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Swarm & Bee · On-Chain Provenance

Hedera Network

Zero-Trust Data Integrity.

Every training pair batch we deliver is fingerprinted, Merkle-verified, and anchored on Hedera Consensus Service.

No trust required. The math proves integrity. Verify it yourself on HashScan.

Why We're Here

The Trust Problem in AI Training Data

AI models are only as good as their training data. But when you buy training pairs, you're trusting the seller that the data is quality-gated, untampered, and complete. Trust-me isn't good enough for enterprise.

We anchor every batch on Hedera — the public, proof-of-stake network governed by Google, IBM, Dell, FedEx, Deutsche Telekom, and LG. Its entire codebase lives under the Linux Foundation as Project Hiero. No vendor lock-in. No proprietary black boxes.

$0.0001
Per Anchor
10K
TPS
3s
Finality
Immutable
Publisher Identity

swarmandbee.hbar

Our on-chain identity is verifiable on both Hedera and Ethereum. Every quality guarantee we issue is signed by this identity.

Hedera Identity
swarmandbee.hbar
Mainnet · Operator 0.0.10291827
Ethereum Identity
swarmandbee.eth
ENS Domain · Cross-chain via Axelar
AI Studio
8 Registered Agents
PASETO v4 authenticated · CRE Broker Agent active
Open Source
Project Hiero
Linux Foundation Decentralized Trust · hiero-sdk-python
Infrastructure

Hedera Services We Use

Active
Consensus Service (HCS)
Immutable timestamped messages. We publish Merkle roots here — one message per batch, $0.0001 each. Verifiable on HashScan forever.
Active
Token Service (HTS)
Native token creation without smart contracts. 5 tokens minted on mainnet for pair batch receipts and access control.
Active
AI Studio
Agent registration and authentication. 8 agents registered with PASETO v4 tokens for on-chain operations.
Planned
Decentralized Identity
DID-based publisher verification. Verifiable Credentials for swarmandbee.hbar as a certified data publisher.
Planned
MCP Server
Model Context Protocol server exposing our Hedera bridge as tools. Any MCP client can seal builds on-chain natively.
Available
HashSphere
Private Hedera for regulated enterprise customers. Data residency + dedicated support for banks, REITs, and insurers.
Verification Flow

How Zero-Trust Delivery Works

1
Pairs pass 6 quality gates
JSON valid, output length, numeric verify, concept present, dedup, degenerate check. Code gates — no subjective scoring.
2
SHA-256 fingerprint per pair
Every question + answer is normalized and hashed. Unique fingerprint for every training pair in the batch.
3
Merkle tree built from all fingerprints
20,000 pair hashes → binary tree → single 64-char root hash. Any pair can be verified against this root.
4
Merkle root published to Hedera HCS
One immutable message per batch. Timestamped by Hedera consensus. Cost: $0.0001. Permanent.
5
Customer receives pairs + guarantee.json
The guarantee includes Merkle root, gate pass rates, Hedera transaction ID, and a HashScan verification link.
6
Verify any pair independently
Pick any pair. Hash it. Check inclusion proof against the on-chain Merkle root. Math proves integrity. Zero trust required.
Customer Artifact

What You Get: guarantee.json

Every pair delivery includes this manifest. It's your receipt, your proof, and your audit trail.

{ "product": "SwarmCurator Pro", "domain": "cre", "pairs": { "total": 20000, "merkle_root": "a1b2c3d4e5f6...", "sha256_file": "9f8e7d6c5b4a..." }, "quality_guarantee": { "gates_passed": 6, "overall_pass_rate": 0.97, "cove_threshold": "20/25, all criteria >= 3, accuracy >= 4" }, "provenance": { "hedera_tx_id": "[email protected]", "hedera_topic_id": "0.0.8111068", "verify_url": "https://hashscan.io/mainnet/transaction/...", "merkle_root_on_chain": true }, "identity": { "publisher": "Swarm & Bee", "hedera_id": "swarmandbee.hbar", "ens": "swarmandbee.eth" } }
Ecosystem

Part of Something Bigger

Hedera is governed by the world's leading enterprises and backed by the Linux Foundation. We build on open-source infrastructure with institutional-grade trust.

Governing Council
Google, IBM, Dell, FedEx, Deutsche Telekom, LG
DeFi TVL
$208M+ and growing
Agent Economy
$470M+ GDP (Feb 2026)
Cross-Chain
Axelar bridge to 60+ chains
Carbon Markets
$1.1B via B4ECarbon
Open Source
91 repos under Linux Foundation

Verified Data. On-Chain Proof.

Start receiving Merkle-verified training pairs with Hedera-anchored quality guarantees.

Start at $20/mo View on HashScan