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

WordPress大学
WordPress大学
O
OpenAI News
Y
Y Combinator Blog
MyScale Blog
MyScale Blog
C
Check Point Blog
Vercel News
Vercel News
小众软件
小众软件
The Register - Security
The Register - Security
N
News and Events Feed by Topic
腾讯CDC
S
SegmentFault 最新的问题
H
Heimdal Security Blog
cs.CV updates on arXiv.org
cs.CV updates on arXiv.org
S
Secure Thoughts
H
Hackread – Cybersecurity News, Data Breaches, AI and More
Schneier on Security
Schneier on Security
G
GRAHAM CLULEY
云风的 BLOG
云风的 BLOG
S
Schneier on Security
J
Java Code Geeks
L
LINUX DO - 最新话题
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
P
Privacy & Cybersecurity Law Blog
Forbes - Security
Forbes - Security
Cisco Talos Blog
Cisco Talos Blog
L
LINUX DO - 热门话题
Scott Helme
Scott Helme
爱范儿
爱范儿
GbyAI
GbyAI
Simon Willison's Weblog
Simon Willison's Weblog
L
Lohrmann on Cybersecurity
Cloudbric
Cloudbric
W
WeLiveSecurity
The Hacker News
The Hacker News
V
V2EX
Last Week in AI
Last Week in AI
Hacker News: Ask HN
Hacker News: Ask HN
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
Blog — PlanetScale
Blog — PlanetScale
Cyberwarzone
Cyberwarzone
Google Online Security Blog
Google Online Security Blog
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
S
Security @ Cisco Blogs
P
Proofpoint News Feed
Google DeepMind News
Google DeepMind News
C
Cyber Attacks, Cyber Crime and Cyber Security
U
Unit 42
Webroot Blog
Webroot Blog
Martin Fowler
Martin Fowler
Exploit-DB.com RSS Feed
Exploit-DB.com RSS Feed

Show HN

GitHub - steveking-gh/firmion: Firmion is DSL and engine for firmware image generation. GitHub - villagesql/villagesql-skills: Agent skills for VillageSQL - gemini-cli-extension; claude-code-plugin GitHub - flightdeckhq/flightdeck: Observability and control plane for AI agents. CSP Radar GitHub - Light-Heart-Labs/DreamServer: Turn your PC, Mac, or Linux box into an AI server. LLM inference, chat UI, voice, agents, workflows, RAG, and image generation. GitHub - Diplomat-ai/diplomat-agent-ts: What can your TypeScript AI agent do to the real world? Scan your code. See which tool calls have zero checks Code Block Selector - Visual Studio Marketplace Prometheus dependency graph — interactive showcase | Riftmap Show HN: I made a vi-like modal keyboard plugin for Figma GitHub - run-llama/liteparse: A fast, helpful, and open-source document parser GitHub - dalemyers/Roar: A macOS CLI tool for notifications GitHub - district-solutions/open-agent-tools-coder: Enables small-to-large self-hosted ai models to use local source code when running tool-calling agentic workloads. We actively data mine 20,900+ (2+ TB) popular github repos using large and small ai models to create reuseable: json, markdown and parquet files for local-first tool-calling models. GitHub - progapandist/stripeek: A local TUI proxy for real-time Stripe API debugging, built for navigating complex payloads fast. GitHub - sir1st/hermes-desktop: All-in-one cross-platform desktop app for Hermes Agent — bundles Python + hermes-agent + hermes-web-ui GitHub - astefanutti/shaderbang: Shebang for Shaders Show HN: Generate Claude Code Workflows using Spec Driven Development approach GitHub - nixys/nxs-universal-chart: The Helm chart you can use to install any of your applications into Kubernetes/OpenShift Show HN: AI agents for UK GDAD PCF roles and their skills The Two Pillars: Mixer Mode and Meta-Software in the Reorganization of Software Work After AI GitHub - JaiCode08/teleport-env What 1,000+ Harness Experiments Taught Me About Self-Improving Agents Show HN: Liiists, a Markdown-first, iOS and CLI list app SwiperTab – Get this Extension for 🦊 Firefox (en-US) GitHub - kouhxp/fftext: Summarize, explain, fact-check, or translate any text, URL, or file. No GPU. No cloud. One command GitHub - sweetpad-dev/sweetpad: Develop Swift/iOS projects using VSCode GitHub - dogmaticdev/IRON: IRON a.k.a. Intermediate Representation Object Notation is a Interpreter/Database that is used to create Programming Languages. GitHub - sjhalani7/vaen: Package your AI coding harness into a portable .agent file, and share it across repos, teams, & the community without ever having to copy-paste instructions, skills, MCP config, or secrets. Show HN: Gandalf the Grader Show HN: Citadeld – replay any CI failure locally from a single file GitHub - tdortman/cuSBF: High-Performance GPU Super Bloom Filter coral-ai/claude-code-token-xray at main · Coral-Bricks-AI/coral-ai GitHub - ulyssestenn/funes: Funes is a Git-based framework for LLM-managed knowledge work: an AI Librarian ingests raw sources, builds an interlinked Markdown knowledge base, and uses it to produce cited reports, analyses, and other outputs. GitHub - ThatXliner/gah: Git Add Hunk, built for agents to use GitHub - harmont-dev/harmont-cli: Command-line client for the Harmont CI platform GitHub - brooksmcmillin/mcp-authflow: OAuth 2.0 Authorization Server framework for MCP servers GitHub - javaid-codes/audit-supply-chain-agents GitHub - amorey/gochan: A small library of common channel architectures for Go, inspired by Rust GitHub - arifozgun/OpenGem: Free, Open-Source AI API Gateway with Gemini, OpenAI & Anthropic Compatibility in 1 file GitHub - Pranesh950/BioPetals: 🌸 Run BIOxAI models at home, BitTorrent-style. Fine-tuning and inference up to 10x faster than offloading GitHub - cnguyen14/bounty-doctor: Diagnose a GitHub bounty issue before you waste hours: detects honeypot scam repos, AI-bot attempt swarms, and stale contests. Show HN: CoreMCP – MCP Server for On-Prem DBs Show HN: KittyHTML – Render HTML/CSS as an inline image in your terminal GitHub - bingud/filemat: Web-based file manager Show HN: TruthLens – Free multi-signal deepfake image detector GitHub - apexlocal-jz/claude-usage-tray: Windows system-tray app showing your Claude Code rate-limit usage at a glance. Zero deps, ~300 lines of PowerShell. Cross-IDE (works regardless of VS Code, Cursor, plain terminal). Release v0.1.2.1 · kouhxp/yapsnap GitHub - noopolis/moltnet: Self-hostable chat network for AI agents. Pre-built bridges for Claude Code, Codex, and the Claws. Rooms, DMs, history. No Slack bots, no Matrix, no glue code. GitHub - tamerh/enju: Coordinating Humans, AI Agents, and Compute as Peers on a Shared Workflow Graph Show HN: Continuity-auth – Respect-weighted rate limits for the open web GitHub - luml-ai/luml: AI lifecycle platform where engineers and agents track experiments, train models, and ship to production. GitHub - mrdanielcasper/CoreTex: A UNIX-inspired, biomimetic, flat-file AI harness and knowledge engine. GitHub - clemg/pierre-github: Pierre's diffs.com and trees.software for Github GitHub - lyriks-io/unspaghettit: Behavior-driven AI development without prompt spaghetti. GitHub - sofumel/claude-handoff-revive: Resume Claude Code work after rate/usage/context limits without replaying the prior transcript. Auto-saves at 90%/95% usage. Plugin-installable, 10 languages. GitHub - dotexorg/saferpc: Typed, end-to-end encrypted RPC over any bidirectional channel. GitHub - BeeZeeAgent/beezee: Agent harness orchestration Legato Next.js Boilerplate for Internal Tools · CoreUI GitHub - clark-labs-inc/clark-hash: Clark Hash, 32x smaller searchable sketches for embeddings GitHub - ZeroPointRepo/youtube-mcp: The fastest YouTube transcript + YouTube search MCP for AI agents. Try for free. Typing Mastery — climb toward 100+ WPM, deliberately GitHub - Andebugulin/Awareen GitHub - fayzan123/claude-workflow-composer: Visual desktop app for composing multi-agent coding workflows. Drag agents, attach skills and MCPs, wire handoffs, export to .claude/ GitHub - harshaneel/humanize: Best static AI text humanizer. Two research-grounded skills that work in any LLM (Claude, ChatGPT, Gemini, Codex): humanize beats perplexity-based detectors, ai-check produces forensic scoring with evidence-quoted flags. Nine levers, 50+ peer-reviewed sources, 2024-2026 detection literature. GitHub - StackOneHQ/stack-nudge GitHub - nodes-app/swift-markdown-engine: A native AppKit Markdown editor for macOS, built on TextKit 2 and bridged to SwiftUI. We hardened an LLM agent. Each defense we added made it more exploitable. GitHub - alkait/WhatsKept: Agent-queryable WhatsApp history from an iOS backup — a single Go binary. GitHub - octelium/cordium: Open-source, general-purpose sandbox platform for devs and AI agents that provides identity-based secure access to infrastructure without credentials. WAR.GOV/UFO Microfilm5 GitHub - scosman/videowright: Build animated explainer videos with your coding agent GitHub - dipankar/dscode: The code editor you can take apart. GitHub - zoharbabin/web-researcher-mcp: MCP server (Go) for AI assistants: web search, content extraction, academic/patent/news research. Multi-provider routing, 4-tier scraping, search lenses. Works with Claude, Cursor, and any MCP client. GitHub - ruvnet/RuView: π RuView turns commodity WiFi signals into real-time spatial intelligence, vital sign monitoring, and presence detection — all without a single pixel of video. GitHub - scanaislop/aislop: Catch the slop AI coding agents leave in your code: narrative comments, swallowed exceptions, as-any casts, dead code, oversized functions. 50+ rules across 7 languages (TypeScript, JavaScript, Python, Go, Rust, Ruby, PHP). Sub-second, deterministic, no LLM at runtime. MIT-licensed. GitHub - kouhxp/cheap-im: CPU-only voice agent approximating Thinking Machines' Interaction Models demo GitHub - MarcellM01/TinySearch: Shrink the web for your local LLMs! GitHub - TangibleResearch/Halgorithem: A Algo designed to detect AI Hallucitions GitHub - DO-SAY-GO/freelang: I love freelang GitHub - CarpseDeam/Aura-IDE: An AI coding harness that shaped itself - Planner/Worker agents, repo awareness, surgical edits, validation, recovery, and safe diff approvals. GitHub - chojs23/concord: A feature-rich TUI client for Discord GitHub - tommyjepsen/awesome-ux-skills: UX & AI Product designs skills you can use today in Claude Code GitHub - aerf-spec/aerf: Agent Evidence Receipt Format (AERF) — an open specification for tamper-evident, independently verifiable records of AI agent actions. GitHub - kklimuk/docx-cli: CLI for AI agents (Claude, Codex) to read, edit, and comment on .docx files with full format fidelity. GitHub - Jwrede/tokentoll: Catch LLM cost changes in code review. Infracost for LLM spend. GitHub - samchon/ttsc: A `typescript-go` toolchain for compiler-powered plugins and type-safe execution + 500x faster lint integrated into compiler GitHub - Higangssh/homebutler: 🏠 Manage your homelab from chat. Single binary, zero dependencies. GitHub - olalie/tapmap: See where your computer connects and what stands out on a live world map. GitHub - matisiekpl/neond: DX-focused control plane for Postgres dedicated to non-critical workloads. Your postgres:latest replacement 🐘 GitHub - Diplomat-ai/diplomat-agent: What can your AI agent do to the real world? Scan your code. See which tool calls have zero checks GitHub - Bajusz15/beacon: Open-source agent for secure remote access, monitoring, and deploys across home-lab and self-hosted machines like Raspberry Pi, N100, or any Linux server. Open web based TTY or tunnel Home Assistant and other local services securely without opening ports. BigTech AI News - Chrome 应用商店 GitHub - vinhnx/VTCode: VT Code is an open-source coding agent with LLM-native code understanding and robust shell safety. Supports multiple LLM providers with automatic failover and efficient context management. GitHub - michaelaz774/decision-engine: A decision operating system for startup founders, powered by Claude Code. Synthesizes wisdom from 25+ legendary founders and investors into interactive AI-driven decision frameworks. GitHub - Chrilleweb/dotenv-diff: Validate environment variable usage in your codebase GitHub - Lumen-Labs/brainapi2: BrainAPI is a knowledge graph–powered AI memory layer that transforms unstructured data into structured knowledge, enabling intelligent search, recommendations, and contextual memory for AI agents and applications. GitHub - familiar-software/familiar: Let AI watch you work. Familiar lets your AI update its memory, skills, and knowledge by watching your screen. GitHub - skorotkiewicz/rudo: A small, elegant dock for Wayland GitHub - muxshed/shed: One stream in, or many. Every destination, simultaneously. No cloud middleman, no per-channel fees, no limits. make sidebar/address bar rounded corner toggleable
GitHub - unprovable/OrchidMantis: Orchid Mantis — standalone framework for Zero-Knowledge Proofs of eXploit (ZKPoX).
unprovable · 2026-05-16 · via Show HN

A Framework for ZKPoX — Zero-Knowledge Proofs of Exploit

Orchid Mantis

Status: experimental (v0.1). Bundle format, predicate library, and verifier semantics are not yet stable. Do not use for real CVE disclosure until v1.0 ships. See docs/SCOPE.md for the precise statement of what current bundles prove.

zkpox is a standalone framework for producing and verifying zero-knowledge proofs that you possess an exploit for a public program, without revealing the exploit.

It ships as two binaries:

Binary What it does
zkpox-prove Convert a target program + an exploit witness into a CBOR disclosure bundle.
zkpox-verify Validate a bundle end-to-end: STARK proof, target binding, envelope, anchor.

The proving backend is the SP1 zkVM. The disclosure pipeline layers:

  1. AES-256-GCM under a fresh key K over the witness bytes.
  2. age wrap of K to the vendor's public key (vendor-readable now).
  3. Drand tlock wrap of K to a future round (publicly readable after T).
  4. Sigstore Rekor anchor binding the bundle's hash to a time.

So the public proof is verifiable by anyone; the vendor learns the exploit immediately; the public learns the exploit at T (default 90 days, matching Project Zero's CVD norm).

Quickstart

# 1. Install the SP1 toolchain (https://docs.succinct.xyz/getting-started/install).
curl -L https://sp1up.succinct.xyz | bash && sp1up

# 2. Build the native binaries.
cargo build --release

# 3. Pre-build a backend for a specific target + predicate.
./target/release/zkpox-prove build-target \
    --target targets/03-libxml2-cve-2017-9047.c \
    --predicate memory-safety::oob-write

# 4. Produce a bundle (witness stays private; bundle is publishable).
./target/release/zkpox-prove prove \
    --target targets/03-libxml2-cve-2017-9047.c \
    --predicate memory-safety::oob-write \
    --witness tests/corpus/03-overflow1-crash.bin \
    --wrap groth16 \
    --output /tmp/bundle.cbor

# 5. Verify it. Strict is the default; every check must complete.
./target/release/zkpox-verify /tmp/bundle.cbor

# Optionally pin the Rekor log's public key to also verify the
# Signed Entry Timestamp (proves the log endorsed the entry):
./target/release/zkpox-verify /tmp/bundle.cbor --rekor-pubkey rekor.pub.pem

What this proves

For each (target program, predicate) pair, a zkpox-prove bundle establishes the statement:

"Under SP1's STARK verifier, I know an input w such that running the public target program on w causes the public predicate's vuln_flag to fire without triggering any inv_flag. The proof commits the hash of the target, the predicate ID and version, and the predicate's structured outputs (e.g. byte count and first offset of an out-of-bounds write). w itself is never disclosed by the proof."

What it does not prove: control-flow hijack, code execution, exploit reliability under ASLR/CET/canaries, or anything about the vulnerability class label — those are operator metadata. See docs/SCOPE.md for the full statement.

Architecture

flowchart TD
    target([target source])
    witness([witness])

    subgraph backend ["Backend layer"]
        direction LR
        l1["<b>Layer 1</b><br/>static-link C<br/><i>WORKING</i>"]
        l2["<b>Layer 2</b><br/>RV64IM emulator<br/><i>stub</i>"]
        l3["<b>Layer 3</b><br/>LLVM IR / MicroRAM<br/>CHEESECLOTH-style<br/><i>stub</i>"]
    end

    subgraph guest ["SP1 guest"]
        direction TB
        run["predicate runs against target"]
        commits["commits public values:<br/>target_hash, predicate,<br/>inv_flag, vuln_flag, outputs"]
        proof["STARK proof + public values"]
        run --> commits --> proof
    end

    subgraph bundle ["Bundle assembly"]
        direction TB
        env["envelope<br/>AES-GCM + age + Drand tlock"]
        anchor["Sigstore Rekor anchor"]
        cbor["CBOR encode"]
        env --> anchor --> cbor
    end

    final[/"bundle.cbor<br/><i>publishable</i>"/]

    target --> backend
    backend --> guest
    witness --> guest
    guest --> bundle
    bundle --> final

    classDef working fill:#2d6a4f,stroke:#52b788,color:#fff;
    classDef stub fill:#3a3a3a,stroke:#777,color:#bbb,stroke-dasharray:4 3;
    class l1 working;
    class l2,l3 stub;
Loading

Documentation

Document Purpose
docs/DESIGN.md Architecture + literature anchoring. CHEESECLOTH, Trail of Bits / SIEVE, SoK-on-SNARKs alignment.
docs/SCOPE.md What the proof asserts and what it does not. Read this first.
docs/PREDICATES.md The predicate library: catalogue, semantics, false-positive / false-negative profile, how to add a new one.
docs/BUNDLE-FORMAT.md CBOR schema reference.
docs/THREAT-MODEL.md Who trusts what; failure modes.
docs/DISCLOSURE-WORKFLOW.md Using zkpox for real CVD.
docs/ROADMAP.md Layer 2 / Layer 3 plans; predicate roadmap.

Acknowledgements

This work builds directly on:

  • CHEESECLOTH — Cuéllar, Harris, Parker, Pernsteiner, Tromer, USENIX Security 2023 / ACM TOPS 2025. The two-flag (inv_flag, vuln_flag) discipline and the memory-safety predicate catalogue come from CHEESECLOTH.
  • Trail of Bits + DARPA SIEVE — Bain et al., eprint 2022/1223 and the Trail of Bits blog series on ZK proof of exploit.
  • SP1 — Succinct's STARK-based zkVM, audited by Veridise, Cantina, Zellic, KALOS.
  • Drand — distributed randomness beacon used for the time-lock.
  • Sigstore Rekor — append-only transparency log for the timestamp anchor.
  • age and tlock — public-key and time-lock encryption tools.

Derived from prior work in gadievron/raptor#470.

License

Licensed under MIT.