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

The Hacker News
The Hacker News
S
Schneier on Security
P
Privacy & Cybersecurity Law Blog
Cisco Talos Blog
Cisco Talos Blog
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
Attack and Defense Labs
Attack and Defense Labs
NISL@THU
NISL@THU
L
LINUX DO - 最新话题
PCI Perspectives
PCI Perspectives
Cyberwarzone
Cyberwarzone
K
Kaspersky official blog
V
Vulnerabilities – Threatpost
G
GRAHAM CLULEY
Help Net Security
Help Net Security
Scott Helme
Scott Helme
V2EX - 技术
V2EX - 技术
Security Latest
Security Latest
Recent Commits to openclaw:main
Recent Commits to openclaw:main
Hacker News: Ask HN
Hacker News: Ask HN
C
Cybersecurity and Infrastructure Security Agency CISA
O
OpenAI News
L
LINUX DO - 热门话题
T
Tor Project blog
M
MIT News - Artificial intelligence
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
GbyAI
GbyAI
Security Archives - TechRepublic
Security Archives - TechRepublic
量子位
I
InfoQ
Hacker News - Newest:
Hacker News - Newest: "LLM"
S
SegmentFault 最新的问题
Google Online Security Blog
Google Online Security Blog
P
Proofpoint News Feed
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
Application and Cybersecurity Blog
Application and Cybersecurity Blog
雷峰网
雷峰网
Cloudbric
Cloudbric
Microsoft Azure Blog
Microsoft Azure Blog
D
Docker
T
Threat Research - Cisco Blogs
Blog — PlanetScale
Blog — PlanetScale
H
Heimdal Security Blog
T
Tenable Blog
Y
Y Combinator Blog
The GitHub Blog
The GitHub Blog
云风的 BLOG
云风的 BLOG
美团技术团队
S
Secure Thoughts
Know Your Adversary
Know Your Adversary
H
Hackread – Cybersecurity News, Data Breaches, AI and More

Hacker News: Best

madhadron - The seven programming ur-languages GitHub - smol-machines/smolvm: Tool to build & run portable, lightweight, self-contained virtual machines. I Measured Claude 4.7's New Tokenizer. Here's What It Costs You. Introducing Claude Design by Anthropic Labs It Is Time to Ban the Sale of Precise Geolocation The creative software industry has declared war on Adobe Isaac Asimov: The Last Question Newly unsealed records reveal Amazon’s price-fixing tactics, California attorney general claims Clojure - Documentary Android CLI and skills: Build Android apps 3x faster using any agent Qwen3.6-35B-A3B on my laptop drew me a better pelican than Claude Opus 4.7 Codex for almost everything Introducing Claude Opus 4.7 Qwen Studio The Future of Everything is Lies, I Guess: Where Do We Go From Here? Virginia Bans Sale of Geolocation Data YouTube now lets you turn off Shorts Burgers | マクドナルド公式 ChatGPT for Excel Ask HN: Who is using OpenClaw? Live Nation illegally monopolized ticketing market, jury finds Google Broke Its Promise to Me. Now ICE Has My Data. Open Source Isn't Dead. The Future of Everything is Lies, I Guess: New Jobs Unexpected €54k billing spike in 13 hours: Firebase browser key without API restrictions used for Gemini requests IPv6 – Google Your Backpack Got Worse On Purpose Good sleep, good learning, good life Fixing a 20-year-old bug in Enlightenment E16. Does Gas Town 'steal' usage from users' LLM credits & paid services to improve itself? Tell HN: Fiverr left customer files public and searchable Cybersecurity Looks Like Proof of Work Now Getting the Flock out Release OpenSSL 4.0.0 · openssl/openssl Internet será irrespirable los días de fútbol y otros deportes. Telefónica extiende los bloqueos a Champions, tenis y golf. Automate work with routines - Claude Code Docs The Future of Everything is Lies, I Guess: Work Thousands of rare concert recordings are landing on the Internet Archive — listen now What is jj and why should I care? Backblaze has quietly stopped backing up your data Cal.com Goes Closed Source: Why AI Security Is Forcing Our Decision | Cal.com - Scheduling Software for Online Bookings Codex Hacked a Samsung TV The Future of Everything is Lies, I Guess: Safety GitHub - sterlingcrispin/nothing-ever-happens: Polymarket bot that buys "No" on all non-sports markets. For entertainment only, mostly a meme. Make tmux Pretty and Usable - Ham Vocke Microsoft isn't removing Copilot from Windows 11, it's just renaming it Servo is now available on crates.io - Servo aims to empower developers with a lightweight, high-performance alternative for embedding web technologies in applications. We May Be Living Through the Most Consequential Hundred Days in Cyber History, and Almost Nobody Has Noticed All elementary functions from a single binary operator 奈拜提耶市 Seven countries now generate 100% of their electricity from renewable energy Pro Max 5x Quota Exhausted in 1.5 Hours Despite Moderate Usage Tell HN: docker pull fails in spain due to football cloudflare block Bring Back Idiomatic Design @adlrocha - How the "AI Loser" may end up winning Apple update turns Czech mate for locked-out iPhone user Cache TTL silently regressed from 1h to 5m around early March 2026, causing quota and cost inflation The peril of laziness lost AI Will Be Met With Violence, and Nothing Good Will Come of It Center for Responsible, Decentralized Intelligence at Berkeley The disturbing white paper Red Hat is trying to erase from the internet – OSnews The Future of Everything is Lies, I Guess: Annoyances 447 Terabytes per Square Centimetre at Zero Retention Energy: Non-Volatile Memory at the Atomic Scale on Fluorographane Show HN: Pardonned.com – A searchable database of US Pardons 20 Years on AWS and Never Not My Job Artemis II crew splashes down near San Diego after historic moon mission Molotov Cocktail Is Hurled at Home of Sam Altman, OpenAI’s CEO France to ditch Windows for Linux to reduce reliance on US tech On filing the corners off my MacBooks Installing every* Firefox extension Chimpanzees in Uganda locked in vicious 'civil war', say researchers linux/Documentation/process/coding-assistants.rst at master · torvalds/linux GitHub - callumlocke/json-formatter: Makes JSON easy to read. A compelling title that is cryptic enough to get you to take action on it GitHub - Keychron/Keychron-Keyboards-Hardware-Design: Industrial design files for Keychron keyboards and mice. 100+ models with CAD assets in STEP, DXF, DWG, and PDF. Source-available, with commercial use allowed for original compatible accessories within the license terms. [ANNOUNCE] WireGuardNT v0.11 and WireGuard for Windows v0.6 Released 1D-Chess Helium Is Hard to Replace FBI used iPhone notification data to retrieve deleted Signal messages Microsoft suspends dev accounts for high-profile open source projects Why you can’t trust Privacy & Security Serenity Forge (@serenityforge.com) A new trick brings stability to quantum operations OpenAI Backs Bill That Would Limit Liability for AI-Enabled Mass Deaths or Financial Disasters Netflix Prices Went Up Again – I Bought a DVD Player Instead DOJ Wants to Scrap Watergate-Era Rule That Makes Presidential Records Public EFF is Leaving X How NASA built Artemis II’s fault-tolerant computer Meta removes ads for social media addiction litigation How Pizza Tycoon simulated traffic on a 25 MHz CPU Claude mixes up who said what, and that's not OK Reallocating $100/Month Claude Code spend to Zed and OpenRouter Help Keep Thunderbird Alive! Why Are Flock Employees Watching Our Children? The Pentagon Threatened Pope Leo XIV’s Ambassador With the Avignon Papacy Fragments: April 2 Native Instant Space Switching on MacOS Bitcoin miners are losing $19,000 on every BTC produced as difficulty drops 7.8% God sleeps in the minerals Apple Silicon and Virtual Machines: Beating the 2 VM Limit
A statistical study of PRs opened on openclaw/openclaw | Greptile Blog
Rahul Bathija · 2026-06-24 · via Hacker News: Best

navigation|

Blog

A statistical study of PRs opened on ope...

I'm Rahul, and I work at Greptile, where we build AI agents that review pull requests. Greptile reviews PRs for OpenClaw which became the fastest-growing repo in GitHub history almost overnight. That gave us a front row seat to something strange.

Last December, OpenClaw was getting two pull requests a week. By February, that number jumped to 3,400/week. Before the spike, ~48% of PRs got merged; after, fewer than 9.3% of PRs got merged.

Many of those PRs were low-effort slop which were often generated by people's AI coding agents. For example, one contributor submitted 106 PRs in a single day, with the median time between submissions being three seconds.

In many ways, openclaw/openclaw offers us a preview of what the future of open source contribution may look like. Here are three observations:

PRs will require sender reputation

PR spam today looks like email spam in the early 2000s.

When I first looked at the OpenClaw data, the pattern reminded me of email. In 2000, the ILOVEYOU worm infected 45 million computers in 24 hours because the cost of sending email approached zero and people trusted the platform. As a result, people were receiving a much higher volume of emails, and some of them were malicious. Those same parameters apply to PRs today.

The first fixes are similar: blocklists to manage volume, and confidence-based filters and reputation infrastructure to catch bad actors. Today, whether your email reaches its recipient's inbox comes down to two things: who you are, and your sending history.

Contributors on OpenClaw are already being filtered by their reputation: 8.2% merge rate for first-timers, 10.3% for contributors with 2-5 PRs, 18.6% for 5+.

Mitchell Hashimoto created and maintains Ghostty, one of the most popular open source terminal emulators. As the project gained momentum, people submitted such a high volume of AI-generated PR slop that he needed to limit AI-generated contributions.

A week later, he released a solution: Vouch, a trust management system for open source contributors. Unvouched users can't contribute, and bad actors get explicitly flagged. While Vouch is project-specific for now, Mitchell's vision is for trust decisions to eventually ripple across projects that share similar values. Vouch is the open source equivalent of a sender reputation score. (Worth noting: while Vouch was working well for Ghostty, Mitchell decided to take Ghostty off GitHub.)

More contributors won't help if they all think the same way

Linus Torvalds has a famous line: "Given enough eyeballs, all bugs are shallow."

Having more eyes on the same problem brings diverse perspectives. Different people use software differently, encounter different bugs, and approach fixes in novel ways.

That rule might not hold when everyone converges on Claude / Codex / Cursor / Devin etc. In OpenClaw:

  • 4 contributors submitted PRs with the exact title "feat(web-search): add SearXNG as a search provider." They were 4 of 10+ people who independently tried to add the same feature.
  • 6 people independently fixed the same Brave Search locale bug. 2 submitted PRs with identical titles 94 minutes apart.
  • 5 people independently found the same timeout deadlock in the agent runner.

There are more eyes on OpenClaw than ever, but their perspectives are also being filtered by AI coding agents. If most contributors use the same AI coding agents with the same prompts, then their contributions will resemble each other as well.

The promise and advantage of open source has been diversity of thought. Linus's law only holds if the underlying thinking remains diverse too. A contributor who really studies a codebase will prompt differently than one who doesn't.

What's actually getting merged

In the OpenClaw PR data, features have a 9% merge rate, while refactors merge at 35%.

The contributions requiring a deep understanding of the existing codebase outperform novel feature contributions by nearly 4x. It's the common adage these days; the thinking matters a lot more than the typing. The data backs it up.

For example, the way claude-mem maps Claude Code's hook-captured tool stream into its own resumable Agent SDK observer session is a non-obvious architectural choice that requires a deep understanding of both systems. A software developer who understood this decision would be able to distill it into a checklist, which would become the prompt that makes the agent's output significantly better. An agent prompted to "build a memory system" wouldn't be able to achieve that on its own.

Until 200 years ago, the people who designed buildings also constructed them. They were known as master builders. As construction advanced, that role split into two crafts: architecture and construction. The analogy to software isn't clean. Architects still need to know how buildings stand up. But it points at something real: the contributions that survive review are increasingly the ones an agent can't do alone, the calls that require deep understanding of an existing system, not novel construction.

So, what's next?

OpenClaw went from nothing to a real world Jarvis in a few short months. One person, along with a strong community, was able to build at a pace that wasn't possible a year ago. That's pretty special.

The open source community can build faster than ever. The problems introduced by this speed will need better primitives in identity, reputation, and how we validate contributions, which will all be built. Open source has solved harder problems before.