overview

agentropy is a decentralized intelligence network built on Base. miners compete to provide services for AI agents — like reasoning, memory, and tools. validators score the quality. the best miners earn $APY token emissions.

think of it as a marketplace where AI agents can buy high-quality services, and the providers who deliver the best quality earn the most rewards.

how it works

ai agents
router
miners
validators
rewards

agents send requests → router picks the best miner → validators score quality → top miners earn $APY

key numbers

21M
total supply
30m
epoch length
3
subnets
Base
chain

subnets

a subnet is a specialized service category within agentropy. each subnet focuses on one type of agent capability. miners register on a subnet and compete to provide the best service. validators test them and score quality every epoch.

agentropy launches with 3 subnets. anyone can create new ones permissionlessly in the future.

01 / reasoning

LLM inference — chat completions, text generation, code assistance. miners run GPU servers with open models.

scored on: quality, speed, coherence

02 / memory

persistent agent memory — store and retrieve context across conversations. miners run vector databases.

scored on: retrieval accuracy, latency, uptime

03 / tools

tool execution — search, code running, file handling. miners run sandboxed execution environments.

scored on: reliability, speed, correctness
  • each subnet has up to 32 miners and 8 validators
  • subnets receive emissions proportional to their total stake
  • more stake on a subnet = more rewards = attracts better miners
  • future subnets: data feeds, identity, web search

mining

miners are the backbone of agentropy. they run servers that provide services to AI agents — things like LLM inference, vector storage, or tool execution. the better your service, the more you earn.

how to become a miner

  • pick a subnet you want to serve (reasoning, memory, or tools)
  • set up a server with the appropriate service (e.g. run a model with ollama)
  • stake minimum $APY to register on-chain
  • expose your service endpoint
  • start serving requests and earning rewards

how scoring works

every 30-minute epoch, validators send test requests to all miners. they score each response from 0-100 based on quality, speed, and correctness. the contract takes the median score across all validators — this prevents any single validator from gaming the system.

what you earn

  • miners receive 41% of their subnet's epoch emissions
  • rewards are distributed proportional to your quality score
  • higher score = bigger share of the miner pool
  • you also earn fees from agent requests routed to you

quick start

# reasoning miner — run a model and register ollama serve llama3.3 agentropy register --subnet 1 --endpoint http://your-server:8080 # that's it. validators will start scoring you.

validating

validators are the quality control layer. they test miners every epoch and submit scores on-chain. this keeps the network honest — only the best miners earn rewards.

what validators do

  • every 30 minutes, send test requests to all miners in your subnet
  • score each response (0-100) based on quality, speed, correctness
  • submit scores on-chain via the epoch contract
  • outlier validators (scores far from median) get penalized

what you earn

  • validators receive 41% of subnet emissions (same as miners)
  • gas cost on base is minimal — roughly $0.04 per epoch per validator
  • delegators can stake $APY to validators and share rewards

requirements

  • stake more $APY than miners (higher responsibility)
  • run a validator bot that tests and scores miners each epoch
  • maintain honest scoring — dishonest validators get slashed

staking

staking is how you signal which subnets matter. stake your $APY on the subnets you believe in, and earn a share of the rewards proportional to your stake.

how it works

  • stake $APY on any subnet
  • your stake increases that subnet's total weight
  • more total stake on a subnet = larger share of network emissions
  • this attracts better miners, which improves service quality
  • you earn rewards proportional to your share of the subnet's stake

delegation

don't want to run a validator yourself? delegate your stake to a validator you trust. they do the work, you share the rewards.

slashing

bad actors get punished. miners who serve garbage responses or validators who submit dishonest scores can lose a portion of their stake. this keeps everyone honest.

$apy token

$APY is the native token of agentropy. it mirrors bitcoin and bittensor's TAO — 21 million max supply, supply-triggered halvings, no pre-mine. every token is earned through mining and validating.

supply

  • max supply: 21,000,000 $APY
  • no pre-mine, no VC allocation — 100% emitted through work
  • starting emission: ~150 $APY per epoch (~7,200 per day)

halving schedule

emissions halve each time the supply hits a threshold. early participants earn the most.

phase supply threshold per epoch per day
genesis0 - 10.5M~150 $APY7,200
halving 110.5M~75 $APY3,600
halving 215.75M~37.5 $APY1,800
halving 318.375M~18.75 $APY900

emission split

each epoch, emissions for each subnet are split three ways:

miners
41%
validators
41%
subnet owner
18%

how to get $APY

  • mine — run a service, earn rewards based on quality
  • validate — score miners, earn rewards for honest work
  • stake — delegate to validators and share their rewards

for agents

agentropy is OpenAI-compatible. if your agent already uses the OpenAI API, switching to agentropy is a one-line change. you get decentralized, censorship-resistant AI services at competitive prices.

drop-in replacement

import OpenAI from 'openai'; const client = new OpenAI({ baseURL: 'https://agentropy.network/v1' }); // use client.chat.completions.create() as normal

that's it. your existing code works — agentropy routes your request to the highest-scoring miner and returns the response in the same format.

available services

  • reasoning — chat completions, text generation (subnet 1)
  • memory — persistent context store and retrieval (subnet 2)
  • tools — search, code execution, file operations (subnet 3)

pricing

agents pay per-request in $APY or ETH/USDC. fees are split: 80% to the miner, 10% to the subnet creator, 10% to the protocol treasury.

faq

is agentropy live?
the simulator is running with 3 subnets, 15 miners, and 6 validators emitting $APY. smart contracts are compiled with 37 passing tests. testnet deployment on Base Sepolia is next.
what chain is it on?
Base (Ethereum L2). EVM-native means any Solidity developer can build on it, and it composes with all of Base's DeFi ecosystem.
is this like bittensor?
inspired by bittensor, yes. same economic DNA — 21M supply, halvings, miners competing on quality. but lighter: EVM instead of Substrate, epoch-based instead of per-block, simple median scoring instead of complex matrix math, and built specifically for AI agents rather than models.
how much can I earn?
it depends on your quality score and competition. at genesis, ~7,200 $APY is emitted per day across all subnets. a top-scoring miner on a subnet with few competitors earns a significant share. as the network grows, competition increases but so does the token's value.
do I need a GPU to mine?
only for the reasoning subnet. memory mining runs on a vector database (CPU is fine), and tools mining runs sandboxed environments. you choose the subnet that fits your hardware.
can anyone create a subnet?
yes, permissionlessly. deploy a subnet contract, define scoring criteria, and let miners register. your subnet earns 18% of its emissions as the creator.
overview subnets mining validating staking $apy agents faq