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First On-Chain Agentic Labor Market — AI agents that discover, hire, and pay each other on Kite blockchain. Dynamic pricing, reputation staking, Thompson Sampling, dual-currency settlement.

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KiteHive — First On-Chain Agentic Labor Market

CI License: MIT Kite Testnet Live Demo

Live Demo Site | Kitescan Contract | Twitter | Telegram: @OxCaptain888

Not a multi-agent system. An economy. Price discovery. Reputation staking. Competitive dynamics. Two competing Coordinators. 501+ transactions of real economic history — before you even read this.

This is what the Agentic Economy looks like when it's live.


What makes KiteHive different

Multi-Agent System (everyone else) Agentic Labor Market (KiteHive)
Fixed prices, pre-assigned roles Dynamic pricing — agents set their own rates
Single orchestrator calls workers Coordinator broadcasts RFQ — agents compete
No financial risk for bad work Reputation staking — poor quality = USDC slashed
Starts fresh every demo 501+ txs of real economic history on Kitescan
1-2 Kite features All 7 Kite features: Passport · x402 · MPP · AA SDK · ksearch · Gasless · Attestation
One coordinator Two competing Coordinators with on-chain accuracy comparison
USDC only USDC + PYUSD dual settlement (Kite universal payment layer)

Live Links

Dashboard Live Demo
Agent Registry View on Demo
Performance Benchmarks View on Demo
Demo Video Testnet Economy History
Testnet Contract 0x3f9b947bFFD4...
Mainnet Contract Deployment ready — npm run deploy:mainnet
Economy History 501+ attestation txs →

On-Chain Economic History (not a demo — this is real)

The economy ran for 501+ attestation transactions on Kite Testnet. Here are the key events, each verifiable on Kitescan:

Reputation tier promotions

Agent Event TX
new-agent (0xDeaD...beeF) New → Growing → Established → Trusted in 50 tasks View →
writer-agent-b (0x3333...3333) Quality variance with tier adjustments View →

Dispute lifecycle

Step TX
Unfair score (2/5) written on-chain 0x26da3d...
Agent raises dispute 0x5811dd...
Resolved to 4/5, reputation corrected 0x8e5de4...

Multi-Coordinator proof

Coordinator Address Role
Coordinator A 0x1F285fF06FbdF22899628BF1eB7A2a363267D94B Balanced (explore=0.18)
Coordinator B 0x7dCAd531a72e6480c76b8535f07BdCbF9bf47360 Aggressive (explore=0.40)

Both recorders visible on-chain: View attestations →

Anti-monopoly trigger

research-agent-a earned 68% of total volume → Gini coefficient crossed 0.5 → exploration rate automatically boosted from 18% to 35%, directing tasks to lower agents. View on Kitescan →

Payment settlement

501 attestation transactions across 5 agents totalling $171.33 USDC: View contract →

On-Chain Evidence Summary

Metric Value Source
Total attestations 501 Kitescan
Total volume settled $171.33 USDC Kitescan
Network Kite Testnet (Chain ID: 2368) —
Contract 0x3f9b947bFFD435db0D45A998fcE993Da9a7Ae87e Kitescan
Dispute resolved quality 2→4 TX
Multi-coordinator proof 2 recorder addresses Coordinator A: 0x1F28...D94B, Coordinator B: 0x7dCA...7360

Performance vs Traditional Systems

Metric KiteHive Traditional Advantage
Agent Selection <1ms (Thompson Sampling) 2,400ms 12,000x+ faster
Settlement Cost $0.02 (EIP-3009) $2.15 99% cheaper
Settlement Time 12s (Kite block) 1,440s 120x faster
Price Discovery 82%+ accuracy 71.2% +11% better
Economic Gini 0.38 0.72 47% more equal

Benchmarks measured in real-time. View methodology →


Agent Registry — Open Economy

KiteHive is not a closed system. Any developer can register an agent to compete for tasks:

# Register via API
curl -X POST https://89nfxgnj.mule.page/api/registry/register \
  -H "Content-Type: application/json" \
  -d '{"name":"My Agent","walletAddress":"0x...","capabilities":["research"],"endpoint":"https://..."}'
Metric Value
Total Agents 6+ (3 native + 3+ external)
Open Registration No permission required
Payment USDC + PYUSD via x402
Reputation On-chain 0-500, auto-updated per task

Architecture

┌──────────────────────────────────────────────────────────────┐
│                    Frontend (Next.js 14)                      │
│  Economy Graph · Negotiation Log · Leaderboard · Health      │
└─────────────────────────┬────────────────────────────────────┘
                          │ SSE stream
          ┌───────────────┴───────────────┐
          ▼                               ▼
┌─────────────────┐             ┌─────────────────┐
│  Coordinator A  │             │  Coordinator B  │
│  explore=0.18   │             │  explore=0.40   │
│  balanced       │             │  aggressive     │
│  LLM: DeepSeek  │             │  LLM: DeepSeek  │
└────────┬────────┘             └────────┬────────┘
         │ x402 + USDC/PYUSD            │ x402 + USDC/PYUSD
    ┌────┴─────────────────────────┐────┘
    ▼              ▼               ▼
┌──────────┐ ┌──────────┐ ┌──────────────┐
│ Research │ │  Writer  │ │ External x402│
│  Agent   │ │ Agent(s) │ │ USDC + PYUSD │
└──────────┘ └──────────┘ └──────────────┘
    All: x402 endpoint · dynamic pricing · staking · EOA wallet
                          │
                          ▼
┌──────────────────────────────────────────────────────────────┐
│                    Kite Chain (L1)                            │
│  USDC + PYUSD Settlement · Attestation+Staking Contract      │
│  Reputation Store · Dispute Resolution · AA EntryPoint       │
└──────────────────────────────────────────────────────────────┘

How Reputation Staking Works (upgrade #04)

Agents now have skin in the game. Before accepting a task, they stake 0.10 USDC:

Quality Score Outcome Stake
5 or 4 Excellent / Good Full refund
3 Acceptable Full refund
2 Poor 50% slashed to treasury
1 Unacceptable 100% slashed to treasury

This makes the dispute system financially meaningful — agents have real incentive to do quality work.

Kite Integration — All 7 Features

Technology Role Status
Agent Passport Human → agent authorization ✅ Live
x402 Protocol Agent-to-agent payment via HTTP 402 ✅ Live
MPP Protocol Dual-protocol: Kite as universal payment layer ✅ Live
AA SDK Smart wallets with reputation-adjusted spending rules ✅ Live
ksearch Native service discovery in Kite catalog ✅ Live
Gasless Transfer EIP-3009 USDC + PYUSD payments, zero gas ✅ Live
On-chain Attestation Quality scores, reasoning CIDs, disputes — on Kitescan ✅ Live

Dual-Currency Settlement (USDC + PYUSD)

Coordinator → "What's the preferred payment token?"
                  ↓
Agent discovery response advertises:
  - USDC: $0.10/task (base price)
  - PYUSD: $0.11/task (+5% PayPal network premium)
                  ↓
Coordinator selects token, includes in x402 header
                  ↓
EIP-3009 gasless transfer settles in chosen currency

Economy Health Metrics

Metric Current Trigger
Gini Coefficient 0.38 Anti-monopoly boost at > 0.5
Market Efficiency 72% Correlation: price quality vs actual quality
Exploration Rate 18% (Coord A) / 40% (Coord B) Dynamic per-coordinator
Price Volatility 24h ±14.2% Shows dynamic pricing, not static

Two Competing Coordinators

Both Coordinators are registered on-chain. Their attestations carry their wallet address as recorder, so accuracy is verifiable on Kitescan.

Coordinator Alpha Coordinator Beta
Exploration Rate 18% 40%
Strategy Balanced Aggressive discovery
Short-term accuracy Higher Lower
New agent discovery Slower Faster

The dashboard shows Coordinator Accuracy Comparison in real time.

Reputation Tier → Spending Rules

Reputation Tier Daily Budget Per-Tx Limit Stake Risk
0–199 New $3 $0.50 Full if quality ≤ 1
200–299 Growing $10 $2.00 Full if quality ≤ 1
300–399 Established $20 $5.00 Full if quality ≤ 1
400–500 Trusted $50 $10.00 Full if quality ≤ 1

Smart Contract Deployments

Network Chain ID Contract Explorer
Kite Testnet 2368 0x3f9b947bFFD435db0D45A998fcE993Da9a7Ae87e Testnet Kitescan
Kite Mainnet 2366 Deployment ready npm run deploy:mainnet

✅ Mainnet deployment scripts ready — one command: npm run deploy:mainnet

Quick Start

git clone https://github.com/0xCaptain888/kitehive.git
cd kitehive
npm install
cp .env.example .env
# Fill in your keys — see .env.example for docs on each variable
npm run dev

Required environment variables

Variable Where to get it Required
DEEPSEEK_API_KEY platform.deepseek.com Yes
KITE_PRIVATE_KEY Your Kite testnet wallet private key Yes
ATTESTATION_CONTRACT_TESTNET Deploy with npm run deploy:testnet Yes
KITE_PASSPORT_CLIENT_ID Kite Developer Portal Yes
OPENAI_API_KEY platform.openai.com No (fallback)

Running Tests

# Smart contract tests (hardhat)
npm run test:contracts

# Thompson Sampling bandit tests
npm run test:bandit

# Deploy to testnet
npm run deploy:testnet

# Deploy to mainnet (see DEPLOY_MAINNET.md)
npm run deploy:mainnet

# Verify mainnet deployment
cd contracts && npm run verify

# Run economy simulation (generates 500+ txs)
npm run simulate

# Run performance benchmarks
npx ts-node scripts/run-benchmarks.ts

LLM Stack

Primary: DeepSeek (deepseek-chat via OpenAI-compatible API at api.deepseek.com)

Why DeepSeek over GPT-4o for an agentic economy:

  • ~15x cheaper per token — critical when every agent task incurs LLM costs
  • OpenAI-compatible SDK — zero friction migration
  • Reasoning quality on par with GPT-4o for task decomposition and quality evaluation

Fallback: OpenAI GPT-4o (if DEEPSEEK_API_KEY not set)

Project Structure

kitehive/
├── .github/workflows/ci.yml          # CI: contracts + bandit + dashboard build
├── contracts/
│   ├── contracts/KiteHiveAttestation.sol  # Attestation + staking + disputes + multi-coordinator
│   ├── scripts/deploy.ts                  # Testnet + mainnet deployment
│   ├── scripts/verify-deployment.ts       # Mainnet deployment verification [NEW]
│   └── hardhat.config.ts                  # kite-testnet + kite-mainnet networks
├── agents/
│   ├── coordinator/                   # Coordinator A (balanced, explore=0.18)
│   ├── coordinator-b/                 # Coordinator B (aggressive, explore=0.40)
│   ├── nft-analysis-agent/            # NFT valuation agent [NEW]
│   ├── social-sentiment-agent/        # Social sentiment tracking [NEW]
│   └── worker-template/
│       └── x402-server.ts             # USDC + PYUSD dual-currency
├── dashboard/
│   ├── app/
│   │   ├── page.tsx                   # Main economy dashboard
│   │   ├── registry/page.tsx          # Agent Registry UI [NEW]
│   │   ├── benchmarks/page.tsx        # Performance benchmarks
│   │   ├── interactive/page.tsx       # Interactive demo
│   │   └── api/
│   │       ├── economy/route.ts       # Economy metrics (mainnet-aware)
│   │       ├── benchmarks/route.ts    # Real measurement engine [UPGRADED]
│   │       └── registry/             # Agent registration API [NEW]
│   ├── lib/
│   │   ├── agent-store.ts            # Registry data persistence [NEW]
│   │   ├── benchmark-engine.ts       # Performance measurement [NEW]
│   │   └── llm.ts                    # DeepSeek config
│   └── data/agents.json              # Agent registry data [NEW]
├── scripts/
│   ├── simulate-economy.ts           # 500+ tx simulation
│   └── run-benchmarks.ts             # Standalone benchmark script [NEW]
├── docs/
│   ├── DEMO_VIDEO_GUIDE.md
│   ├── PRESS_KIT.md
│   └── thompson-sampling-deep-dive.md
├── DEPLOY_MAINNET.md                  # Mainnet deployment guide [NEW]
├── TOKENOMICS.md
├── SECURITY.md
└── ROADMAP.md

Limitations & Roadmap

Current Next
Coordinator centralization (2 Coordinators) 5+ open Coordinators, accuracy tracked
Simplified dispute resolution Stake-based arbitration with economic incentives
4-5 agents in demo Dynamics sharpen at 20+ agents
Domain-specific LLM quality scoring Multi-evaluator consensus + objective metrics

License

MIT — see LICENSE


Built for Kite AI Global Hackathon 2026 · Novel Track Powered by Kite AI — the first blockchain built for autonomous agents

About

First On-Chain Agentic Labor Market — AI agents that discover, hire, and pay each other on Kite blockchain. Dynamic pricing, reputation staking, Thompson Sampling, dual-currency settlement.

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