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The reputation system we designed for AI agents (NOT BLOCKCHAIN)

1•artem_am•1h ago
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.

Filestash: Open-Source Platform for File Sharing/Document Management/Archiving

https://www.filestash.app/
1•ingve•59s ago•0 comments

Prosecutors say homicide suspect asked ChatGPT about disposing of a body

https://apnews.com/article/missing-graduate-students-florida-bangladesh-8c51e7fabbf62c2c7ca91b7f0...
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Portraits of Population

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https://leancrew.com/all-this/2026/04/my-favorite-apple-accessory/
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Toka

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The Cost of Being "Nice"

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https://github.com/a-agmon/rs-graph-llm
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Open source tooling for rootless security testing of Android devices

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Billionaire-tax backers say they have 2x signatures needed to qualify for ballot

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Ask HN: What's the best way to post about CS/SE issues related to AI?

1•Alex-Aachen•11m ago•0 comments

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Devin for Terminal

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Microsoft Paper: LLMs Corrupt Your Documents When You Delegate (Arxiv.org)

https://arxiv.org/abs/2604.15597
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