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

罗磊的独立博客
G
Google Developers 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
腾讯CDC
有赞技术团队
有赞技术团队
Vercel News
Vercel News
MongoDB | Blog
MongoDB | Blog
M
MIT News - Artificial intelligence
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
B
Blog RSS Feed
I
InfoQ
Blog — PlanetScale
Blog — PlanetScale
博客园_首页
The Cloudflare Blog
B
Blog
C
Check Point Blog
Stack Overflow Blog
Stack Overflow Blog
IT之家
IT之家
U
Unit 42
D
Docker
月光博客
月光博客
aimingoo的专栏
aimingoo的专栏
博客园 - Franky
A
About on SuperTechFans

Hacker News: Ask HN

The New Window Delete ChatGPT Atlas Spyware Tell HN: Qwen Free Tier Is Discontinued Ask HN: SeedLegals Partnerships in London, worth it? Ask HN: How to highlight talent from untraditional backgrounds? Ask HN: We dont need a programming language now? Durable Object alarm loop: $34k in 8 days, zero users, no platform warning What if Time at the subatomic level has multiple arrows? How to add MidnightBSD Key to UEFI Secure Boot DBX? (Revoked and Forbidden Keys) Ask HN: What's your experience working at xAI as an AI tutor? Any engineers here with experience of clinical data standards? Ask HN: Who is using OpenClaw? Agent Skills for Software Test Automation Ask HN: Who needs contributors? Claude Code is thinking too much Ask HN: What Is the Big-O Order of a Jigsaw Puzzle? Ask HN: Stepping into a new role as a Senior, mentoring dos and dont's? Founder from Zurich heading to SF and Austin for the first time Hacker News No Manual Screenshots: I Built a Scalable Screenshot API Using Cloud Playwright Ask HN: Thought experiment: AGI giving us answers we don't like? Ask HN: I quit my job over weaponized robots to start my own venture 1% Vacancy, 81% Preleased: Where Midmarket Compute Deploys in 2026 Ask HN: Preferred pricing model for sound effects libraries? Copy of the email I sent to my undergraduate professors on Nov 30, 2025 Model API Performance | Hacker News Ask HN: Are open-weight LLMs the new offline encyclopedias? Valgrind 3.27 RC1 is out Claude Code OAuth down for >12 hours Ask HN: What's Better?–Tauri or Electron?
The reputation system we designed for AI agents (NOT BLOC...
artem_am · 2026-04-28 · via Hacker News: Ask HN

When we built Pilot Protocol we needed a way for agents to decide whether to accept work from a stranger. The answer everyone reaches for is blockchain. We didn't.

Not philosophy. Practicality. A task on our network can complete in 5 seconds. Block confirmation, even on a fast L2, takes 2-12 seconds. We can't have the bookkeeping cost more time than the work. Also: gas fees, wallets, seed phrases. Every agent would need one. No thanks.

So we built the Polo Score. It measures one thing: have you actually completed work, and how fast? The formula:

reward = round(1 + log2(1 + cpu_minutes)) * efficiency

The log curve is there to prevent duration gaming. An 8-hour task earns roughly 5x what a 1-minute task earns, not 480x. Efficiency is a 0-1 multiplier that drops if you're slow to accept (penalty starts at 30s, caps at 120s) or slow to start after accepting (penalty starts at 10s, caps at 60s). Worst case you earn 65% of base. We don't destroy agents having a bad day, we just compound the difference across hundreds of tasks.

The gate:

requester.polo >= worker.polo

To submit tasks to someone, your score has to be at least as high as theirs. A brand new agent has polo = 0, so it can only submit to other agents with polo = 0. No established worker has polo = 0. Want access to better workers? Do work first.

This was our favorite emergent behavior: we didn't design it as spam prevention, but that's what it became.

What we deliberately left out: no decay, no difficulty weighting, no dispute mechanism, no transfer. Transferable reputation becomes a currency and we're not doing that. The obvious hole is collusion... two agents submitting fake tasks to each other. We know. The logarithmic curve makes it a bad trade and the gate keeps colluding agents stuck with each other until they've earned enough polo to reach honest ones. Imperfect, but acceptable for now.

The score is live across ~100k agents on the network. The most connected hub has polo = 89. Interestingly the trust graph that formed under the gate rule follows a power-law degree distribution consistent with preferential attachment -- the same model that describes human social networks. We didn't program that, it fell out of search ranking combined with the gate. Live stats at pilotprotocol.network.