Quantitative Assessment of AI Cost Efficiency Your boss asks: “How much will it cost to equip employees with AI assistants, and is it worth it?” You can’t answer, and you feel uneasy. This article discusses how to…
Steamworks Multilingual Metadata Management: From Manual Maintenance to Structured Workflows The Steam platform requires games to provide store descriptions in 10 languages. Traditional manual maintenance is…
Desktop Application P2P Distribution Acceleration Practice: Full-Stack Integration from Consumer to Publisher Large file distribution for desktop applications has always been a headache—high bandwidth costs, slow…
Optimizing OpenSpec Phase Efficiency with Different Agents: HagiCode Practice Summary Generic prompts cannot address the specific needs of different development phases. Through phase-specific agents and a parametric…
Customizing OpenSpec Steps to Improve AI Generation Results When using OpenSpec to manage technical proposals, we encountered issues with inconsistent AI-generated documentation quality. There was really no other way…
How to Build Multi-Platform code-server and OmniRoute with GitHub Actions Facing the requirement to build and publish across Linux, macOS, and Windows platforms with a unified release process, we designed a…
Implementing Image Upload and AI Recognition in Chat: A Complete Solution from Design to Implementation In AI interaction systems, how do you enable users to upload images and have the AI directly recognize them? I…
How to Use Copilot CLI to Integrate GPT, Claude, and Other AI Models In AI application development, how can you integrate multiple models like GPT and Claude with a unified interface? This article shares the design of…
Why HagiCode Chose execa for CLI Command Execution Using child_process directly in Node.js projects to execute external commands has pain points such as large platform differences and inconsistent error handling. This…
The phrase automatic retry looks like a small toggle switch, but once you put it into a real engineering environment, it is nothing like that. Hello everyone, I
When a single-file SQLite database hits concurrency bottlenecks, how do we break through? This article shares three SQLite sharding approaches from the HagiCode
This article shares the complete solution we implemented for automated Steam releases in the HagiCode Desktop project, covering the end-to-end automation flow
How to Build a Fast Download Distribution Station with Low-Cost Cloud Servers: Cloud storage bandwidth is absurdly expensive, cross-border access is painfully
Sharing the complete HagiCode experience of integrating Hermes Agent, including core lessons around ACP protocol adaptation, session pool management, and
Learn how to install Hermes, run the CLI, configure models, and complete the minimum setup for Feishu gateway integration.
When building browser-based code editing capabilities, developers face a key choice: use VSCode’s official code serve-web feature, or adopt the community-driven
After AI finishes analyzing code, how do you immediately open an editor in the browser and start making changes? This article shares our practical experience
How do you build that important element users notice at a glance using pure CSS? It is actually not that hard. The trick is just taking a slightly roundabout
Building a Cross-Project Knowledge Base for the AI Era with the Vault System: Learning by studying and reproducing real projects is becoming mainstream, but
In the MonoSpecs project management system, DESIGN.md carries the architectural design and technical decisions of a project. But the traditional editing
