog.adoc.alibaba-inc.com/experts-mode-tech.md): Better Results, Lower Cost
- [AI Coding Enters the "Agent Teamwork" Era: Introducing Qoder Experts Mode](https://qoder-blog.adoc.alibaba-inc.com/experts-mode.md): Beyond coding—toward delivery. AI is evolving from a "programmer" into an "engineering expert team."
- [Engineering Knowledge Engine: The Knowledge Layer Behind Harness Engineering](https://qoder-blog.adoc.alibaba-inc.com/engineering-knowledge-engine.md): How a self-evolving knowledge engine makes AI agents engineer better
- [Stop feeding your model every tool definition](https://qoder-blog.adoc.alibaba-inc.com/quest-context-optimize.md): How we cut 10% of Quest's context cost by not showing the model tools it doesn't need
- [Introducing QoderWork: An AI Assistant That Actually Gets Work Done](https://qoder-blog.adoc.alibaba-inc.com/qoder-work.md): QoderWork is a desktop AI assistant that operates directly on your computer
- [Qwen-Coder-Qoder: Customizing a fast-evolving frontier model for real software](https://qoder-blog.adoc.alibaba-inc.com/qwen-coder-qoder.md): Inside Qwen-Coder-Qoder: The RL-optimized model behind Qoder's agent architecture
- [Quest 1.0: Refactoring the Agent with the Agent](https://qoder-blog.adoc.alibaba-inc.com/quest-refactored.md): Tokens Produce Deliverables, Not Just Code
- [The Next Evolution Toward Intelligent Editing: Qoder NEXT Model and ActionRL Preference Alignment in Practice](https://qoder-blog.adoc.alibaba-inc.com/qoder-next-model.md): From "Code Completion" to "Edit Prediction": Understanding the Capabilities and Advantages of the Qoder NEXT Model
- [Qoder NEXT Performance Optimization_ Achieving Millisecond-Level Code Completion](https://qoder-blog.adoc.alibaba-inc.com/qoder-next.md): When you press a key and wait for code completion, how much latency can you truly tolerate?
- [Switch Your AI Coding Engine with Model Tier Selector](https://qoder-blog.adoc.alibaba-inc.com/qoder-model-tier.md): Choosing the Right "Engine" for Each Task
- [Qoder Launches Prompt Enhancement Feature](https://qoder-blog.adoc.alibaba-inc.com/qoder-promt-enhancement.md): Freeing Developers from the "Prompt Engineering" Burden.
- [Quest Remote: Delegate Tasks to Cloud as Effortlessly as Sending an Email](https://qoder-blog.adoc.alibaba-inc.com/quest-remote.md): Let the cloud handle the routine and free your mind for what matters.
- [Qoder CLI is now Available](https://qoder-blog.adoc.alibaba-inc.com/qoder-cli.md): Bringing Qoder’s AI Power to Every Terminal.
- [Qoder Subscriptions Are Here!](https://qoder-blog.adoc.alibaba-inc.com/qoder-subscriptions-are-here.md): Thanks so much for all your support! Here are our subscription plans.
- [Smart Context Control: Optimize Usage, Save Your Credits](https://qoder-blog.adoc.alibaba-inc.com/optimize-usage-save-your-credits.md): Make your Credits go further with smarter context management.
- [Repo Wiki: Surfacing Implicit Knowledge](https://qoder-blog.adoc.alibaba-inc.com/repo-wiki-surfacing-implicit-knowledge.md): Turn code into living, shared documentation.
- [Five Days In... (already?)](https://qoder-blog.adoc.alibaba-inc.com/5-day-anniversary.md): Over 100,000 developers have already joined us.
- [Qoder Introduction](https://qoder-blog.adoc.alibaba-inc.com/qoder-introduction.md): Agentic coding platform for real software.
- [From Long-term Memory to Self-evolution](https://qoder-blog.adoc.alibaba-inc.com/long-term-memory.md): Long-term memory enables agents to self-learn.
- [Codebase-Aware Code Retrieval: A Hybrid Approach for AI Coding](https://qoder-blog.adoc.alibaba-inc.com/codebase-aware-code-retrieval.md): From generic embeddings to real-time, graph-powered codebase understanding.
- [Quest Mode: Task Delegation to Agents](https://qoder-blog.adoc.alibaba-inc.com/quest-mode.md): Introducing Quest Mode. Your new AI-assisted coding workflow.