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

G
GRAHAM CLULEY
GbyAI
GbyAI
Y
Y Combinator Blog
WordPress大学
WordPress大学
有赞技术团队
有赞技术团队
博客园 - 【当耐特】
博客园 - 司徒正美
The GitHub Blog
The GitHub Blog
博客园_首页
大猫的无限游戏
大猫的无限游戏
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
M
MIT News - Artificial intelligence
L
LangChain Blog
阮一峰的网络日志
阮一峰的网络日志
B
Blog RSS Feed
H
Hackread – Cybersecurity News, Data Breaches, AI and More
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
V
Vulnerabilities – Threatpost
V
Visual Studio Blog
V
V2EX
K
Kaspersky official blog
T
Tenable Blog
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
Scott Helme
Scott Helme
云风的 BLOG
云风的 BLOG
P
Palo Alto Networks Blog
P
Proofpoint News Feed
Spread Privacy
Spread Privacy
月光博客
月光博客
C
CXSECURITY Database RSS Feed - CXSecurity.com
The Hacker News
The Hacker News
Recorded Future
Recorded Future
Security Latest
Security Latest
雷峰网
雷峰网
S
SegmentFault 最新的问题
Hacker News - Newest:
Hacker News - Newest: "LLM"
A
About on SuperTechFans
博客园 - 聂微东
N
News | PayPal Newsroom
Hugging Face - Blog
Hugging Face - Blog
Microsoft Security Blog
Microsoft Security Blog
N
News and Events Feed by Topic
Stack Overflow Blog
Stack Overflow Blog
小众软件
小众软件
美团技术团队
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
P
Proofpoint News Feed
W
WeLiveSecurity
I
Intezer
www.infosecurity-magazine.com
www.infosecurity-magazine.com

Hacker News: Show HN

PurrrrrFocus: Pomodoro Timer App - App Store Workflow Engine — Multi-Step Orchestration for Bun RapidPhoto: Pro Photo Editor App - App Store GitHub - DheerG/swarms: Achieve extraordinary results with claude code across a variety of tasks SPICE simulation → oscilloscope → verification with Claude Code — Lucas Gerads Show HN: VCoding – A 5 MB native Windows IDE with no dynamic dependencies Show HN: LLMs don't hallucinate because they're bad at math, it's the format GitHub - Agent-FM/agentfm-core: AgentFM is a peer-to-peer network that turns everyday computers into a decentralized AI supercomputer. AgentFM lets you run massive AI workloads directly across a global mesh of idle CPUs and GPUs. Show HN: Tracking Top US Science Olympiad Alumni over Last 25 Years GitHub - Potarix/agent-hub: One place to talk to all your agents Show HN: Runtime security for AI agents(injection,tool abuse, data exfiltration) GitHub - dubeyKartikay/lazyspotify: Terminal Spotify client for macOS and Linux GitHub - the-banana-tool/king-louie: Easy to use GUI Personal AI Assistant. Win/Linux/Mac. Show HN I made my vacation rental bookable by AI agents–no Airbnb, 0% commission GitHub - basteez/jsf-autoreload: maven plugin to enable hot reload on jsf projects uvm32/hosts/host-gdbstub at main · ringtailsoftware/uvm32 GitHub - labsai/EDDI: Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus. GitHub - glitchnsec/fortyone-oss: AI Executive Assistant Platform Quickstart | Alien GitHub - muxshed/shed: One stream in, or many. Every destination, simultaneously. No cloud middleman, no per-channel fees, no limits. GitHub - ocrbase-hq/ocrbase: 📄 PDF/IMG ->.MD/JSON Document OCR API for PaddleOCR and GLMOCR. Self-hostable. GitHub - impactjo/home-memory: MCP server that lets your AI assistant remember everything about your home. GitHub - Sets88/dbcls: DbCls is a powerful terminal database client that supports various databases GitHub - neptun2000/heor-agent-mcp GitHub - SeanFDZ/macmind: Single-layer transformer in HyperTalk for the classic Macintosh RollQuation: Math Puzzles - Apps on Google Play GitHub - dropbox/witchcraft Show HN: Agent-cache – Multi-tier LLM/tool/session caching for Valkey and Redis GitHub - opentalon/opentalon: OpenTalon is an open-source platform built from the ground up in Go as a robust alternative to OpenClaw LinkedIn™ 职位抓取工具 - Chrome 应用商店 GitHub - EdoardoBambini/Agent-Armor-Iaga: AI agents are getting tool access — shell, file system, databases, APIs, secrets. But **nobody is governing what they actually do with it**. Frameworks like LangChain, CrewAI, AutoGen, and Claude Code give agents the power to execute. Agent Armor gives you the power to control, audit, and approve every single action before it happens. HN Vibes — Week 15, Apr 7–13 2026 GitHub - chojs23/ec: Easy terminal-native 3-way git mergetool vim-like workflow GitHub - SethPyle376/hiraeth: Local AWS emulator focused on fast integration testing, with SQS support, SQLite-backed state, and a debug-friendly web UI. GitHub - JakOb-dotcom/cloud-sandbox-security-analysis: Technical analysis and Proof of Concept (PoC) regarding environment variable exfiltration in containerized cloud sandboxes via side-channel data leaks. Springboards - Flint Alpha Show HN: A simpler coding agent harness GitHub - audiodude/sudomake-friends GitHub - 256thFission/mini-mythos: OSS clone of Anthropic’s Mythos harness to locate C/C++ memory vulnerabilities Show HN: OpenParallax: OS-level privilege separation for AI agent execution Hacker News Sorted - Chrome 应用商店 Show HN: How to Install Docker on Ubuntu 24.04 LTS: Complete 2026 Guide GitHub - himanshudongre/smriti GitHub - sverrirsig/claude-control: macOS desktop dashboard for monitoring and managing multiple Claude Code sessions GitHub - ory/dockertest: Write better integration tests! Dockertest helps you boot up ephermal docker images for your Go tests with minimal work. Chiral - Chrome 应用商店 Show HN: Two Claudes collaborating through shared memory on a $100 mini-PC GitHub - pmichaillat/latex-cv: Minimalist LaTeX template for academic CVs GitHub - oguzbilgic/posse: A web UI for Anthropic Managed Agents. GitHub - sshiraz/depsly: Dependency risk analysis tool for npm packages ABI Add safari/agent-harness — Safari browser automation via safari-mcp by achiya-automation · Pull Request #212 · HKUDS/CLI-Anything GitHub - Halfblood-Prince/trustcheck: Verify PyPI package attestations and improve Python supply-chain security GitHub - oguzbilgic/kern-ai: Agents that do the work and show it. GitHub - bruits/satteri: High-performance Markdown and MDX processing for the JavaScript ecosystem GitHub - tylergibbs1/feedstock: High-performance web crawler and scraper for TypeScript, powered by Bun and Playwright GitHub - Grimm67123/grimmbot: The self-improving sandboxed and open-source AI agent. With persistent memory and scheduling. GitHub - whitevanillaskies/whitebloom: Local whiteboard that blooms. GitHub - hwdsl2/docker-whisper: Docker image for a self-hosted Whisper speech-to-text server with speaker diarization and OpenAI-compatible transcription and translation APIs. Powered by faster-whisper. Supports all Whisper models, NVIDIA GPU (CUDA) acceleration, JSON/SRT/VTT output, SSE streaming, offline mode, and multi-arch (amd64, arm64). GitHub - yisding/reviewwiggum GitHub - MarwanAlsoltany/serrors: Structured errors for Go: sentinel hierarchies, typed data, custom formatting, and slog integration. GitHub - soatok/age-php GitHub - Luthiraa/markitme GitHub - stagas/rtdiff: realtime git diff gui and AI-assisted commits GitHub - tombedor/excalicharts GitHub - wh1le/excalidraw-edit: Open and edit .excalidraw files from the terminal. Offline, auto-saves to disk. MalExt Sentry - Malicious Extension Scanner - Chrome 应用商店 GitHub - syi0808/asciianimesvg: Generate animated ASCII art SVGs from text. CLI, Rust library, WASM, and web editor. GitHub - zaina-ml/ml_forge: A visual-based graph node editor for training computer vision models. GitHub - anakin87/llm-rl-environments-lil-course: 🌱 A little course on Reinforcement Learning Environments for evaluating and training Language Models GitHub - takaakit/superpowers-uml: Superpowers-UML modifies Superpowers to ensure a software development workflow in which AI agents design through UML modeling. AdriByte Studio - Sviluppo Web e Soluzioni Digitali GitHub - chouligi/angel-copilot: Your personalized Angel Investment Advisor Show HN: MoodSense AI (ML and FastAPI and Gradio, Deployed on Hugging Face) Moodsense Ai - a Hugging Face Space by aman179102 GitHub - agenteractai/lodmem: Level Of Detail Context Management for Agents GitHub - ostefani/subnetlens: A fast, concurrent network scanner with a TUI and plain-text CLI, built in Go. It discovers live hosts on your network, scans their open ports, resolves hostnames, and fingerprints operating systems—delivered. Cyber Pulse: Agentic Intel - Apps on Google Play Whisper API: Self-Hostable Speech to Text Transcription The Agent-Web Protocol Stack: A Research Thesis GitHub - msmarkgu/RelayFreeLLM: A restful API designed to route user prompts to various AI model providers. Show HN: Provepy – A Python decorator that proves your code using Lean and LLMs Show HN: Pardonned.com – A searchable database of US Pardons GitHub - patrickdappollonio/dux: Dux is a terminal UI that lets you run multiple AI coding agents side by side, each in its own git worktree, with full companion terminals, macros, commit generation, and a command palette that knows more tricks than you do. kMC Crystal Simulator Show HN: HyperFlow – A self-improving agent framework built on LangGraph GitHub - stef41/vibescore: 🎵 Grade your vibe-coded project. One command, instant letter grade across security, quality, dependencies, and testing. GitHub - stef41/lmscan: 🔍 Detect AI-generated text and fingerprint which LLM wrote it. Open-source GPTZero alternative. Zero dependencies, works offline. imgur.com GitHub - visionscaper/collabmem: Enabling long-term collaboration with Agentic AI - building up episodic and world model memory over time with in-context awareness 在 Steam 上购买 FriedrichAI: Offline AI 立省 10% 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. GitHub - nowork-studio/toprank: Open-source Claude Code skills for SEO, SEM, Google Ads GitHub - tacomanator/sash: Lightweight macOS menu bar app for reliably cycling through windows of the current application. Appents | Social Media Management for Product-First Teams GitHub - pnhoang/youtube-spam-blocker: Automatically detects and hides spam messages in YouTube Live chat. Set rate limits, keyword filters, and block repeat offenders. GitHub - decisionnode/DecisionNode: CLI + Local MCP - A shared structured memory store across Claude Code, Cursor, Windsurf, Antigravity, and every MCP client. Semantically queryable. GitHub - AvaCodeSolutions/django-email-learning: An open source Django app for creating email-based learning platforms with IMAP integration and React frontend components. The $100K Gap in Kubernetes Security Tooling Function Calling Harness: From 6.75% to 100%
GitHub - unixfile/kv: Command-line tool and Go library for the keyval format
unixfile · 2026-06-16 · via Hacker News: Show HN

Command-line tool and Go library for the keyval format: flat key-value pairs whose dotted paths build an implicit tree, a nested associative array keyed by names or indices.

build.00 ./configure --prefix=/usr
build.01 make
build.parallel yes
person.0.email \0
person.0.name Charles Ingvar Jönsson
person.1.name Anna
planets

The format is specified at github.com/unixfile/keyval. This implementation is strictly downstream from the spec.

Usage

usage: kv [-f file] [-F file] <command> [args]

  -f file   use file for this command only
  -F file   set the tty session file; -F prints it, -F- detaches
  -v        print the version

  create      c  <key> [value]  write a new leaf
  read        r  [key]          print a value, all pairs under a prefix, or all
  update      u  <key> [value]  overwrite a leaf
  delete      d  <key>          delete a leaf
  rmtree      D  <key>          delete a subtree
  push        p  <key> [value]  append to a sequence
  pop         P  <key>          remove and print the last item
  keys        k  [key]          list child keys, containers dotted
  edit        e                 open in $EDITOR, values aligned
  fmt         f                 sort and validate
  tree        t  [key]          print the tree, or a subtree under a key
  kv                            convert JSON (stdin) to keyval
  json                          convert keyval to JSON
  completion     bash           print the bash completion script
  magic                         print a file(1) magic block for ~/.magic

  <key>=<value>              create or update a leaf
  <key>+=<value>             append to a sequence
  <key>--                    remove and print the last item
  <key>-                     delete a leaf
  <key>                      print a value or a subtree

Operators are the short form for daily use. The commands name the same operations and add strictness: create fails on an existing key, update on a missing one. A command name wins over a key spelled the same, so a key literally named tree needs kv r tree.

The file is resolved in order: -f, the KV_FILE environment variable, the session file, and finally a lone .kv file in the current directory; JSON never resolves implicitly. -F binds a file to the current terminal, so a session needs no flag at all:

$ kv -F todo.kv
$ kv title="Spring cleaning"
$ kv steps+="buy boxes"
$ kv steps+="pack books"
$ kv t
steps
  0 buy boxes
  1 pack books
title Spring cleaning
$ kv steps--
pack books
$ kv title
Spring cleaning

-F identifies the terminal through /proc, so the session binding is Linux-only; elsewhere use -f, KV_FILE, or a lone .kv file.

Mutations are atomic: write to a temp file, validate, rename. A failed operation leaves the file untouched. Before each overwrite the old content is copied to ${XDG_STATE_HOME:-$HOME/.local/state}/kv, ten copies deep per file.

Install

go install github.com/unixfile/kv/cmd/kv@latest

Or clone and run make install.

Edit

kv e opens the file in $VISUAL, $EDITOR or vi. The view puts a dotted leader after every key so the values line up in one column, like a table of contents:

build.00......... ./configure --prefix=/usr
build.01......... make
build.parallel... yes
person.0.email... \0
planets..........
title............ Spring cleaning

The dots are presentation only and are stripped on save. New lines may be typed with or without them. Blank lines vanish, out of order keys sort themselves. A parse error appears as a comment at the top and the editor reopens; decline and the draft survives in /tmp. Exiting the editor with a nonzero status, :cq in vim, aborts without writing. A file that changed on disk while the editor was open prompts before being overwritten.

JSON

kv kv and kv json convert on stdin and stdout. A file named *.json converts on the fly, which turns every command into a JSON editor:

$ kv -f config.json update db.port 9090
$ kv -f config.json push tags staging

Conversion is heuristic and lossy at the edges. A leaf spelled exactly like a JSON number, true, false or null converts to that type; everything else stays a string. Scalars therefore round-trip, including null. Markers become {}, so an empty JSON array returns as an empty object.

Keys follow the document. A .kv file allows only the strict grammar: lowercase names and indices. When the document is JSON, a .json file or the json verbs, keys are taken verbatim, so maxRetries, Content-Type and $schema all work. Keys are never folded or renamed. Names with dots, spaces or control characters cannot be represented, and neither can numeric names that do not count from zero. A key holding an operator character needs the verb form on the command line: kv r 'a=b'.

File type

kv magic prints a file(1) magic block that recognises keyval files by the hash line kv writes. Append it to your ~/.magic to teach file the format:

$ kv magic >> ~/.magic
$ file todo.kv
todo.kv: keyval data, github.com/unixfile/keyval
$ file --mime-type todo.kv
todo.kv: text/x-keyval

The block is a fenced section keyed by the spec URL, so it removes cleanly and never collides with other rules. The uninstall command rides along as a comment inside it:

sed -i '\|^# >>> github.com/unixfile/keyval >>>$|,\|^# <<< github.com/unixfile/keyval <<<$|d' ~/.magic

Detection needs file/libmagic, present on Linux, macOS and the BSDs; the !:ext line needs file 5.23 or newer. Where file is absent nothing is lost, the format does not depend on it.

Library

import "github.com/unixfile/kv"

f, err := kv.Parse(data) // strict; kv.ParseLenient sorts and repairs
val, err := f.Read(key)
err = f.Push(key, "value")
out := f.String()

Structs marshal to lowercased field names. A kv tag renames a field; kv:"-" skips it:

type config struct {
	Host    string
	Port    int
	BaseURL string `kv:"base_url"`
}

f, err := kv.Marshal(config{Host: "localhost", Port: 8080})
var c config
err = kv.Unmarshal(f, &c)

kv.FromJSON and kv.ToJSON expose the converter in Go. The package-level functions use the strict key grammar; the JSON-keys dialect is explicit, as in kv.JSONKeys.FromJSON, kv.JSONKeys.Parse and kv.JSONKeys.ParseKey. The library never touches the filesystem.

Completion

Bash completion for verbs, flags, files and keys:

Add that to .bashrc for every shell, or install it once:

kv completion bash > \
  ${XDG_DATA_HOME:-$HOME/.local/share}/bash-completion/completions/kv

License

MIT, see LICENSE.