How to Mine Graphite (SN43): Earn TAO by Building a Financial Knowledge Graph

You can start mining Graphite (SN43) without a GPU, quant background, or months of complicated infrastructure setup.

Graphite (SN43) turns public financial documents into structured knowledge, giving miners a way to contribute useful data to Bittensor.

Miners process new filings, extract companies, relationships, facts, and causal claims, then submit their findings for validator scoring.

The strongest submissions combine accuracy, provenance, reproducibility, and speed, helping miners compete for emissions on the Graphite network.

What Graphite Does

Graphite (SN43) builds a living knowledge graph of US-listed companies, connecting financial relationships and claims to their original sources.

Miners help populate that graph by turning information from US Securities and Exchange Commission (SEC) filings and public records into structured, verifiable data.

Each claim carries provenance pointing to its source, allowing validators to fetch documents, hash them, and verify evidence. Graphite’s validator network turns newly available financial information into mining opportunities, rewarding submissions that deliver stronger data quality.

What You’ll Need

Getting started does not require specialized hardware, but you will need a working mining environment and the right credentials.

1. A Linux machine or VPS capable of running your miner

2. Python 3.10+

3. A Bittensor wallet with a registered SN43 hotkey

4. An SN43 miner UID

5. A valid email address for SEC EDGAR (Electronic Data Gathering, Analysis, and Retrieval system) requests

6. An Anthropic or OpenAI API key if using an LLM-based miner

Graphite provides reference miners, including a lightweight regex implementation and an LLM-based implementation designed for more advanced extraction.

With those pieces ready, you can move from installation to receiving live financial tasks through Graphite’s validator network.

How to Start Mining on Graphite (SN43)

Getting started with Graphite (SN43) is as simple as preparing your wallet, choosing a mining setup, connecting to the network, and starting to process financial information.

1. Set Up Your Bittensor Wallet: Create a Bittensor wallet and register your mining account on Graphite (SN43).

2. Prepare Your Miner: Choose one of Graphite’s available mining approaches and prepare it to process incoming financial documents.

3. Connect to the Network: Once your miner is ready, it connects to Graphite’s validators and begins receiving new financial information to process.

4. Process Financial Information: Your miner examines incoming documents and identifies useful information about companies, relationships, facts, and other financial details.

5. Provide Your Sources: Each submission should show where its information came from, giving validators a way to check the evidence behind your work.

6. Submit Your Findings: Send your completed information to Graphite’s validators, who independently check and score the quality of your submission.

7. Keep Mining: Leave your miner running so it can continue receiving new financial documents, processing information, and submitting useful findings.

Once your miner is running, the process becomes continuous as Graphite supplies fresh information, you turn it into structured knowledge, and validators determine its value.

How the Rewards Work

Graphite scores submissions across eight dimensions, with reproducibility carrying the largest weight.

Your per-validator weight is based on mean submission score, submission count, and any applicable slash multiplier.

Quality matters most, but consistent submissions still help because volume contributes with diminishing returns.

How to Improve Your Score

The guide points to several practical ways miners can improve their position and compete more effectively.

1. Use Stronger Extraction Methods: LLM-based miners can provide richer structured outputs.

2. Add Accurate Provenance: Make every claim traceable to its supporting source.

3. Build Reproducible Causal Evidence: Deterministic code and pinned dependencies can improve reproducibility scores.

3. Respond Quickly: Latency scores decline as submissions take longer to arrive.

4. Target Underserved Sectors: Coverage gaps can provide additional opportunities to contribute useful information.

A warm validator connection, strong extraction pipeline, and reliable evidence trail can turn a basic miner into a serious Graphite competitor.

Watch Your Sources

Graphite (SN43) distinguishes between verified and unverified source material, making source quality an important part of mining strategy.

1. Whitelisted Sources: Validators can independently fetch and verify the document.

2. Other Public URLs: The source can be recorded, but validators do not independently fetch it.

3. Paywalled Content: Source bytes must be included so validators can rehash the submitted material.

Unverified facts also carry slashing risk if a later verified fact contradicts them by more than 5%. The safest strategy is to prioritize accurate claims, reliable sources, complete provenance, and evidence that validators can reproduce.

Ready to Start?

Graphite turns documents into structured knowledge, with independent miners competing by delivering accurate and valuable information to validators daily. Set up your wallet, configure a reference miner, connect to validators, and start turning financial documents into knowledge.

Better mining performance comes from finding accurate, novel, reproducible information quickly and competing consistently for $SN43 emissions. Consistent quality and strong sourcing can help your miner earn stronger scores as validators evaluate each submission daily.

References

1. Graphite (SN43) Dashboard: https://dashboard.graphite-ai.net/

2. Graphite (SN43) Discord: https://discord.com/channels/799672011265015819/1263507367405031434

3. Graphite (SN43) GitHub: https://github.com/GraphiteAI/FinancialKnowledgeGraph/tree/main/sn43