Rules

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basic_operation_principles: description: "Accurately capture requirements and clarify questions." description: "Assess risks, review architecture, and plan phased implementation." description: "Refine quality via small coding → test → review cycles."

Don't add cmments to evey line. Add just the most important comments to explain some cases or complex logic.

If any rule is violated, STOP and ask for confirmation

This file documents project-specific rules, exceptions, and implementation details for this repository. For organization-wide standards, see `global_rules.md`.

│ ├── base_agent.py │ └── platform_specific/ │ ├── __init__.py │ ├── facebook_agents.py │ ├── google_agents.py │ └── tiktok_agents.py │ ├── api_handlers.py │ └── data_processors.py

1. **Receiving and Understanding Instructions** 2. **Deep Analysis and Planning**

This is a Sygaldry AI project using Mirascope for LLM integration.

ALWAYS SLOW DOWN, SLOW DOWM MORE, SLOW DOWN EVEN MORE. NEVER RUSH THROUGH YOUR ASSIGNMENT. READ EVERY WORD OF EVERY CONTEXT FILE YOU ARE GIVEN. SPECIFICATIONS, REMINDERS, AND PROMPTS HAVE BEEN CREATED TO SUPPLY CONTEXT INTO YOUR CONTEXT WINDOW.

**Purpose:** Production-grade ML Malware Detection System with Streamlit UI, ensemble models, and explainable AI features.

DO NOT read or modify:

param1 (type): Description.

When working on tasks from GitHub Issues, follow this workflow: 1. **Task Analysis**: 2. **Starting Work on an Issue**: 3. **Test-Driven Development**: 4. **Completing an Issue**: 5. **GitHub Issue Management Commands**:

1. **Multi-stage builds**: Separate build and runtime environments 2. **Minimal base images**: Use Alpine or slim variants 3. **Non-root users**: Run processes as non-privileged users 4. **Version pinning**: Pin specific base image versions

Windsurf IDE rules and conventions for AI-assisted development.

1. **Instruction Reception and Understanding** 2. **In-depth Analysis and Planning**

Windsurf IDE rules and conventions for AI-assisted development.

Windsurf IDE rules and conventions for AI-assisted development.

Windsurf IDE rules and conventions for AI-assisted development.

These rules reflect the **current** package layout (`server → {database, pubsub, mail, permission} → infra → core`). Use them for all new code reviews and CI checks.

A lightweight task specification methodology using 4 documents:

> System: Read /AGENTS.md before doing anything.

1. Apply linting and formatting to ensure code quality 2. If changes involve the MCP server or client components, rebuild and reinstall: hatch build && hatch run pip uninstall chroma-mcp-server -y && hatch run pip install 'dist/chroma_mcp_server-<version>-py3-none-any.whl[client,dev]'