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

T
Tenable Blog
Engineering at Meta
Engineering at Meta
The Register - Security
The Register - Security
N
Netflix TechBlog - Medium
D
Docker
Vercel News
Vercel News
云风的 BLOG
云风的 BLOG
月光博客
月光博客
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
D
DataBreaches.Net
IT之家
IT之家
V
V2EX
人人都是产品经理
人人都是产品经理
F
Fortinet All Blogs
J
Java Code Geeks
酷 壳 – CoolShell
酷 壳 – CoolShell
博客园 - 叶小钗
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
雷峰网
雷峰网
博客园 - Franky
Hugging Face - Blog
Hugging Face - Blog
有赞技术团队
有赞技术团队
aimingoo的专栏
aimingoo的专栏
MongoDB | Blog
MongoDB | Blog
P
Privacy International News Feed
F
Full Disclosure
P
Proofpoint News Feed
B
Blog RSS Feed
T
Tor Project blog
T
The Blog of Author Tim Ferriss
B
Blog
Webroot Blog
Webroot Blog
腾讯CDC
T
Troy Hunt's Blog
T
Tailwind CSS Blog
H
Heimdal Security Blog
AWS News Blog
AWS News Blog
G
Google Developers Blog
Spread Privacy
Spread Privacy
NISL@THU
NISL@THU
A
About on SuperTechFans
SecWiki News
SecWiki News
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
I
InfoQ
M
MIT News - Artificial intelligence
大猫的无限游戏
大猫的无限游戏
美团技术团队
L
LangChain Blog

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 - xilioscient/troskji: Post-quantum multi-path tunnel — Hybrid KEM (X25519+Kyber-1024) · Shamir 3-of-5 SSS · BLAKE3 · XDP/eBPF cover traffic · Rust
xilioscient · 2026-05-27 · via Hacker News: Show HN

Labyrinth-Mesh

labyrinth logo

Post-quantum resilient multi-path tunnel — Hybrid KEM (X25519 + Kyber-1024) · BLAKE3 auth · Shamir 3-of-5 SSS · XDP/eBPF cover traffic · Dilithium3 identity


What it does

Labyrinth-Mesh takes any payload, splits it into 5 shares using Shamir Secret Sharing over GF(2⁸), authenticates each share with BLAKE3, negotiates the session key via Hybrid KEM (X25519 + Kyber-1024 combined), and dispatches shares over N separate UDP paths with variable jitter and independent per-share timing. The receiver needs only 3 of the 5 shares to reconstruct the original plaintext.

The session key combines X25519 and Kyber-1024 — secure against both classical and quantum adversaries. Replay protection uses a 128-bit sliding window that tolerates out-of-order UDP delivery. Each share is sent from a dedicated socket with a random delay to resist timing correlation attacks.

An optional CBR engine (XDP/eBPF, Linux ≥ 5.15) holds the bitrate constant regardless of whether real traffic is being sent.


Quickstart (3 terminals)

# T1 — receiver
labyrinth recv --ctrl 0.0.0.0:8199 --udp 0.0.0.0:8200 --mgmt 0.0.0.0:9090

# T2 — live TUI
labyrinth-tui --mgmt 127.0.0.1:9090

# T3 — sender (Ctrl+D to close)
labyrinth send --to 127.0.0.1:8199

With Docker:

./quickstart.sh          # build + start, GUI at http://localhost:8080
./quickstart.sh --stop   # stop all containers

Binaries

Binary Description
labyrinth CLI: send recv status setup
labyrinth-tui Ratatui TUI dashboard, 500ms polling
labyrinth-server Standalone management plane
labyrinth_mesh Legacy binary configured via env vars
dashboard Legacy TUI

CLI — labyrinth

labyrinth send

--to <addr>        Receiver ctrl address (hybrid KEM)  [default: 127.0.0.1:8199]
--file, -f <path>  File to send (default: stdin)
--remotes <list>   Comma-separated UDP destinations  [default: 127.0.0.1:8200]
--receiver-key     Dilithium3 fingerprint of receiver (TOFU if omitted)
--jitter-min <ms>  Minimum inter-batch jitter  [default: 200]
--jitter-max <ms>  Maximum inter-batch jitter  [default: 1200]
--stagger <ms>     Max per-share random delay (parallel send)  [default: 5]
--mgmt <addr>      Start management plane on this address

Examples:

labyrinth send --to 192.168.1.10:8199 --file secret.pdf
labyrinth send --to 192.168.1.10:8199 --remotes 192.168.1.10:8200,192.168.1.11:8200
echo "hello" | labyrinth send --to 127.0.0.1:8199

labyrinth recv

--ctrl <addr>        TCP listen for KEM key exchange  [default: 0.0.0.0:8199]
--udp <addr>         UDP listen  [default: 0.0.0.0:8200]
--output, -o <path>  Output file (default: stdout)
--sign               Generate Dilithium3 keypair and print fingerprint
--mgmt <addr>        Start management plane on this address

Examples:

labyrinth recv --output /tmp/received.pdf --mgmt 0.0.0.0:9090
labyrinth recv --sign   # prints fingerprint for --receiver-key on sender side

labyrinth status

labyrinth status
labyrinth status --mgmt 10.0.0.5:9090 --format json

labyrinth setup

labyrinth setup    # interactive wizard

TUI — labyrinth-tui

labyrinth-tui --mgmt 127.0.0.1:9090
Key Action
q / Ctrl+C Quit
p Pause / resume polling
f Failover popup (show paths)
09 Toggle path in popup
Esc Close popup
r Reset local delta counters

Web GUI

The SvelteKit GUI is available via Docker at http://localhost:8080. Shows live metrics via SSE, process logs and per-path controls (pause/resume). Supports Bearer token authentication for the management plane.


Management Plane HTTP API

Endpoint Method Description
/health GET {"status":"ok"/"degraded"/"critical", ...}
/metrics GET Session, fragment, ratchet, replay counters
/metrics/paths GET Per-path bytes/packets array
/metrics/stream GET SSE JSON stream every 1s
/metrics/rtt/p95 GET RTT 95th percentile
/logs GET Last 500 process log entries
/path/{idx}/activate POST Reactivate path idx
/path/{idx}/deactivate POST Deactivate path idx
curl 127.0.0.1:9090/health
curl 127.0.0.1:9090/metrics
curl -H "Authorization: Bearer TOKEN" 127.0.0.1:9090/metrics/stream
curl -X POST 127.0.0.1:9090/path/1/deactivate

Security Stack

Payload
  │
  ▼
GF(2⁸) Shamir SSS        n=5 shares, k=3 threshold — each byte is a point on a degree-2 polynomial
  │
  ▼
Hybrid KEM                X25519 (classical) + Kyber-1024 (post-quantum) combined
  │                        key = BLAKE3-derive(kyber_ss ‖ x25519_ss)
  │  + BLAKE3 auth tag    8 bytes per fragment, constant-time verification
  │  + Key ratchet        key rotation every 10,000 packets via BLAKE3-KDF
  │  + Replay window      128-bit bitmap: tolerates UDP out-of-order delivery
  │  + Dilithium3         optional sender identity (post-quantum signature)
  ▼
UDP multi-path            round-robin across paths, 200–1200ms jitter
  │  + parallel send      each share: dedicated socket + random delay
  ▼
XDP/eBPF cover traffic    constant bitrate (optional, Linux ≥ 5.15)

Threat model: protects against on-path DPI, temporal traffic analysis (with CBR enabled), inter-share timing correlation, replay attacks, and adversaries with quantum computers. Does not protect against physical access to the host.


Build

cargo build --workspace                   # debug
cargo build --release --workspace         # release (LTO + codegen-units=1)
cargo test -p labyrinth-core --lib        # unit tests

Key dependencies:

pqcrypto-kyber     = "0.7"   Kyber-1024 KEM (NIST PQC Level 5)
x25519-dalek       = "2"     X25519 ECDH (hybrid KEM)
pqcrypto-dilithium = "0.5"   Dilithium3 post-quantum signatures
blake3             = "1.5"   Auth tags + KDF + ratchet
sharks             = "0.5"   Shamir Secret Sharing
aes-gcm-siv        = "0.11"  Nonce-reuse resistant AEAD
aya                = "0.12"  eBPF userspace loader
axum               = "0.7"   Management plane HTTP
tokio              = "1"     Async runtime

Environment Variables

Variable Default Description
LABYRINTH_MODE send send or recv (legacy only)
LABYRINTH_CTRL 0.0.0.0:8199 TCP listen for KEM (receiver)
LABYRINTH_RECV_CTRL 127.0.0.1:8199 TCP connect for KEM (sender)
LABYRINTH_UDP_LISTEN 0.0.0.0:8200 UDP listen (receiver)
LABYRINTH_REMOTES 127.0.0.1:8200 UDP destinations, comma-separated
LABYRINTH_JITTER_MIN_MS 200 Minimum inter-batch jitter (ms)
LABYRINTH_JITTER_MAX_MS 1200 Maximum inter-batch jitter (ms)
LABYRINTH_SHARE_STAGGER_MS 5 Max per-share random delay (ms)
LABYRINTH_CBR_ENABLED false 1 → enable XDP cover traffic
LABYRINTH_CBR_BPS 0 (= 2 Mbps) CBR rate in bit/s
DMPOT_MGMT_ADDR (off) Start HTTP management plane
LABYRINTH_BIND 0.0.0.0:9090 labyrinth-server bind address

Repository Structure

labyrinth-core/        Core library
  src/
    v2/                Hybrid KEM, Shamir, BLAKE3, ratchet, replay window
    phase1/            GF(2⁸) arithmetic
    phase2/            Onion Kyber encryption
    phase3/            Protocol morphing engine (TLS1.3/QUIC/HTTP2)
    phase4/            XDP/eBPF + MultiPathController
    phase5/            Anti-debug, memory integrity
    management_plane/  Axum HTTP API + SSE
    metrics/           SharedMetrics, DashboardMetrics
    file_transfer/     FileSender / FileReceiver + BLAKE3 verify
    log_capture/       500-entry ring buffer

labyrinth-cli/         `labyrinth` CLI (clap subcommands)
labyrinth-tui/         `labyrinth-tui` TUI
labyrinth-server/      `labyrinth-server` standalone management plane

labyrinth-gui/         SvelteKit + TailwindCSS v4 web dashboard

docker-compose.yml     Backend + GUI via nginx
quickstart.sh          One-liner bootstrap