惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

博客园_首页
阮一峰的网络日志
阮一峰的网络日志
S
Secure Thoughts
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
C
Cyber Attacks, Cyber Crime and Cyber Security
T
Threat Research - Cisco Blogs
P
Privacy & Cybersecurity Law Blog
The Hacker News
The Hacker News
H
Heimdal Security Blog
W
WeLiveSecurity
L
LINUX DO - 热门话题
Hacker News: Ask HN
Hacker News: Ask HN
WordPress大学
WordPress大学
The Last Watchdog
The Last Watchdog
Hugging Face - Blog
Hugging Face - Blog
博客园 - 【当耐特】
D
DataBreaches.Net
I
Intezer
Webroot Blog
Webroot Blog
C
Cisco Blogs
AWS News Blog
AWS News Blog
博客园 - 聂微东
T
The Blog of Author Tim Ferriss
V
Vulnerabilities – Threatpost
罗磊的独立博客
Google DeepMind News
Google DeepMind News
N
Netflix TechBlog - Medium
Schneier on Security
Schneier on Security
宝玉的分享
宝玉的分享
博客园 - 叶小钗
PCI Perspectives
PCI Perspectives
D
Docker
Scott Helme
Scott Helme
NISL@THU
NISL@THU
J
Java Code Geeks
B
Blog RSS Feed
Google Online Security Blog
Google Online Security Blog
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
T
The Exploit Database - CXSecurity.com
AI
AI
美团技术团队
Cloudbric
Cloudbric
月光博客
月光博客
P
Proofpoint News Feed
T
Tailwind CSS Blog
Google DeepMind News
Google DeepMind News
小众软件
小众软件
www.infosecurity-magazine.com
www.infosecurity-magazine.com
The Cloudflare Blog
cs.CV updates on arXiv.org
cs.CV updates on arXiv.org

Hacker News - Newest: "AI"

AI can't read an investor deck AI as an attorney? Student uses ChatGPT, Gemini to sue UW over alleged racial discrimination Hacking MCP Servers in AI Systems – The Rug Pull: Tool Changes After Approval GitHub - MeepCastana/KubeezCut: Free Web based video editor GitHub - GenAI-Gurus/awesome-eu-ai-act: Curated tools, official sources, OSS, templates, and guides for EU AI Act compliance. Can AI judge journalism? A Thiel-backed startup says yes, even if it risks chilling whistleblowers Coming soon: 10 Things That Matter in AI Right Now DARPA built an AI to fact-check enemy weapons claims What explains heterogeneity in AI adoption? When AI Meets Muscle: Context-Aware Electrical Stimulation Promises a New Way to Guide Human Movements - Department of Computer Science AI Changed How We Build. It Did Not Change What Matters. Linux rules on using AI-generated code - Copilot is OK, but humans must take 'full responsibility for the… Meta spins up AI version of Mark Zuckerberg to engage with employees Code Mode: Let Your AI Write Programs, Not Just Call Tools | TanStack Blog GitHub - Delavalom/graft: Go framework for building AI agents. Type-safe tools, multi-provider (OpenAI, Anthropic, Gemini, Bedrock), zero vendor SDKs. India's TCS tops estimates, says new AI models did not dent services demand Gen Z's fading AI hype Strong feeling: we are in a folded AI reality GitHub - machinarii/total-recall-catalog: A reference catalog of latest knowledge retrieval, memory & RAG systems GitHub - mensfeld/code-on-incus: Give each AI agent its own isolated machine with root, Docker, and systemd. Active defense detects and stops threats automatically.. Quantization, LoRA, and the 8% Problem: Benchmarking Local LLMs for Production AI Iran war: We spoke to the man making Lego-style AI videos that experts say are powerful propaganda Powell, Bessent discussed Anthropic's Mythos AI cyber threat with major U.S. banks GitHub - immartian/bellamem: Persistent belief-graph memory for AI agents. Retrieves decisive context by importance — not recency, not RAG, not /compact. recursive-mode: The Repo-Native Operating System for AI Engineering After the attack on Sam Altman's home, will AI CEO's go on the offensive? The biggest advance in AI since the LLM Opus 4.6 vs GPT 5.4 One Prompt Unity World Generation Test “AI polls” are fake polls Client Challenge Can AI be a 'child of God'? Inside Anthropic's meeting with Christian leaders How to Switch AI Chatbots and Why You Might Want To GitHub - MattMessinger1/agentic_refund_guardrail: Safe refund policy layer for AI agents — Python + TypeScript. Same behavior, shared tests. Adam/papers/emergent_values_whitepaper.md at master · strangeadvancedmarketing/Adam Ask HN: How do you stop playing 20 questions with your AI coding tools How far can automation and AI support psychotherapy? - @theU GitHub - stagas/rtdiff: realtime git diff gui and AI-assisted commits A Mac Studio for Local AI — 6 Months Later A History of the Early Years of AI at the University of Edinburgh Why AI Coding Tools Still Feel Stuck on Localhost MSN AI Datacenters Are Becoming Strategic Targets twitter.com Penn Researchers Use AI to Surface Unreported GLP-1 Side Effects in Reddit Posts Show HN: MoodSense AI (ML and FastAPI and Gradio, Deployed on Hugging Face) Moodsense Ai - a Hugging Face Space by aman179102 AI models are terrible at betting on soccer—especially xAI Grok GitHub - xialeistudio/echoic GitHub - HimashaHerath/github-dev-wrapped: AI-powered weekly GitHub activity reports deployed to GitHub Pages GitHub - alejandrobalderas/claude-code-from-source: Architecture, patterns & internals of Anthropic's AI coding agent — reverse-engineered from source maps AI and Tech brief: Ireland ascendant GitHub - Titovilal/context0: Context0 - Never Surrender Training for a Marathon with an AI Coach: What Worked and What Didn't Cyber Pulse: Agentic Intel - Apps on Google Play I Built an AI PR Reviewer That Catches Bugs by Not Looking for Bugs Gen Z workers are so fearful AI will take their job they’re intentionally sabotaging their company’s AI rollout | Fortune How AI Is Reimagining the Game of Golf–For Both Players and Courses GitHub - nattergabriel/reseed: A CLI tool for managing and distributing agent skills across projects Is SVG the final frontier? My AI workflow evolved from prompts to a near-autonomous workflow MLSharp Help - 3DGS Viewer & Generator I put my cognitive field based AI's runtime on GitHub Is Numble the first AI-proof game? A3: Kubernetes for autonomous AI agent fleets | Emergent Principles Deepali Vyas ("The Elite Recruiter") GitHub - msmarkgu/RelayFreeLLM: A restful API designed to route user prompts to various AI model providers. Unionized ProPublica staff are on strike over AI, layoffs, and wages Unleashing the Advantage of Quantum AI We're heading for an AI-fueled 'dementia crisis,' brain scientist warns The AI-Assisted Breach of Mexico's Government Infrastructure [pdf] GitHub - stef41/lmscan: 🔍 Detect AI-generated text and fingerprint which LLM wrote it. Open-source GPTZero alternative. Zero dependencies, works offline. MSN GitHub - visionscaper/collabmem: Enabling long-term collaboration with Agentic AI - building up episodic and world model memory over time with in-context awareness We gave an AI a 3 year retail lease in SF and asked it to make a profit | Andon Labs AI Code is Hollowing Out Open Source, and Maintainers are Looking the Other Way What leaked "SteamGPT" files could mean for the PC gaming platform's use of AI AI is the boss at this retail store. What could go wrong? GitHub - Wuzu11517/agentic-proxy: Local proxy meant to help reduce With Drones, Geophysics and ArtificiaI Intelligence, Researchers Prepare to Do Battle Against Land Mines A Single Operator, Two AI Platforms, Nine Government Agencies: The Full Technical Report 在 Steam 上购买 FriedrichAI: Offline AI 立省 10% GitHub - inevolin/resume-cli: Hit Claude usage limits? Resume any AI coding session elsewhere. Switch tools at zero friction. GitHub - atripati/ark: AI Runtime Kernel — a context operating system for AI agents. Eliminates tool bloat, loads only what’s needed, and gives LLMs their reasoning space back. How to Build a Secure AI PR Reviewer with Claude, GitHub Actions, and JavaScript This Startup Wants You to Pay Up to Talk With AI Versions of Human Experts Intel Arc Pro B70 Brings 32GB VRAM to Local AI for $949 WordPress 7.0: The Good, the AI, and the Still Missing AI on the couch: Anthropic gives Claude 20 hours of psychiatry IatroBench: Pre-Registered Evidence of Iatrogenic Harm from AI Safety Measures AI Agents Know About Supabase. They Don't Always Use It Right. The history and future of AI at Google, with Sundar Pichai Inside an AI‑enabled device code phishing campaign How Meta Used AI to Map Tribal Knowledge in Large-Scale Data Pipelines AI for Systems: Using LLMs to Optimize Database Query Execution Forecasting the Economic Effects of AI Introducing Tinker: Play with AI, bring your ideas to life AI sheds light on an ancient gaming mystery People really hate AI but not as much as Iran—or Democrats | Fortune What is an AI Product Engineer? Phoebe Gates wants her $185 million AI startup to succeed with 'no ties to my privilege or my last name': 'I have a chip on my shoulder' | Fortune
GitHub - lo2589/AILOCK
yoliliya · 2026-05-31 · via Hacker News - Newest: "AI"

Keep code encrypted on disk, decrypt it only in memory, and still run it normally.

AiLock 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 AiLock 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.

Chinese README

Why AiLock?

Most encryption tools protect files at rest, but make the code unusable until it is decrypted back onto disk. AiLock is built for a different workflow:

  • AI-opacity: coding assistants that read the working tree see ciphertext.
  • Memory-only execution: ailock run decrypts 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(), and Path.read_bytes() can return plaintext inside the runtime.
  • GUI plaintext viewport: ailock open lets 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, and pyzipper
  • tkinter for ailock open; it is bundled with many Python installations, but some Linux distributions package it separately as python3-tk
  • Windows and macOS are the primary tested desktop development environments.

Installation

Install from GitHub:

git clone https://github.com/lo2589/AILOCK.git
cd AILOCK
pip install .

For editable development installs:

git clone https://github.com/lo2589/AILOCK.git
cd AILOCK
pip install -e .

Check the command:

If the command is not on your PATH, use the module entry point:

Quick Start

# Encrypt a file in place.
ailock lock secret.py

# AI/file tools see ciphertext.
cat secret.py
grep "password" .

# You can still use the code.
ailock show secret.py
ailock run secret.py
ailock open .

# Restore plaintext on disk when needed.
ailock unlock secret.py

The key idea:

ailock lock app.py      # app.py becomes ciphertext on disk
ailock run app.py       # app.py is decrypted in memory and executed

Memory-only Execution

ailock 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.

ailock run main.py
ailock run -m mypackage
ailock run app.py -- --port 8080

While the program is running, AiLock 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 AiLock-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, AiLock decrypts it for the runtime while the filesystem still contains ciphertext.

Commands

ailock lock <path>

Encrypt a file or directory in place.

ailock lock secret.py
ailock lock src/
ailock lock secret.py --recovery

Notes:

  • Directories are processed recursively.
  • Already locked files are skipped.
  • Plaintext backups are stored as encrypted ZIP backups under .ailock/backups/ by default.
  • --recovery prints a recovery key. Save it separately; it is not shown again.

ailock run <path>

Run encrypted Python code without writing plaintext back to disk.

ailock run main.py
ailock run -m mypackage
ailock run app.py -- --port 8080

Runtime interception layers:

  • import hook for encrypted Python modules
  • patched builtins.open
  • patched pathlib.Path.read_text and pathlib.Path.read_bytes

ailock open [path]

Open a GUI plaintext viewport/editor for a directory.

ailock open .
ailock open src/

Locked files are decrypted for display. Saving writes encrypted content back to disk.

ailock show <file>

Print decrypted content to stdout without modifying the file.

ailock show secret.py
ailock show secret.py | head

ailock unlock <path>

Decrypt a file or directory back to plaintext on disk.

ailock unlock secret.py
ailock unlock src/ --backup

ailock recover <file>

Recover a locked file using a recovery key generated by --recovery.

ailock freelock [path]

Start a stdin/stdout JSON-RPC workspace server for controlled plaintext access.

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

ailock status file.py
ailock forget
ailock forget --all
ailock config
ailock config backup-dir /path/to/backups
ailock init --as aa

ailock 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

AiLock 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.

AiLock 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 AiLock 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

aloc/
  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   .ailock manifest and backup management
  recovery.py   recovery key support
  install.py    custom command-name launcher

Dependency Summary

  • argon2-cffi
  • cryptography
  • pyzipper
  • tkinter for the GUI, provided by many Python installations

License

MIT