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
C
CERT Recently Published Vulnerability Notes
O
OpenAI News
V
Vulnerabilities – Threatpost
C
Cybersecurity and Infrastructure Security Agency CISA
S
Schneier on Security
Latest news
Latest news
F
Full Disclosure
T
Tenable Blog
T
Troy Hunt's Blog
The Last Watchdog
The Last Watchdog
S
Secure Thoughts
L
LangChain Blog
有赞技术团队
有赞技术团队
Project Zero
Project Zero
Cloudbric
Cloudbric
爱范儿
爱范儿
GbyAI
GbyAI
C
CXSECURITY Database RSS Feed - CXSecurity.com
T
The Exploit Database - CXSecurity.com
S
Security @ Cisco Blogs
Hugging Face - Blog
Hugging Face - Blog
Recorded Future
Recorded Future
大猫的无限游戏
大猫的无限游戏
Last Week in AI
Last Week in AI
C
Cisco Blogs
WordPress大学
WordPress大学
Apple Machine Learning Research
Apple Machine Learning Research
小众软件
小众软件
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
V2EX - 技术
V2EX - 技术
Engineering at Meta
Engineering at Meta
Spread Privacy
Spread Privacy
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
Hacker News: Ask HN
Hacker News: Ask HN
Recent Commits to openclaw:main
Recent Commits to openclaw:main
Schneier on Security
Schneier on Security
T
Threat Research - Cisco Blogs
M
MIT News - Artificial intelligence
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
K
Kaspersky official blog
The Hacker News
The Hacker News
V
V2EX
F
Fortinet All Blogs
L
LINUX DO - 最新话题
Cisco Talos Blog
Cisco Talos Blog
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
N
News | PayPal Newsroom
博客园 - 三生石上(FineUI控件)
cs.CV updates on arXiv.org
cs.CV updates on arXiv.org

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
GitHub - regent-vcs/re_gent: Git for AI coding agents.
doshay · 2026-05-07 · via Hacker News - Newest: "AI"

re_gent

Version control for AI agent activity. Track what your agent did, which prompt wrote each line, and rewind when things break.

Star on GitHub Apache 2.0 License Go Version

CI Status Contributions Welcome Claude Code Compatible


Demo

re_gent tracking Claude Code activity

Every tool call is automatically captured. No manual commits needed.


Quick Start

# Install via Homebrew (macOS/Linux)
brew tap regent-vcs/tap
brew install regent

# Or via Go
go install github.com/regent-vcs/regent/cmd/rgt@latest

# Initialize in your project
cd your-project
rgt init

# Work with Claude Code normally (every tool call is tracked)

# See what happened
rgt log
rgt blame src/file.go:42

That's it. Your agent activity is now auditable.


What You Get

See what your agent actually did

$ rgt log

Step a1b2c3d  |  2 min ago  |  Tool: Edit
│ File: src/handler.go
│ Added error handling to request handler
│ + 5 lines, - 2 lines

Step d4e5f6g  |  5 min ago  |  Tool: Write
│ File: tests/handler_test.go
│ Created unit tests for handler
│ + 23 lines

Step f8g9h0i  |  8 min ago  |  Tool: Bash
│ Command: go mod tidy
│ Cleaned up dependencies

Blame: which prompt wrote this line?

$ rgt blame src/handler.go:42

Line 42: func handleRequest(w http.ResponseWriter, r *http.Request) {

Step:    a1b2c3d4e5f6
Session: claude-20260502-143021
Tool:    Edit
Prompt:  "Add error handling to the request handler"

Track multiple concurrent sessions

$ rgt sessions

Active Sessions:
claude-20260502-143021  |  3 steps  |  Last: 2 min ago
claude-20260502-091534  |  7 steps  |  Last: 2 hours ago

$ rgt log --session claude-20260502-143021
# Filter history by session

See full context for any change

$ rgt show a1b2c3d

Step a1b2c3d4e5f6
Parent: d4e5f6g7h8i9
Session: claude-20260502-143021
Time: 2026-05-02 14:30:21

Tool: Edit
File: src/handler.go

Changes:
+ func handleRequest(w http.ResponseWriter, r *http.Request) {
+     if r.Method != "GET" {
+         http.Error(w, "Method not allowed", 405)
+         return
+     }
- func handleRequest(w http.ResponseWriter, r *http.Request) {

Conversation:
User: "Add error handling to reject non-GET requests"
Assistant: "I'll add method validation to the handler..."

Why This Exists

The problem: AI agents have no version control of their own.

You know this pain:

  • "It was working five minutes ago"
  • "Why did you change that file?"
  • "Go back to before the refactor"
  • /compact and pray
  • Copy-pasting code into a fresh chat

The solution: Three primitives that should already exist:

  • rgt log — what did this session do?
  • rgt blame — which prompt wrote this line?
  • rgt rewind — restore to any previous step (coming soon)

We gave agents write access to our codebases. We did not give ourselves git for it. re_gent fixes that.


How It Works

re_gent stores agent activity in .regent/ (like .git/):

.regent/
├── objects/     # Content-addressed blobs (BLAKE3)
├── refs/        # Session pointers (one per agent)
├── index.db     # SQLite query index
└── config.toml

Every tool call creates a Step:

Step {
  parent:      <previous-step-hash>
  tree:        <workspace-snapshot>
  transcript:  <conversation-delta>
  cause: {
    tool_name: "Edit"
    args:      <what-changed>
    result:    <tool-output>
  }
  session_id:  "claude-20260502-143021"
  timestamp:   "2026-05-02T14:30:21Z"
}

Steps form a DAG. Each session has its own branch. Common ancestors dedupe. You get git-level auditability for agent activity.

Technical details: See POC.md for the complete specification.


Installation

Via Homebrew (macOS/Linux)

brew tap regent-vcs/tap
brew install regent

This installs both regent and rgt commands (they're identical) and automatically sets up shell completions for bash, zsh, and fish.

Via Go Install

go install github.com/regent-vcs/regent/cmd/rgt@latest

This installs the rgt command.

Shell Completion (manual setup):

# Bash
rgt completion bash > /usr/local/etc/bash_completion.d/rgt

# Zsh
rgt completion zsh > "${fpath[1]}/_rgt"

# Fish
rgt completion fish > ~/.config/fish/completions/rgt.fish

From Source

git clone https://github.com/regent-vcs/regent
cd regent
go build -o rgt ./cmd/rgt
sudo mv rgt /usr/local/bin/
# Optionally create a symlink: sudo ln -s /usr/local/bin/rgt /usr/local/bin/regent

For shell completion, follow the "Via Go Install" instructions above.

Binary Releases

Download pre-built binaries from GitHub Releases


Editor Integration

VSCode Extension

Get inline blame annotations directly in your editor:

Installation Options:

# 1. From VSIX (Recommended)
# Download the latest .vsix from:
# https://github.com/regent-vcs/vscode-regent/releases
# Then in VS Code: Extensions > ... > Install from VSIX...

# 2. From VS Code Marketplace (Coming Soon)
# Search for "re_gent Blame"

# 3. From source (Development)
git clone https://github.com/regent-vcs/vscode-regent
cd vscode-regent
npm install && npm run compile
# Press F5 in VS Code to launch Extension Development Host

Features:

  • Inline blame annotations showing which step modified each line
  • Hover tooltips with full step context (timestamp, tool name, arguments)
  • Session timeline view in the sidebar
  • One-click access to conversation history
  • Direct SQLite integration—no subprocess overhead

Requirements: re_gent CLI must be installed and rgt init run in your project.

View Extension Docs →


Commands

Available Now:

Command Description
rgt init Initialize .regent/ in current directory
rgt log Show step history (supports --session, -n, --since)
rgt sessions List all active sessions
rgt status Show current repository state
rgt show <step> Display full context for a step (tool call + conversation)
rgt blame <path>[:<line>] Show per-line provenance for a file
rgt cat <hash> Inspect any object by hash (debug)
rgt version Print version information
rgt completion Generate shell completion scripts

Coming Soon:

Command Description
rgt rewind <step> Non-destructive time-travel
rgt gc Garbage collection
rgt fork <step> Create a new session from a step

Features

  • Content-Addressed Storage — BLAKE3 hashing, automatic deduplication
  • Fast Queries — SQLite index, sub-10ms lookups
  • Per-Session DAG — Concurrent agents, no conflicts
  • Conversation Tracking — Survives /compact and /clear
  • Hook-Driven — Transparent Claude Code integration
  • Concurrency-Safe — CAS refs, ACID transactions
  • Gitignore-Compatible.regentignore support

re_gent vs Git

Git re_gent
Tracks code
Tracks agent activity
Blame with prompt
Conversation history
Concurrent sessions ⚠️ conflicts ✅ separate branches
Purpose Developer VCS Agent audit trail

re_gent complements git, doesn't replace it. Use both.


Status

Active Development

  • ~7.8k LOC Go implementation
  • Core functionality: init, log, sessions, status, show, blame — COMPLETE
  • Hook integration (Claude Code) — COMPLETE
  • Used daily by contributors
  • Not yet v1.0

Honest assessment: Production-quality code at POC-level feature completeness. We're building in public.


Contributing

Contributions are welcome! re_gent is built in public and we actively review PRs.

Quick Start:

Before opening a PR:

  • Tests pass: go test ./... and go test -race ./...
  • Linter passes: golangci-lint run
  • Code formatted: go fmt ./...
  • PR template filled out

Important files:


Built With


License

Apache License 2.0