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

Cisco Talos Blog
Cisco Talos Blog
K
Kaspersky official blog
T
The Exploit Database - CXSecurity.com
NISL@THU
NISL@THU
AWS News Blog
AWS News Blog
V2EX - 技术
V2EX - 技术
Google DeepMind News
Google DeepMind News
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
S
Security @ Cisco Blogs
让小产品的独立变现更简单 - ezindie.com
让小产品的独立变现更简单 - ezindie.com
Recent Commits to openclaw:main
Recent Commits to openclaw:main
J
Java Code Geeks
Microsoft Azure Blog
Microsoft Azure Blog
Attack and Defense Labs
Attack and Defense Labs
Jina AI
Jina AI
The Last Watchdog
The Last Watchdog
W
WeLiveSecurity
H
Help Net Security
V
Visual Studio Blog
宝玉的分享
宝玉的分享
C
Cybersecurity and Infrastructure Security Agency CISA
T
Threat Research - Cisco Blogs
IT之家
IT之家
Hugging Face - Blog
Hugging Face - Blog
Latest news
Latest news
T
Tor Project blog
I
Intezer
美团技术团队
GbyAI
GbyAI
T
Tailwind CSS Blog
Last Week in AI
Last Week in AI
博客园 - 三生石上(FineUI控件)
Google DeepMind News
Google DeepMind News
Scott Helme
Scott Helme
Y
Y Combinator Blog
博客园 - 司徒正美
T
Tenable Blog
O
OpenAI News
N
News and Events Feed by Topic
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
V
Vulnerabilities – Threatpost
P
Palo Alto Networks Blog
博客园 - 聂微东
酷 壳 – CoolShell
酷 壳 – CoolShell
D
Darknet – Hacking Tools, Hacker News & Cyber Security
T
Threatpost
Google Online Security Blog
Google Online Security Blog
Apple Machine Learning Research
Apple Machine Learning Research
云风的 BLOG
云风的 BLOG
Help Net Security
Help Net Security

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 - crufter/safer: Sleep better while AI agents have shell access.
friendly_cha · 2026-04-24 · via Hacker News - Newest: "AI"

Sleep better while AI agents have shell access.

$ safer bash -lc 'rm go.mod'
safer: command requires user attention (blocked)
capabilities: read-only
action: block
command: bash -lc 'rm go.mod'
findings:
- bash -c [data-delete]: file deletion command requires user attention (rm)
instruction: bring this to the user's attention. Do not retry, rephrase, or bypass this command without explicit user approval.
exit status 2

safer is a command wrapper for AI coding agents with full shell access to a workspace.

By default, safer allows only known read-only commands. Anything that writes data, deletes data, mutates a runtime environment, changes infrastructure, or is not understood by safer requires an explicit capability flag.

safer is not a sandbox, a permissions system, or a CI/CD policy engine. It is a pre-execution guardrail for local agent workspaces.

Why

AI agents are increasingly given broad access to real development workspaces. They can edit files, run package managers, operate Docker, call kubectl, query databases, and push git branches.

That is powerful, but it means an agent can accidentally run commands like:

  • rm -rf
  • psql -c 'DELETE FROM users'
  • kubectl delete pod api-0
  • terraform destroy
  • git push --force-with-lease
  • curl ... | sh

safer makes risky commands visible to a human by printing a clear alert and exiting with a dedicated status code. The point is to make an AI-operated workspace safer when the AI can run shell commands.

Install

go install github.com/crufter/safer@latest

From a checkout:

go install .

Quick Start

Known reads pass by default:

safer bash -lc 'cat go.mod'
safer kubectl get pods -A

Grant data write capability for ordinary workspace/data changes:

safer --data-write git commit -m change
safer --dw npm install

Grant ephemeral environment capability for temporary runtime/session operations:

safer --env-ephemeral kubectl port-forward svc/api 8080:80
safer --ee docker restart api

Grant persistent environment capability for infrastructure or remote state changes:

safer --env-persistent terraform apply
safer --ep helm upgrade api ./chart

Grant data delete capability only when deletion/removal is intentional:

safer --data-delete rm stale.log
safer --dd npm uninstall left-pad

Unknown commands are blocked unless explicitly allowed:

safer --allow-unknown custom-tool status

Inspect without executing:

safer --dry-run --dw git commit -m change

Warn but still execute:

safer --action=warn --ee docker restart api

Agent Integration

Tell your coding agent that safer starts read-only and extra capabilities must be explicit.

Recommended defaults:

export SAFER_ACTION=block

Codex

Add this to your Codex instructions:

Run shell commands through safer when they may change files, dependencies,
databases, containers, clusters, cloud resources, git state, or remote services.

By default, use:
  safer <command> [args...]

Grant only the needed capability:
  safer --dw <command> [args...]  for data/workspace writes
  safer --dd <command> [args...]  for data deletion/removal
  safer --ee <command> [args...]  for temporary runtime/session operations
  safer --ep <command> [args...]  for persistent infrastructure/environment changes

If safer blocks a command, stop and ask me before retrying, rephrasing, or
attempting a different command with the same effect.

If you maintain a repository-specific AGENTS.md, put the instruction there so Codex sees it every time it works in the repo:

## Command Safety

Use `safer` for shell commands.

Grant only the minimum capability needed:

- `--dw` for data/workspace writes
- `--dd` for data deletion/removal
- `--ee` for temporary runtime/session operations
- `--ep` for persistent environment/infrastructure changes

When `safer` exits with status 2, stop and ask for approval.

Claude Code

Add this to your Claude Code project instructions, for example in CLAUDE.md:

## Command Safety

Run potentially risky shell commands through `safer`.

Default read-only:

```sh
safer <command> [args...]
```

Grant capabilities only when needed:

```sh
safer --dw <command> [args...]
safer --ee <command> [args...]
safer --ep <command> [args...]
```

If `safer` blocks a command, do not retry or bypass it. Ask for explicit approval.

Examples Claude Code can follow:

safer --dw git commit -m change
safer --ee kubectl port-forward svc/api 8080:80
safer --ep terraform apply
safer --dd psql -c 'DELETE FROM users WHERE id = 1'

Shell Aliases

Aliases are useful for humans, but agent tools may not load your interactive shell profile. Prefer explicit safer ... commands in agent instructions.

For interactive use:

alias sdw='safer --dw'
alias sdd='safer --dd'
alias see='safer --ee'
alias sep='safer --ep'

CLI

safer [flags] <command> [args...]

Capability flags:

      --data-write       allow non-destructive data/workspace/database writes
      --data-delete      allow data deletion/removal and destructive data actions
      --env-ephemeral    allow temporary runtime/session/environment operations
      --env-persistent   allow persistent environment/infrastructure changes
      --allow-unknown    allow unknown commands/subcommands

Short aliases:

      --dw   alias for --data-write
      --dd   alias for --data-delete
      --ee   alias for --env-ephemeral
      --ep   alias for --env-persistent

Other flags:

      --action string   alert action: block or warn
      --dry-run         inspect only; do not execute the command
  -h, --help            help for safer

Defaults:

  • no capabilities: known read-only commands only
  • --action=block

Capabilities

Default: read-only

No flag is needed. Known read-only commands pass. Data writes, data deletes, environment mutations, and unknown commands block.

--data-write

Allows non-destructive data/workspace/database writes.

Examples:

  • SQL: INSERT, UPDATE, CREATE, MERGE, COPY
  • Shell: cp, mv, mkdir, touch, tee
  • Git: git add, git commit, non-destructive ref changes
  • Packages: npm install, go mod tidy, cargo add
  • Local files: terraform init, terraform fmt, terraform plan -out

--data-delete

Allows destructive data deletion/removal.

Examples:

  • SQL: DELETE, DROP, TRUNCATE, ALTER, GRANT, REVOKE
  • Shell: rm, rmdir, unlink, truncate, dd, mkfs
  • Git: git reset --hard, git clean -f, git push --force
  • Package removals: npm uninstall, apt remove, brew uninstall
  • Shell patterns: curl | sh, find -delete, xargs rm

--env-ephemeral

Allows temporary runtime/session/environment operations.

Examples:

  • Kubernetes: kubectl exec, kubectl debug, kubectl port-forward, kubectl proxy, kubectl rollout restart
  • Containers: docker restart, docker compose up
  • Services: systemctl restart, service restart

--env-persistent

Allows persistent environment/infrastructure changes.

Examples:

  • Kubernetes: kubectl apply, kubectl patch, kubectl scale
  • Helm: helm install, helm upgrade, helm rollback
  • Infrastructure: terraform apply, pulumi up
  • Cloud CLIs: create/update/start/stop style operations
  • Remote repository state: git push, GitHub CLI mutations

--allow-unknown

Allows commands or subcommands that safer does not understand. Keep this off unless the command is project-specific and you know its behavior.

Configuration

safer can read defaults from the nearest .saferrc, walking from the current directory up to the filesystem root. CLI flags override environment variables, and environment variables override .saferrc.

Example .saferrc:

data_write=false
data_delete=false
env_ephemeral=false
env_persistent=false
allow_unknown=false
action=block

Supported keys:

  • data_write
  • data_delete
  • env_ephemeral
  • env_persistent
  • allow_unknown
  • action: block or warn

Environment variables:

SAFER_DATA_WRITE=true
SAFER_DATA_DELETE=true
SAFER_ENV_EPHEMERAL=true
SAFER_ENV_PERSISTENT=true
SAFER_ALLOW_UNKNOWN=true
SAFER_ACTION=block

Compatibility aliases:

  • --readonly and --careful mean no capabilities.
  • --nondestructive means --data-write --env-ephemeral --env-persistent.
  • --care, --level, --mode, SAFER_CARE, SAFER_LEVEL, SAFER_MODE, and old .saferrc mode values are still accepted for compatibility.

Output

When a command is blocked, safer prints an alert and exits with status 2:

safer: command requires user attention (blocked)
capabilities: read-only
action: block
command: kubectl rollout restart deployment/api
findings:
- command [env-ephemeral]: kubectl rollout changes workload state (kubectl rollout restart)
instruction: bring this to the user's attention. Do not retry, rephrase, or bypass this command without explicit user approval.

With --action=warn, safer prints the same alert and then executes the command.

Supported Tools

safer has first-pass policies for:

  • SQL clients: psql, mysql, mariadb, sqlite3
  • Shells: bash, sh, zsh, fish
  • Kubernetes and releases: kubectl, k, helm
  • Containers: docker, docker-compose
  • Version control and GitHub: git, gh
  • Infrastructure: terraform, tofu, pulumi
  • Package managers: npm, pnpm, yarn, bun, pip, pip3, uv, poetry, cargo, go, apt, apt-get, dnf, yum, brew
  • Services and cloud CLIs: systemctl, service, aws, gcloud, az

It also inspects:

  • Inline SQL flags such as psql -c, psql -f, and mysql -e
  • SQLite SQL arguments and .read files
  • Shell payloads passed to bash -c, bash -lc, sh -c, zsh -c, and script files
  • Nested commands such as bash -lc "psql -c 'DELETE FROM users'"

Exit Codes

  • 0: command passed inspection and completed successfully, or --dry-run passed
  • 1: safer usage or validation error
  • 2: command was blocked
  • Any other code: exit code from the wrapped command

Development

Run tests:

go test ./...

Run the CLI locally:

go run . --help
go run . --dry-run --ee kubectl rollout restart deployment/api

Limitations

safer uses conservative heuristics. It cannot understand every shell construct, every tool-specific plugin, or every domain-specific command.

It also cannot help if the agent simply does not use it. Integrate it through agent instructions, repo instructions, wrapper scripts, or a shell environment that makes safer the normal path for environment-changing commands.

For strict isolation, use an actual sandbox, container, VM, restricted credentials, or read-only infrastructure permissions. safer is meant to make full-access AI workspaces safer by catching common risky commands early and making them explicit.