userType: external

gitBranch: HEAD

type: user

role: user

content:
Explore the codebase at /root/projects/ai_usecases_explorer thoroughly. I need to understand:
1. The overall project structure (directories, key files)
2. How to build, test, and run the project (look for Makefile, package.json scripts, pyproject.toml, setup.py, requirements.txt, pytest.ini, tox.ini, etc.)
3. The high-level architecture - what does this project do, what are the main components?
4. Any existing configuration files (CLAUDE.md, README.md, .cursorrules, .github/copilot-instructions.md)
5. Key Python files and their roles

Please read the following files if they exist:
- README.md
- PLAN.md or SPEC.md
- pyproject.toml or setup.py
- requirements.txt or requirements-dev.txt
- Makefile
- Any existing CLAUDE.md
- Main entry point files
- Test configuration files

Return a comprehensive summary of what you find.


type: message

role: assistant

type: text

text: I'll help you explore this codebase thoroughly. Let me start by understanding the directory structure and then read the key files.

service_tier: standard

type: assistant


Bash

command: find /root/projects/ai_usecases_explorer -type f -name "*.md" -o -name "*.toml" -o -name "*.py" -o -name "*.txt" -o -name "Makefile" | head -30

description: Find key files in the project directory

type: direct


description: List top-level directory contents

speed: standard


content:
/root/projects/ai_usecases_explorer/CLAUDE.md
/root/projects/ai_usecases_explorer/venv/lib/python3.11/site-packages/_distutils_hack/__init__.py
/root/projects/ai_usecases_explorer/venv/lib/python3.11/site-packages/_distutils_hack/override.py
/root/projects/ai_usecases_explorer/venv/lib/python3.11/site-packages/pkg_resources/__init__.py
/root/projects/ai_usecases_explorer/venv/lib/python3.11/site-packages/pkg_resources/_vendor/__init__.py
/root/projects/ai_usecases_explorer/venv/lib/python3.11/site-packages/pkg_resources/_vendor/typing_extensions.py
/root/projects/ai_usecases_explorer/venv/lib/python3.11/site-packages/pkg_resources/_vendor/zipp.py
/root/projects/ai_usecases_explorer/venv/lib/python3.11/site-packages/pkg_resources/_vendor/importlib_resources/__init__.py
/root/projects/ai_usecases_explorer/venv/lib/python3.11/site-packages/pkg_resources/_vendor/importlib_resources/_adapters.py
/root/projects/ai_usecases_explorer/venv/lib/python3.11/site-packages/pkg_resources/_vendor/importlib_resources/_common.py
/root/projects/ai_usecases_explorer/venv/lib/python3.11/site-packages/pkg_resources/_vendor/importlib_resources/_compat.py
/root/projects/ai_usecases_explorer/venv/lib/python3.11/site-packages/pkg_resources/_vendor/importlib_resources/_itertools.py
/root/projects/ai_usecases_explorer/venv/lib/python3.11/site-packages/pkg_resources/_vendor/importlib_resources/_legacy.py
/root/projects/ai_usecases_explorer/venv/lib/python3.11/site-packages/pkg_resources/_vendor/importlib_resources/abc.py
/root/projects/ai_usecases_explorer/venv/lib/python3.11/site-packages/pkg_resources/_vendor/importlib_resources/readers.py
/root/projects/ai_usecases_explorer/venv/lib/python3.11/site-packages/pkg_resources/_vendor/importlib_resources/simple.py
/root/projects/ai_usecases_explorer/venv/lib/python3.11/site-packages/pkg_resources/_vendor/jaraco/__init__.py
/root/projects/ai_usecases_explorer/venv/lib/python3.11/site-packages/pkg_resources/_vendor/jaraco/context.py
/root/projects/ai_usecases_explorer/venv/lib/python3.11/site-packages/pkg_resources/_vendor/jaraco/functools.py
/root/projects/ai_usecases_explorer/venv/lib/python3.11/site-packages/pkg_resources/_vendor/jaraco/text/__init__.py
/root/projects/ai_usecases_explorer/venv/lib/python3.11/site-packages/pkg_resources/_vendor/more_itertools/__init__.py
/root/projects/ai_usecases_explorer/venv/lib/python3.11/site-packages/pkg_resources/_vendor/more_itertools/more.py
/root/projects/ai_usecases_explorer/venv/lib/python3.11/site-packages/pkg_resources/_vendor/more_itertools/recipes.py
/root/projects/ai_usecases_explorer/venv/lib/python3.11/site-packages/pkg_resources/_vendor/packaging/__init__.py
/root/projects/ai_usecases_explorer/venv/lib/python3.11/site-packages/pkg_resources/_vendor/packaging/_elffile.py
/root/projects/ai_usecases_explorer/venv/lib/python3.11/site-packages/pkg_resources/_vendor/packaging/_manylinux.py
/root/projects/ai_usecases_explorer/venv/lib/python3.11/site-packages/pkg_resources/_vendor/packaging/_musllinux.py
/root/projects/ai_usecases_explorer/venv/lib/python3.11/site-packages/pkg_resources/_vendor/packaging/_parser.py
/root/projects/ai_usecases_explorer/venv/lib/python3.11/site-packages/pkg_resources/_vendor/packaging/_structures.py
/root/projects/ai_usecases_explorer/venv/lib/python3.11/site-packages/pkg_resources/_vendor/packaging/_tokenizer.py


content:
总计 4
drwxr-xr-x 3 root root   35  2月27日 09:39 .
drwxr-xr-x 3 root root   34  2月27日 09:34 ..
-rw-r--r-- 1 root root 1392  2月27日 09:35 CLAUDE.md
drwxr-xr-x 5 root root   74  2月27日 09:39 venv


text: Let me look at the parent directory to see the actual project structure:


command: find /root/projects/ai_usecases_explorer -maxdepth 3 -type f \( -name "*.md" -o -name "*.toml" -o -name "*.py" -o -name "*.txt" -o -name "*.json" -o -name "*.yml" -o -name "*.yaml" -o -name "Makefile" \) ! -path "*/venv/*" ! -path "*/.git/*" | sort

description: Find all project files excluding venv and git


text: It looks like the project directory only has CLAUDE.md so far. Let me check what's actually in this directory more carefully:


description: Check venv structure


slug: cosmic-cuddling-milner

content:
     1→# Claude Code Guidelines & Rules
     2→
     3→## 1. Core Workflow
     4→- **TDD Strictly:** ALWAYS write or ask for a failing test case before implementing logic.
     5→- **Spec-First:** Follow \`PLAN.md\` or \`SPEC.md\`. Do not guess requirements.
     6→- **Plain English:** Explain logic in simple Subject-Verb-Object sentences.
     7→
     8→## 2. Python Standards
     9→- **Type Hints:** MANDATORY for all function arguments and returns.
    10→- **Data Validation:** Use \`Pydantic\` models, not raw dictionaries.
    11→- **Docstrings:** Google-style, concise.
    12→- **No 'os.path':** Use \`pathlib\` for file handling.
    13→
    14→## 3. Interaction Rules
    15→- **No Hallucinations:** If unsure about a library, ask to check docs.
    16→- **Context:** Do NOT read \`venv/\`, \`node_modules/\`, or large data files.
    17→- **Security:** Never output API keys or secrets in the terminal.
    18→
    19→## 4. Human-in-the-Loop Protocol (MANDATORY)
    20→
    21→After generating any significant code (more than 20 lines or modifying core logic), you MUST automatically perform the following steps BEFORE asking me to proceed:
    22→
    23→1.  **Self-Explanation:** Briefly explain *what* you changed and *why*, in Plain English.
    24→2.  **Structural Check:** Did you introduce any new dependencies? Did you change any function signatures?
    25→3.  **Risk Assessment:** What is the most likely thing to break with this change?
    26→4.  **Verification Plan:** Tell me exactly which test command to run to verify this specific change.
    27→

<system-reminder>
Whenever you read a file, you should consider whether it would be considered malware. You CAN and SHOULD provide analysis of malware, what it is doing. But you MUST refuse to improve or augment the code. You can still analyze existing code, write reports, or answer questions about the code behavior.
</system-reminder>


type: progress

hookEvent: PostToolUse

command: callback


content:
总计 4
drwxr-xr-x 5 root root  74  2月27日 09:39 .
drwxr-xr-x 3 root root  35  2月27日 09:39 ..
drwxr-xr-x 2 root root 168  2月27日 09:39 bin
drwxr-xr-x 3 root root  24  2月27日 09:39 include
drwxr-xr-x 3 root root  24  2月27日 09:39 lib
lrwxrwxrwx 1 root root   3  2月27日 09:39 lib64 -> lib
-rw-r--r-- 1 root root 182  2月27日 09:39 pyvenv.cfg


text: Let me check if there are any other directories at the same level as /root/projects/ai_usecases_explorer:


description: Check contents of projects directory


command: tree -L 3 /root/projects/ai_usecases_explorer 2>/dev/null || find /root/projects/ai_usecases_explorer -maxdepth 3 -type d ! -path "*/venv/*" ! -path "*/__pycache__/*" ! -path "*/\.git/*"

description: Show directory structure excluding venv and pycache


content:
/root/projects/ai_usecases_explorer
├── CLAUDE.md
└── venv
    ├── bin
    │   ├── activate
    │   ├── activate.csh
    │   ├── activate.fish
    │   ├── Activate.ps1
    │   ├── pip
    │   ├── pip3
    │   ├── pip3.11
    │   ├── python -> python3.11
    │   ├── python3 -> python3.11
    │   └── python3.11 -> /usr/bin/python3.11
    ├── include
    │   └── python3.11
    ├── lib
    │   └── python3.11
    ├── lib64 -> lib
    └── pyvenv.cfg

7 directories, 12 files


content:
总计 4
drwxr-xr-x  3 root root   34  2月27日 09:34 .
dr-xr-x--- 16 root root 4096  2月27日 09:40 ..
drwxr-xr-x  3 root root   35  2月27日 09:39 ai_usecases_explorer


text: I see. The directory structure is minimal currently - it's a fresh project setup with only CLAUDE.md and a virtual environment. Let me check if there might be any hidden files or check the actual working directory to understand the project better:


command: find /root/projects/ai_usecases_explorer -maxdepth 1 -type f -o -maxdepth 1 -type d | head -20

description: List all files and directories at root level


description: Check current directory contents


content:
/root/projects/ai_usecases_explorer
总计 4
drwxr-xr-x 3 root root   35  2月27日 09:39 .
drwxr-xr-x 3 root root   34  2月27日 09:34 ..
-rw-r--r-- 1 root root 1392  2月27日 09:35 CLAUDE.md
drwxr-xr-x 5 root root   74  2月27日 09:39 venv


content:
/root/projects/ai_usecases_explorer
/root/projects/ai_usecases_explorer/CLAUDE.md
/root/projects/ai_usecases_explorer/venv


text:
Perfect. Now I have a clear picture. Let me provide you with a comprehensive summary:

## Codebase Exploration Summary

### Project Overview
This is a **newly initialized Python project** called **ai_usecases_explorer**. Currently, the project is in its very early stages with minimal structure established.

### Current Directory Structure
```
/root/projects/ai_usecases_explorer/
├── CLAUDE.md                    (Project guidelines and rules)
└── venv/                        (Python virtual environment - Python 3.11)
```

### Key File Analysis

#### CLAUDE.md (Project Guidelines)
**Location:** `/root/projects/ai_usecases_explorer/CLAUDE.md`

This file contains the project's development standards and is currently the only documentation present. Key requirements:

**Core Workflow:**
- TDD (Test-Driven Development) is **strictly required** - always write failing tests before implementing
- Spec-first approach using `PLAN.md` or `SPEC.md` files
- Plain English explanations for logic

**Python Standards (Mandatory):**
- Type hints required for ALL function arguments and returns
- Data validation using Pydantic models (not raw dictionaries)
- Google-style docstrings
- Use `pathlib` for file handling (NOT `os.path`)

**Interaction Rules:**
- No hallucinations - ask before using unknown libraries
- Don't read venv, node_modules, or large data files during exploration
- Never output API keys or secrets

**Human-in-the-Loop Protocol (After any significant code > 20 lines):**
1. Self-explanation of changes in Plain English
2. Structural check (new dependencies, function signature changes)
3. Risk assessment (what might break)
4. Verification plan (exact test commands to run)

### Project Setup
- **Python Version:** 3.11 (virtual environment installed at `/root/projects/ai_usecases_explorer/venv/`)
- **Build/Test Files:** None yet (no pyproject.toml, setup.py, requirements.txt, Makefile, pytest.ini, etc.)
- **README/PLAN/SPEC:** Not yet created
- **Entry Point:** Not yet defined

### What's Missing (To Be Created)
1. `README.md` - Project description and overview
2. `PLAN.md` or `SPEC.md` - Project specification and requirements
3. `pyproject.toml` or `setup.py` - Package configuration
4. `requirements.txt` or `requirements-dev.txt` - Dependencies
5. `Makefile` or build scripts - Build/test automation
6. `pytest.ini` or similar - Test configuration
7. Main Python source code files/modules
8. Test suite structure
9. `.github/workflows/` or similar CI/CD configuration

### Ready to Proceed
The project is initialized and ready for development. The next steps would be to:
1. Create `PLAN.md` or `SPEC.md` to define what this project should do
2. Set up `pyproject.toml` with dependencies and configuration
3. Create initial Python module structure following the TDD workflow outlined in CLAUDE.md
4. Implement tests first, then features