Hedera VNX Paid Micro-Swarm

Deterministic agent swarm with Hedera mainnet HBAR payment, cryptographically verifiable proof receipts, and a standalone Payment SDK for any HBAR transfer.

Quick Start · Architecture · NVIDIA + Hedera · Live Demo · Release Quality · Payment SDK · Hiero Verify Agent · Benchmarks · Tests · Docs

Overview

Task → 4 VNX Workers Vote → Highest-Score Winner → HBAR Paid on Mainnet → Cryptographic Receipt

The VNX Paid Micro-Swarm is a deterministic, competition-grade system that dispatches trading-signal tasks to a swarm of specialized agent workers, selects the highest-confidence winner, pays them in HBAR on Hedera mainnet, and produces a cryptographically verifiable proof receipt with SHA-256 hashes and live mirror-node confirmation.

Features

4 deterministic VNX workers with keyword-based confidence scoring
HBAR payment rail with mainnet enforcement and configurable amount caps
Standalone Payment SDK — send HBAR from CLI or code without swarm logic
SHA-256 cryptographic receipts with HashScan and mirror-node URLs
Hiero Verify VNX Agent — 5 independent checks with live mirror-node confirmation
32 passing Jest tests covering edge cases, tamper detection, HCS verification, demo rendering, verifier-agent verdicts, and benchmark invariants

Live Verification

Resource	Link / ID
HCS Topic	`0.0.10416185` — Vera lattice audit trail
Account	`0.0.10294360`
Payment Transaction	`0.0.10294360@1778958335.880736678`
Mirror Node	`https://mainnet-public.mirrornode.hedera.com`
HashScan	`https://hashscan.io/mainnet`

Quick Start

Prerequisites

Node.js ≥ 20
npm or pnpm

Install

git clone https://github.com/livevnx8/hedera-vnx-paid-swarm.git
cd hedera-vnx-paid-swarm
npm install

Plan-Only Mode (no credentials)

Preview the entire swarm logic without touching the network:

npm run demo:plan

This runs the full flow without credentials — you see worker scores and the winner selection.

Live Mainnet (requires credentials)

# Copy and fill in your credentials
cp .env.example .env
# edit .env with HEDERA_ACCOUNT_ID, HEDERA_PRIVATE_KEY, HEDERA_NETWORK=mainnet

npm run demo:live -- \
  --task "Predict the HBAR price direction and forecast the signal" \
  --recipient 0.0.RECIPIENT \
  --max-hbar 0.01

Architecture

Component Reference

Component	File	Responsibility
`VnxWorkerAgent`	`src/workers.ts`	4 deterministic agents with keyword confidence scoring
`PaidSwarmCoordinator`	`src/coordinator.ts`	Dispatches tasks, scores votes, selects winner, triggers payment
`HederaPaymentRail`	`src/payment-rail.ts`	Wraps `HederaClient`; enforces mainnet, validates amount cap
`ProofReceiptBuilder`	`src/receipt-builder.ts`	SHA-256 hashed JSON receipt with HashScan + mirror-node URLs
`ProofVerifier`	`src/proof-verifier.ts`	Recomputes hashes and verifies transactions via Hiero mirror node
`HieroVerifyVnxAgent`	`src/hiero-verify-agent.ts`	Agent-style proof verdict for saved receipts
`BenchmarkRunner`	`src/benchmark.ts`	Reproducible local benchmarks for deterministic package operations

NPM Package Architecture

hedera-vnx-paid-swarm
├─ Public API
│  ├─ VnxWorkerAgent / DEFAULT_WORKERS
│  ├─ PaidSwarmCoordinator
│  ├─ HederaPaymentRail / HederaClient
│  ├─ ProofReceiptBuilder
│  ├─ HieroVerifyVnxAgent
│  ├─ HieroHcsVerifyAgent
│  ├─ runLocalBenchmarks
│  └─ fetchMainnetDemoData / renderMainnetDemoFrame
├─ CLI Tools
│  ├─ vnx-swarm-demo
│  ├─ vnx-swarm-e2e
│  ├─ vnx-swarm-verify
│  ├─ vnx-mainnet-demo
│  ├─ hcs-topic-publisher / hcs-verify-agent
│  ├─ send-hbar
│  └─ npm run benchmark
└─ Proof Data
   ├─ SHA-256 task and decision hashes
   ├─ HashScan transaction URL
   └─ Hedera/Hiero mirror-node confirmation

Worker Swarm

Name	Specialty	Price	Best For
BitLattice-ONNX	prediction	0.005 HBAR	price signals, forecasts
RSI-Momentum	momentum	0.003 HBAR	RSI, velocity tasks
BB-Volatility	volatility	0.003 HBAR	Bollinger bands, range
SMA-Trend	trend	0.002 HBAR	moving average, slope

Workers use deterministic keyword-confidence scoring to demonstrate the competitive dispatch pattern. They are designed to be replaced with real inference backends (ONNX, REST, gRPC) via the VnxWorkerAgent interface.

Scoring Formula: score = confidence × specialty_match / (max(price_hbar, 0.001) + 0.0001)

A minimum effective price of 0.001 HBAR prevents agents from gaming the formula by bidding near zero.

NVIDIA + Hedera Bare Metal

Reference Architecture — This section describes the target production stack. GPU-accelerated inference (Nemotron, TensorRT, NIM) is implemented in the companion nemotron-vnx-paid-swarm repository. This package provides the deterministic task dispatch, payment, and proof layer that sits beneath the inference tier.

The business architecture is simple: NVIDIA accelerates the intelligence, Hedera verifies the economic event, and VNX connects both into a paid agent workflow on Linux bare metal. GPUs run the prediction and model-serving workloads locally; Hedera receives the compact proof artifacts: payments, task hashes, decision hashes, HCS messages, and mirror-node verification.

NVIDIA and Hedera bare-metal VNX stack

Layer	What it does in this stack	Why it matters
Linux bare metal	Owns drivers, CUDA runtime, local services, logs, secrets, and process supervision	Low overhead and strong operational control
NVIDIA CUDA / Triton / NIM	Runs accelerated inference, model endpoints, and high-throughput agent workloads	Fast local prediction without putting private model inputs on-chain
VNX swarm	Routes tasks, scores workers, selects winners, builds receipts, and pays agents	Turns inference into a deterministic business workflow
Hedera HBAR + HCS	Settles agent payments and anchors verifiable proof messages	Creates public, timestamped, independently auditable records
Hiero mirror-node verification	Replays transaction and topic evidence after execution	Lets customers and operators verify outcomes without trusting our server

Data points used honestly:

Metric	Source	Value
NVIDIA NIM published example	Llama 3.1 8B Instruct, 1x H100 SXM, FP8, 200 concurrent requests	NIM ON: 1201 tokens/s, ITL 32ms; NIM OFF: 613 tokens/s, ITL 37ms
VNX local benchmark	Deterministic plan-only worker selection on this repo	88,975.28 prediction tasks/sec
VNX receipt benchmark	SHA-256 task and decision receipt construction	416,466.94 receipts/sec
VNX verifier benchmark	Local Hiero verifier checks with mirror-node result injected	295,338.70 checks/sec
Hedera public mirror-node note	Hedera HCS API docs	Public mainnet mirror node throttled at 100 requests/sec at time of writing

What this unlocks:

GPU-backed prediction desks with paid winner selection
Enterprise AI audit trails without publishing private model inputs
Agent marketplaces with HBAR settlement and reputation history
Bare-metal AI appliances that produce customer-verifiable proof

See docs/NVIDIA_HEDERA_BARE_METAL.md for the detailed architecture, operator workflow, performance boundaries, and source references.

Live Mainnet Demo

The demo GIF is rendered from public data sources: an existing Hedera mainnet payment transaction, the latest message from the Vera HCS topic, a public HBAR/USD market feed, and local deterministic benchmark results. Rendering the GIF does not submit a new payment or HCS message.

Render it locally:

npm run demo:render -- \
  --transaction-id 0.0.10294360@1778958335.880736678 \
  --hcs-topic 0.0.10416185 \
  --out assets/vnx-mainnet-demo.gif

What the visual proves:

Panel	Live or measured source
Agent payment proof	`0.0.10294360@1778958335.880736678` via public mirror node
HCS topic messaging	`0.0.10416185` latest topic message via public mirror node
HBAR chart	Public HBAR/USD market data feed
Prediction throughput	Local deterministic benchmark, labeled separately from network TPS
Verifier agents	Hiero verification checks over receipt and mirror-node data

Direct proof links:

HashScan: https://hashscan.io/mainnet/transaction/0.0.10294360%401778958335.880736678
Mirror node: https://mainnet-public.mirrornode.hedera.com/api/v1/transactions/0.0.10294360-1778958335-880736678

Release Quality

The package ships with release gates for formatting, linting, typechecking, tests, build output, and npm packaging. GitHub Actions runs the same gates on Node.js 20 and 22.

Release readiness gates

Release commands:

npm run format:check
npm run lint
npm run typecheck
npm test -- --runInBand
npm run build
npm pack --dry-run

NPM package entrypoints resolve to compiled JavaScript under dist/, while development commands continue to use the TypeScript sources through tsx.

Payment SDK

The HederaPaymentRail and HederaClient can be used independently of the swarm for any HBAR transfer.

Programmatic

import { HederaPaymentRail } from 'hedera-vnx-paid-swarm';

const rail = new HederaPaymentRail({ requireMainnet: true, maxHbar: 0.01 });
const result = await rail.transfer('0.0.10294360', 0.005, 'memo');

console.log(result.status); // 'success' | 'payment_failed'
console.log(result.transactionId); // '0.0.12345@1234567890.000000001'

CLI

# Send HBAR from command line
npm run send -- --to 0.0.10294360 --amount 0.005 --memo "VNX swarm winner"

# Quick balance check
npx tsx -e "const c=(await import('./src/hedera-client.js')).HederaClient.fromEnv(); console.log((await c?.getBalance())?.hbar + ' HBAR'); c?.close();"

See docs/PAYMENT.md for full SDK reference including HederaClient low-level API, dry-run validation, and safety guarantees.

SDK Client

One-liner setup for programmatic usage:

import { VnxSwarmClient } from '@vnx/swarm-client';

const client = new VnxSwarmClient({
  accountId: '0.0.xxx',
  privateKey: '...',
  network: 'mainnet',
  maxHbar: 0.01,
});

const receipt = await client.runTask('Predict BTC direction');
console.log(receipt.selected.name, receipt.payment);

The VnxSwarmClient handles credential loading, coordinator wiring, and auto-records every task to the ledger.

Agent Registry

Dynamically register agents instead of hardcoding:

import { AgentRegistry } from '@vnx/swarm-client';

const registry = new AgentRegistry();
registry.register({
  id: 'my-onnx-bot',
  name: 'ONNX Bot',
  specialty: 'prediction',
  priceHbar: 0.005,
  paymentAccount: '0.0.999999',
  endpoint: 'http://localhost:8000/predict',
});

const client = new VnxSwarmClient({
  accountId: '0.0.xxx',
  privateKey: '...',
  registry,
});

Agent Ledger & Leaderboard

Every completed task updates a local reputation ledger:

npm run leaderboard

Sample output:

  #  | ID                | Name                | Reputation | Tasks | Won | Paid (HBAR) | Streak
  --------------------------------------------------------------------------------------------------------------
  1  | onnx-primary      | BitLattice-ONNX     | 0.823      | 12    | 8   | 0.040       | 3
  2  | momentum-alpha    | Momentum Alpha      | 0.612      | 10    | 4   | 0.020       | 0

Formula: reputation = 0.4×accuracy + 0.3×reliability + 0.2×volume + 0.1×recency

Persist to disk:

import { writeFileSync } from 'fs';
writeFileSync('ledger.json', JSON.stringify(client.ledger.export()));

Typed Errors

All errors extend SwarmError with a code field:

Class	Code	When
`SwarmError`	`CREDENTIALS_MISSING`	Missing `accountId` or `privateKey`
`PaymentError`	`PAYMENT_FAILED`	HBAR transfer fails or exceeds cap
`VerificationError`	`VERIFICATION_FAILED`	Mirror node cannot confirm transaction
`NetworkError`	`NETWORK_ERROR`	Hedera node unreachable (may be retryable)
`AgentError`	`AGENT_ERROR`	Worker execution or registry failure

Why This Works For Hedera

This package is designed around Hedera’s strengths: low-cost HBAR transfers, stable account IDs, public transaction IDs, and mirror-node verification.

Hedera capability	How the package uses it
HBAR transfers	`HederaClient.transferHbar()` executes the winner payment through `@hashgraph/sdk`
Mainnet account model	Receipts preserve payer/recipient style account IDs such as `0.0.10294360`
Transaction IDs	Successful payments include `0.0.x@seconds.nanos` transaction IDs for explorer proof
HashScan	`explorerUrl` links the receipt to a public Hedera mainnet transaction page
Hiero mirror node	`HieroVerifyVnxAgent` confirms the transaction via `mainnet-public.mirrornode.hedera.com`
Deterministic audit trail	Task hash and decision hash make the off-chain agent decision reproducible and tamper-evident

The live Hedera transaction proves settlement. The receipt hashes prove which deterministic worker decision caused that settlement.

Receipt Schema

{
  "version": "1.0",
  "network": "mainnet",
  "timestamp": 1778958345039,
  "taskHash": "d8779ea3f6750d565f07d5e014cd2b8ddc8b12b46847e9f981d90a7d42cba583",
  "votes": [
    {
      "workerId": "onnx-primary",
      "name": "BitLattice-ONNX",
      "specialty": "prediction",
      "confidence": 0.9,
      "priceHbar": 0.005,
      "score": 176.47
    }
  ],
  "selected": {
    "workerId": "onnx-primary",
    "name": "BitLattice-ONNX",
    "specialty": "prediction",
    "priceHbar": 0.005,
    "score": 176.47
  },
  "payment": {
    "status": "success",
    "transactionId": "0.0.10294360@1778958335.880736678",
    "network": "mainnet",
    "amountHbar": 0.005,
    "recipient": "0.0.10294360",
    "consensusTimestampMs": 1778958345039
  },
  "decisionHash": "sha256(workerId:score:txId:taskHash)",
  "proofStatus": "mainnet_confirmed",
  "explorerUrl": "https://hashscan.io/mainnet/transaction/...",
  "mirrorNodeUrl": "https://mainnet-public.mirrornode.hedera.com/api/v1/transactions/..."
}

See data/receipt-example.json for a full verified example.

Hiero Verify VNX Agent

The Hiero Verify VNX Agent is the verification worker for the swarm. It reads a saved receipt, recomputes the local hashes, checks the proof status, validates the HashScan link, and confirms the transaction through the Hedera/Hiero mirror node.

Field	Value
Agent ID	`hiero-verify-vnx`
Agent Name	`Hiero Verify VNX Agent`
Specialty	`hiero-mainnet-proof`
Verdicts	`accepted` or `rejected`

Agent CLI

Run the verifier agent against a saved receipt:

npm run verify -- \
  --receipt data/receipt-example.json \
  --task "Predict the HBAR price direction and forecast the signal"

Expected Output:

Hiero Verify VNX Agent
Verdict:   ACCEPTED
Summary:   5/5 checks passed

PASS  TASK HASH
PASS  DECISION HASH
PASS  MAINNET PROOF STATUS
PASS  HASHSCAN URL
PASS  MIRROR NODE TRANSACTION

Hiero Verify VNX Agent accepted this proof.

Programmatic Agent

import { HieroVerifyVnxAgent } from 'hedera-vnx-paid-swarm';

const agent = new HieroVerifyVnxAgent();
const report = await agent.verify(receipt, taskDescription);

console.log(report.verdict); // 'accepted' | 'rejected'
console.log(report.summary); // '5/5 checks passed for transaction ...'

The agent performs 5 independent checks:

Task Hash — Recomputes SHA-256 of the original task description
Decision Hash — Recomputes SHA-256(workerId:score:txId:taskHash)
Mainnet Proof Status — Validates proofStatus === "mainnet_confirmed"
HashScan URL — Confirms explorer URL matches transaction ID
Mirror Node Transaction — Live lookup to mainnet-public.mirrornode.hedera.com

See docs/HIERO.md for the full proof standard and mirror-node API details.

Benchmarks

Benchmarks measure local deterministic package operations only. They do not claim Hedera network settlement latency or public mirror-node latency.

Run:

npm run benchmark

Latest local result from this repo:

VNX Paid Swarm Local Benchmarks
Node: v20.20.2
Iterations: 1000

| Case | Runs | Avg ms | Min ms | Max ms | Ops/sec |
|------|------|--------|--------|--------|---------|
| worker_selection_plan_only | 1000 | 0.0112 | 0.0060 | 0.3693 | 88975.28 |
| receipt_build_sha256 | 1000 | 0.0024 | 0.0017 | 0.0763 | 416466.94 |
| hiero_verify_agent_local | 1000 | 0.0034 | 0.0022 | 0.4281 | 295338.70 |

Benchmark cases:

Note: These benchmarks measure local in-memory deterministic operations (keyword scoring, SHA-256 hashing, and local verification logic). They do not measure inference, network latency, or Hedera transaction throughput.

Case	What it measures
`worker_selection_plan_only`	Deterministic keyword scoring, winner selection, and plan-only receipt path
`receipt_build_sha256`	SHA-256 task/decision hash construction (pure CPU)
`hiero_verify_agent_local`	Hiero Verify VNX Agent checks with mirror-node result injected locally

Tests

npm test

32 passing tests covering:

Worker confidence determinism and specialty keyword matching
Winner selection by highest score
Max-hbar cap filtering
Plan-only mode (no payment)
Payment failure normalization
Non-mainnet network rejection
Hash stability and proof status
HashScan + mirror-node URL generation
Hiero mirror-node transaction verification
Tampered hash detection
Hiero Verify VNX Agent accepted/rejected verdicts
Benchmark output shape, numeric timing fields, and invalid input handling
Prediction firehose and HCS topic publisher dry-run behavior
HCS verifier-agent verdicts
Live mainnet demo data fetching and SVG rendering

npm run test:coverage   # coverage report
npm run test:watch      # watch mode

Safety & Security

Guarantee	Implementation
Max Amount Cap	Default `--max-hbar` at `0.01` HBAR; configurable but never unlimited
Mainnet Enforcement	`HEDERA_NETWORK=mainnet` required for competition runs; throws otherwise
Positive Amount	Rejects non-positive or zero amounts
No Hardcoded Keys	Private keys loaded exclusively from `HEDERA_PRIVATE_KEY` env var
Plan-Only Isolation	`--plan-only` mode explicitly labeled as dev-only; receipts show `proofStatus: "not_mainnet_proof"`
Receipt Guards	`assertMainnetProofReceipt()` prevents mock receipts from being treated as live proof

CLI Scripts

Script	Command	Purpose
Demo	`npm run demo:plan`	Preview swarm without credentials
Demo Live	`npm run demo:live`	Run on Hedera mainnet with real HBAR
E2E Dry	`npm run e2e`	Structural validation, no network calls
E2E Live	`npm run e2e:live`	Full live mainnet end-to-end run
Verify	`npm run verify -- --receipt <file> --task <text>`	Verify a saved receipt
Benchmark	`npm run benchmark`	Measure deterministic local package operations
Mainnet Demo GIF	`npm run demo:render`	Render the live-data proof GIF from public Hedera/HCS/market sources

Project Structure

hedera-vnx-paid-swarm/
├── src/
│   ├── types.ts              # Core interfaces (SwarmTask, WorkerVote, SwarmReceipt, PaymentRail)
│   ├── workers.ts            # VnxWorkerAgent + 4 pre-configured agents
│   ├── coordinator.ts        # PaidSwarmCoordinator
│   ├── payment-rail.ts       # HederaPaymentRail — mainnet enforcement
│   ├── receipt-builder.ts    # ProofReceiptBuilder — SHA-256 receipts
│   ├── proof-validation.ts   # assertMainnetProofReceipt guards
│   ├── proof-verifier.ts     # verifySwarmProof + Hiero mirror-node lookup
│   ├── hiero-verify-agent.ts # Hiero Verify VNX Agent wrapper
│   ├── benchmark.ts          # Local deterministic benchmark runner
│   ├── mainnet-demo.ts       # Live-data demo renderer
│   ├── proof-urls.ts         # HashScan + mirror-node URL builders
│   ├── hedera-client.ts      # Minimal HederaClient wrapper
│   └── index.ts              # Barrel exports
├── scripts/
│   ├── vnx-paid-swarm-demo.ts        # CLI demo entrypoint
│   ├── vnx-paid-swarm-e2e.ts         # End-to-end validation
│   ├── vnx-paid-swarm-verify-proof.ts # CLI proof verifier
│   ├── benchmark.ts                  # Benchmark CLI
│   ├── render-mainnet-demo.ts        # Mainnet proof GIF renderer
│   └── send-hbar.ts                   # Standalone HBAR transfer CLI
├── tests/
│   └── vnx-paid-swarm.test.ts        # Jest unit and integration tests
├── assets/
│   ├── architecture.svg      # System architecture diagram (source)
│   ├── architecture.png      # System architecture diagram (rendered)
│   ├── workflow.svg          # Execution flow diagram (source)
│   ├── workflow.png          # Execution flow diagram (rendered)
│   ├── banner-hero.svg       # GitHub social preview banner (source)
│   ├── banner-hero.png       # GitHub social preview banner (rendered)
│   ├── terminal-demo.svg     # CLI demo screenshot (source)
│   ├── terminal-demo.png     # CLI demo screenshot (rendered)
│   ├── leaderboard.svg       # Worker score leaderboard (source)
│   ├── leaderboard.png       # Worker score leaderboard (rendered)
│   ├── badge-swarm.svg       # VNX Swarm Protocol badge (source)
│   ├── badge-swarm.png       # VNX Swarm Protocol badge (rendered)
│   ├── badge-hedera.svg      # Verified on Hedera Mainnet badge (source)
│   ├── badge-hedera.png      # Verified on Hedera Mainnet badge (rendered)
│   ├── badge-hiero.svg       # Hiero Compatible badge (source)
│   ├── badge-hiero.png       # Hiero Compatible badge (rendered)
│   ├── badge-tests.svg       # Test badge source
│   ├── badge-tests.png       # Test badge rendered
│   ├── release-readiness.svg # Release quality gates visual
│   ├── release-readiness.png # Release quality gates rendered
│   └── vnx-mainnet-demo.gif  # Live mainnet proof demo
├── data/
│   └── receipt-example.json   # Verified example receipt
├── docs/
│   ├── HIERO.md              # Hiero compatibility & verification guide
│   ├── NVIDIA_HEDERA_BARE_METAL.md # NVIDIA + Hedera bare-metal architecture
│   └── PAYMENT.md            # Payment SDK reference & examples
├── .env.example              # Environment variable template
├── .github/workflows/ci.yml  # CI quality gates
├── CHANGELOG.md              # Version history
├── CONTRIBUTING.md           # Contribution guidelines
├── LICENSE                   # MIT License
├── SECURITY.md               # Vulnerability and key-handling policy
└── package.json              # Scripts & dependencies

HCS Topic

Topic ID: 0.0.10416185

This is the Vera lattice HCS topic used for audit trail anchoring. The demo renderer and HCS verifier can replay topic messages through the public mirror node for consensus-timestamped proof checks.

Contributing

See CONTRIBUTING.md for development setup, style guide, and submission guidelines.

Name		Name	Last commit message	Last commit date
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assets		assets
data		data
docs		docs
scripts		scripts
src		src
tests		tests
.editorconfig		.editorconfig
.env.example		.env.example
.gitignore		.gitignore
.prettierignore		.prettierignore
.prettierrc		.prettierrc
CHANGELOG.md		CHANGELOG.md
CONTRIBUTING.md		CONTRIBUTING.md
LICENSE		LICENSE
README.md		README.md
SECURITY.md		SECURITY.md
eslint.config.js		eslint.config.js
jest.config.js		jest.config.js
package-lock.json		package-lock.json
package.json		package.json
tsconfig.build.json		tsconfig.build.json
tsconfig.json		tsconfig.json

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Hedera VNX Paid Micro-Swarm

Overview

Quick Start

Prerequisites

Install

Plan-Only Mode (no credentials)

Live Mainnet (requires credentials)

Architecture

Component Reference

NPM Package Architecture

Worker Swarm

NVIDIA + Hedera Bare Metal

Live Mainnet Demo

Release Quality

Payment SDK

Programmatic

CLI

SDK Client

Agent Registry

Agent Ledger & Leaderboard

Typed Errors

Why This Works For Hedera

Receipt Schema

Hiero Verify VNX Agent

Agent CLI

Programmatic Agent

Benchmarks

Tests

Safety & Security

CLI Scripts

Project Structure

HCS Topic

Contributing

License

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