AILatch
Latch private files away from AI while keeping encrypted Python code runnable.
Keep code encrypted on disk, decrypt it only in memory, and still run it normally.
AILatch encrypts files in place so filesystem-level AI access (read_file, grep,
cat, codebase indexing) sees only binary ciphertext. At the same time,
developers can run encrypted Python code, import encrypted modules, read encrypted
data files, and edit locked files through controlled plaintext views. The central
idea is memory-only decryption: plaintext is materialized inside the AILatch
runtime process, not written back to the working tree.
Disk: ciphertext for AI and ordinary file readers. Runtime: plaintext only inside the controlled execution process.
Tested in Windows and macOS development scenarios.
Why AILatch?
Most encryption tools protect files at rest, but make the code unusable until it is decrypted back onto disk. AILatch is built for a different workflow:
- AI-opacity: coding assistants that read the working tree see ciphertext.
- Memory-only execution:
ailatch rundecrypts encrypted Python files inside the process and executes them without restoring plaintext on disk. - Transparent imports: encrypted modules can import each other.
- Transparent file I/O:
open(),Path.read_text(), andPath.read_bytes()can return plaintext inside the runtime. - GUI plaintext viewport:
ailatch openlets the developer inspect and edit files without leaving plaintext in the working tree. - Recovery path: encrypted backups and optional recovery keys help recover damaged or forgotten-password files.
Requirements
- Python 3.11 or newer
pip- Runtime packages installed automatically from
pyproject.toml:argon2-cffi,cryptography, andpyzipper tkinterforailatch open; it is bundled with many Python installations, but some Linux distributions package it separately aspython3-tk- Windows and macOS are the primary tested desktop development environments.
Installation
Install from PyPI:
pip install ailatch
Or install from GitHub:
git clone https://github.com/lo2589/AILATCH.git
cd AILATCH
pip install .
For editable development installs:
git clone https://github.com/lo2589/AILATCH.git
cd AILATCH
pip install -e .
Check the command:
ailatch --help
If the command is not on your PATH, use the module entry point:
python -m ailatch --help
Quick Start
# Encrypt a file in place.
ailatch lock secret.py
# AI/file tools see ciphertext.
cat secret.py
grep "password" .
# You can still use the code.
ailatch show secret.py
ailatch run secret.py
ailatch open .
# Restore plaintext on disk when needed.
ailatch unlock secret.py
The key idea:
ailatch lock app.py # app.py becomes ciphertext on disk
ailatch run app.py # app.py is decrypted in memory and executed
Memory-only Execution
ailatch run is the core feature. It decrypts the entry file in memory, executes
the plaintext inside the Python process, and leaves the working-tree file as
ciphertext. No plaintext copy is written next to the encrypted file.
ailatch run main.py
ailatch run -m mypackage
ailatch run app.py -- --port 8080
While the program is running, AILatch installs hooks so application code can behave as if the files were plain:
encrypted .py on disk -> decrypt in memory -> exec/import inside Python
encrypted data file -> decrypt in memory -> open()/Path.read_text()
Inside your program, no AILatch-specific code is required:
import json
from secret_module import algorithm
with open("config.json") as f:
config = json.load(f)
print(algorithm(config))
If secret_module.py or config.json is locked, AILatch decrypts it for the
runtime while the filesystem still contains ciphertext.
Commands
ailatch lock <path>
Encrypt a file or directory in place.
ailatch lock secret.py
ailatch lock src/
ailatch lock secret.py --recovery
Notes:
- Directories are processed recursively.
- Already locked files are skipped.
- Plaintext backups are stored as encrypted ZIP backups under
.ailatch/backups/by default. - State directories created by pre-rename versions are detected automatically.
--recoveryprints a recovery key. Save it separately; it is not shown again.
ailatch run <path>
Run encrypted Python code without writing plaintext back to disk.
ailatch run main.py
ailatch run -m mypackage
ailatch run app.py -- --port 8080
Runtime interception layers:
- import hook for encrypted Python modules
- patched
builtins.open - patched
pathlib.Path.read_textandpathlib.Path.read_bytes
ailatch open [path]
Open a GUI plaintext viewport/editor for a directory.
ailatch open .
ailatch open src/
Locked files are decrypted for display. Saving writes encrypted content back to disk.
ailatch show <file>
Print decrypted content to stdout without modifying the file.
ailatch show secret.py
ailatch show secret.py | head
ailatch unlock <path>
Decrypt a file or directory back to plaintext on disk.
ailatch unlock secret.py
ailatch unlock src/ --backup
ailatch recover <file>
Recover a locked file using a recovery key generated by --recovery.
ailatch recover secret.py
ailatch restore <file>
Restore the original plaintext from the encrypted backup tracked in the manifest. This also works when the working file is damaged or missing.
ailatch restore secret.py
ailatch restore secret.py --backup
ailatch freelock [path]
Start a stdin/stdout JSON-RPC workspace server for controlled plaintext access.
ailatch freelock .
Example requests:
{"method": "list_files", "params": {}, "id": 1}
{"method": "read_file", "params": {"path": "main.py"}, "id": 2}
{"method": "grep", "params": {"pattern": "TODO"}, "id": 3}
{"method": "write_file", "params": {"path": "main.py", "content": "..."}, "id": 4}
{"method": "flush", "params": {}, "id": 5}
Other Commands
ailatch status file.py
ailatch forget
ailatch forget --all
ailatch config
ailatch config backup-dir /path/to/backups
ailatch init --as aa
ailatch init --as <name> installs a local launcher under a custom command name.
This is useful when you want the unlock command to be deployment-specific.
Security Model
AILatch targets filesystem-level AI access. It is designed for coding assistants and indexers that inspect files through ordinary reads. In that model, locked files reveal only ciphertext.
AILatch does not claim to stop a fully informed local adversary who can run arbitrary commands, capture process memory, or trick the user into decrypting files. For stronger isolation, combine AILatch with operating-system execution policy, process isolation, and careful secret handling.
Cryptography
- Argon2id for password-derived keys
- ChaCha20-Poly1305 for authenticated encryption
- independent random file keys
- password wrapping for file keys
- optional recovery-key wrapping
- encrypted ZIP backups for emergency recovery
Project Layout
ailatch/
cli.py command-line interface
runner.py in-memory execution engine
workspace.py decrypted workspace API and JSON-RPC handler
gui.py tkinter GUI editor
crypto.py Argon2id and ChaCha20-Poly1305 helpers
format.py locked-file format parser/encoder
fileops.py atomic writes and backup helpers
cache.py sudo-style password cache
manifest.py .ailatch manifest and backup management
recovery.py recovery key support
install.py custom command-name launcher
Dependency Summary
argon2-cfficryptographypyzippertkinterfor the GUI, provided by many Python installations
License
MIT
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