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

P
Proofpoint News Feed
J
Java Code Geeks
WordPress大学
WordPress大学
博客园 - 【当耐特】
博客园 - 叶小钗
小众软件
小众软件
博客园 - 聂微东
宝玉的分享
宝玉的分享
量子位
人人都是产品经理
人人都是产品经理
博客园_首页
罗磊的独立博客
腾讯CDC
美团技术团队
Google DeepMind News
Google DeepMind News
W
WeLiveSecurity
I
InfoQ
Engineering at Meta
Engineering at Meta
云风的 BLOG
云风的 BLOG
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
T
Threat Research - Cisco Blogs
Google DeepMind News
Google DeepMind News
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
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
H
Hacker News: Front Page
B
Blog RSS Feed
L
LangChain Blog
C
Check Point Blog
Exploit-DB.com RSS Feed
Exploit-DB.com RSS Feed
G
GRAHAM CLULEY
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
Microsoft Azure Blog
Microsoft Azure Blog
C
CXSECURITY Database RSS Feed - CXSecurity.com
博客园 - Franky
S
Schneier on Security
Attack and Defense Labs
Attack and Defense Labs
Microsoft Security Blog
Microsoft Security Blog
N
Netflix TechBlog - Medium
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
T
Tenable Blog
Simon Willison's Weblog
Simon Willison's Weblog
L
LINUX DO - 热门话题
阮一峰的网络日志
阮一峰的网络日志
Hacker News: Ask HN
Hacker News: Ask HN
A
Arctic Wolf
Schneier on Security
Schneier on Security
The Last Watchdog
The Last Watchdog
Latest news
Latest news
T
The Exploit Database - CXSecurity.com

Show HN

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 - unprovable/OrchidMantis: Orchid Mantis — standalone framework for Zero-Knowledge Proofs of eXploit (ZKPoX). GitHub - MarcellM01/TinySearch: Shrink the web for your local LLMs! GitHub - pileax-ai/pileax: PileaX is an all-in-one AI knowledge base system. 🍀 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 - 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 - aerf-spec/aerf: Agent Evidence Receipt Format (AERF) — an open specification for tamper-evident, independently verifiable records of AI agent actions.
keertahacker · 2026-05-07 · via Show HN

v0.1.0-draft.1 — Public Review Draft, May 2026. Not yet stable.

For reviewers:

Goal Link
All framework coverage at a glance docs/COMPLIANCE.md
AIUC-1 mapping (primary target) docs/frameworks/AIUC-1.md
Run the verifier § Try it
Receipt example § Sample receipt
Specification SPEC.md

AERF is an open wire format for cryptographic receipts of AI-agent actions. Each receipt is an Ed25519-signed JSON document that records what an agent did, what policy permitted it, when it happened, and the full evidence of the action. Receipts are independently verifiable — no AERF software, account, or service is needed to check one. The reference verifier in this repo is a single Go file using only the standard library.

AERF addresses the evidence and logging layer of AI governance frameworks. It supplies tamper-evidence and independent-verifiability evidence for controls in AIUC-1, HIPAA, SOC 2, ISO/IEC 42001, the EU AI Act, NIST AI RMF, SR 11-7, and SOX 404. AERF does not replace full compliance programs; see docs/COMPLIANCE.md for the per-control mapping and explicit gaps.

This repository is the home of the specification and a reference verifier. The reference producer lives in agentmint-python (pip install agentmint).

AERF is to agentic AI evidence what cosign is to container images and slsa-verifier is to build provenance: a small, boring, auditable file format with a small, boring, auditable verifier.

Sample receipt

{
  "id": "7473e179-001c-4d3b-94bc-d0f53dd6eec6",
  "type": "notarised_evidence",
  "plan_id": "bc023208-ea24-410a-a280-ff36820e18a6",
  "agent": "claims-agent",
  "action": "submit:claim:CLM-9920",
  "in_policy": true,
  "policy_reason": "matched scope submit:claim:*",
  "evidence_hash_sha512": "b35d8ba27ad113c4...bb39e30c",
  "evidence": { "...": "..." },
  "observed_at": "2026-05-06T16:22:33.490443+00:00",
  "policy_hash": "260eca8ac43ae65e...985d6bf1",
  "key_id": "c348d3c785c92249",
  "plan_signature": "3e5b83e83b77bfa2...dea8ee01",
  "signature": "8bd989a95ab60863...04e97208"
}

evidence field abbreviated for display; see verifiers/go/example/receipt.json for the full file. evidence_hash_sha512, policy_hash, plan_signature, and signature truncated.

The signature is an Ed25519 signature over the canonical JSON encoding of the receipt with signature and timestamp removed. A receipt by itself plus an issuer's public key is a complete audit artifact.

Try it

git clone https://github.com/aerf-spec/aerf.git
cd aerf/verifiers/go
go run verify.go example/receipt.json example/public_key.pem
# → "OK  receipt 7473e179..." and exit code 0

# Confirm tamper detection
go run verify.go example/receipt-tampered.json example/public_key.pem
# → "FAIL signature verification FAILED ..." and exit code 1

The tampered file differs from the original by a single field (CLM-9920CLM-9921). The signature does not.

What's in this repo

.
├── README.md                          You are here.
├── SPEC.md                            The AERF-EVIDENCE specification (draft).
├── DECISIONS.md                       Locked + held design decisions C-1..C-20.
├── CHANGELOG.md
├── LICENSE                            Apache 2.0 — code, schemas, examples.
├── LICENSE-spec                       CC BY 4.0 — prose / specification text.
├── docs/
│   ├── COMPLIANCE.md                  Compliance navigation hub.
│   └── frameworks/                    Per-framework AERF mapping pages.
├── schemas/
│   └── aerf-v0.1.json                 JSON Schema (Draft 2020-12) for the
│                                      EVIDENCE receipt shape.
└── verifiers/
    └── go/
        ├── verify.go                  ~200 lines, stdlib only.
        ├── go.mod
        ├── README.md
        └── example/
            ├── receipt.json
            ├── receipt-tampered.json
            ├── public_key.pem
            └── evidence-package.zip   Full agentmint evidence ZIP.

What's NOT in v0.1.0-draft.1

These are intentionally deferred. They will land in subsequent drafts:

  • Test vectors — a directory of ~8 conformance vectors (genesis, chain, tamper, replay, malformed, etc.).
  • Python and TypeScript reference verifiers. Today, Python is the reference producer; only the Go verifier ships in this repo.
  • compliance/ as a normative directory — superseded by the non-normative docs/ framework mapping pages (AIUC-1, HIPAA, SOC 2, ISO/IEC 42001, EU AI Act, NIST AI RMF, SR 11-7, SOX 404). A normative compliance/ directory under spec governance (locked decision C-20) remains deferred.
  • Governance, contributing, and security policy documents.
  • CI workflows and pre-built release binaries of the verifier.
  • AERF-AUTHZ profile — the spec acknowledges it as a future profile (held decision C-17) but does not specify it. v0.1 ships the EVIDENCE profile only.
  • Reference verifier hash-chain and RFC 3161 timestamp checks. Both are described normatively in the spec; the Go reference verifier in this draft enforces signatures only. See verifiers/go/README.md.

Status and stability

This is a public review draft. The wire format may change before v0.1.0 stable. Locked decisions (see DECISIONS.md) are binding for v0.1.0; held decisions remain open until v0.1.0 stable. We tag every page header and the spec title page accordingly so nothing here gets cited as final.

Reference implementation

The reference producer at the time of this draft (agentmint 0.1.x) diverges from the spec on two locked decisions (genesis sentinel C-6 and chain hash input C-7). The v0.1.0-draft.1 example is a single genesis receipt to sidestep the gap; library fixes are tracked in issue #2 for v0.1.0-draft.2.

Insurance carriers can use Plan receipts as machine-readable underwriting intake and Evidence receipts as tamper-evident claims evidence. See Appendix B.

License

Dual-licensed:

  • Prose (SPEC, README, DECISIONS, CHANGELOG) — Creative Commons Attribution 4.0 International (LICENSE-spec).
  • Code, schemas, example artifacts (verifiers, schemas, receipt.json, etc.) — Apache License 2.0 (LICENSE).

If a file's license is unclear, the per-directory README.md or the file's own header governs.

Editor

Aniketh Maddipati (agentmint.run). Issues and PRs welcome.