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

Jina AI
Jina AI
V
Visual Studio Blog
博客园 - 司徒正美
TaoSecurity Blog
TaoSecurity Blog
博客园 - 聂微东
IT之家
IT之家
博客园_首页
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
C
Cyber Attacks, Cyber Crime and Cyber Security
博客园 - Franky
雷峰网
雷峰网
罗磊的独立博客
S
Schneier on Security
C
Cybersecurity and Infrastructure Security Agency CISA
The Cloudflare Blog
T
Tailwind CSS Blog
B
Blog RSS Feed
H
Help Net Security
T
The Blog of Author Tim Ferriss
C
CXSECURITY Database RSS Feed - CXSecurity.com
T
Threatpost
C
CERT Recently Published Vulnerability Notes
博客园 - 三生石上(FineUI控件)
P
Palo Alto Networks Blog
I
Intezer
G
GRAHAM CLULEY
Engineering at Meta
Engineering at Meta
S
Securelist
J
Java Code Geeks
V
V2EX
Y
Y Combinator Blog
Simon Willison's Weblog
Simon Willison's Weblog
L
LINUX DO - 热门话题
云风的 BLOG
云风的 BLOG
Spread Privacy
Spread Privacy
MongoDB | Blog
MongoDB | Blog
P
Privacy International News Feed
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
B
Blog
Forbes - Security
Forbes - Security
Google Online Security Blog
Google Online Security Blog
Help Net Security
Help Net Security
S
SegmentFault 最新的问题
N
Netflix TechBlog - Medium
Webroot Blog
Webroot Blog
Microsoft Security Blog
Microsoft Security Blog
SecWiki News
SecWiki News
Scott Helme
Scott Helme
aimingoo的专栏
aimingoo的专栏
N
News and Events Feed by Topic

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
Bashkit — awesomely fast virtual bash sandbox in Rust
chalyi · 2026-06-20 · via Hacker News - Newest: "AI"

Virtual bash for AI agents

Bashkit runs untrusted shell scripts from AI agents without spawning a single OS process. 156 reimplemented commands, substantial POSIX shell language coverage, a virtual filesystem, resource limits, and tool interfaces for agent frameworks — all in-memory, all sandboxed.

Quick starts Agents Rust Python TypeScript

Start in Rust

Install the crate.

cargo add bashkit
Go deeper

Runtime surface

Browse the builtins that make the sandbox usable.

Text processing, files, archives, network, Python, TypeScript, and shell control all live in-process.

grepsedawkjqcurlfindxargstargitsshpythontypescript

See all 156 builtins

Agent development

Start with the skill, then embed the runtime.

The Bashkit skill gives coding agents the right local context: sandbox model, package APIs, builtins, examples, and agent-tool patterns. Install it first, then add Bashkit to the host project.

1

Install the skill

Give your coding agent Bashkit-specific usage notes and examples.

npx skills add everruns/bashkit
2

Ask agent to add it

Prompt your coding agent to wire Bashkit into the host project.

Using bashkit, add support for a bash tool
3

Enjoy :)

Use the new bash tool in your agent workflow.

Product surface

What bashkit gives you

A single runtime you can embed in agents, CLIs, editors, and evaluation harnesses. No sidecar process, no container overhead, no external dependencies at runtime.

POSIX-compliant interpreter

Substantial IEEE 1003.1-2024 Shell Command Language coverage, plus bash extensions: arrays, [[ ]], brace expansion, extended globs, coprocesses, traps.

156 reimplemented commands

grep, sed, awk, jq, curl, tar, find, xargs, and 150+ more — pure Rust, no shelling out.

LLM tool contract

BashTool with discovery metadata, streaming output, and system prompts. Plug into any agent framework.

Interactive shell

Run bashkit with no args for a local REPL with line editing and multiline input.

Snapshotting

Serialize shell state and VFS contents to bytes. Checkpoint any workload, resume anywhere.

Scripted tool orchestration

Compose ToolDef + callback pairs into a ScriptedTool driven by a bash script.

Quick start

Three languages, one runtime

Start with the core Rust crate, or drop the same runtime into Python and TypeScript when you need it inside an existing stack.

use bashkit::Bash;

#[tokio::main]
async fn main() -> anyhow::Result<()> {
    let mut bash = Bash::new();
    let out = bash.exec("echo hello world").await?;
    println!("{}", out.stdout);
    Ok(())
}
from bashkit import Bash

bash = Bash()
result = bash.execute_sync("echo 'Hello, World!'")
print(result.stdout)

bash.execute_sync("export APP_ENV=dev")
print(bash.execute_sync("echo $APP_ENV").stdout)
import { Bash } from "@everruns/bashkit";

const bash = new Bash();
const result = bash.executeSync('echo "Hello, World!"');
console.log(result.stdout);

bash.executeSync("X=42");
console.log(bash.executeSync("echo $X").stdout);
use bashkit::Bash;

#[tokio::main]
async fn main() -> anyhow::Result<()> {
    let mut bash = Bash::new();
    bash.exec("mkdir -p /tmp/data").await?;
    bash.exec("echo 'hello' > /tmp/data/out.txt").await?;

    let r = bash.exec("cat /tmp/data/out.txt | tr a-z A-Z").await?;
    print!("{}", r.stdout); // HELLO
    Ok(())
}

Security

Hostile input is the default assumption

Defense in depth across every layer — process, filesystem, network, parser, and runtime. See the full threat model for 250+ mitigations.

No process spawning

156 commands reimplemented in Rust — no fork, exec, or shell escape.

Virtual filesystem

Scripts see an in-memory FS by default. No host access unless mounted.

Network allowlist

HTTP is denied by default. Each domain must be explicitly allowed.

Resource limits

Caps on commands (10K), loops (100K), function depth, output (10MB), input (10MB).

Parser limits

Timeout, fuel budget, AST depth — pathological input can't hang the interpreter.

Panic recovery

Every builtin is wrapped in catch_unwind. A panic in one command can't crash the host.

LLM evals

How well do LLMs use bashkit?

Bashkit ships with a 58-task LLM eval harness across 15 agentic categories. Results below are from the 2026-02-28 run:

Explore historical trends

ModelScoreTasks passed
Claude Haiku 4.5 97% 54/58
Claude Sonnet 4.6 93% 48/58
Claude Opus 4.6 91% 50/58
GPT-5.3-Codex 91% 51/58
GPT-5.2 77% 41/58