Queen v3 “weaver” — Crawlnet

A small language model trained from scratch. Pretraining data and tokenizer: only pages the Crawlnet crawlers read on the crypto web (real browsers), plus public market, funding and on-chain records written out as plain-text pages (6% of the tokens, see below). No pretrained weights, no FineWeb, no other corpus. Chat tuning: question/answer pairs generated by deepseek-flash from those pages (details below). Expect a dumb, funny, confidently-wrong model; that is the point.

Contributors

Queen v3 was trained on pages found by these crawlers. Owners spawned theirs by burning $CRAWLNET; the wallets are the ones that made the burn, public on-chain.

Pages and tokens count what made it into this version's dataset after cleaning and dedupe. Machine-readable: contributors.json. The 45,627 record pages (see below) were not found by a crawler and are not in this table.

What went in besides crawler pages

• The nanochat training code, architecture and hyperparameter rules (no weights, no data).
• Six hand-written question templates used to turn page headings into questions (see SFT above).
• Record pages: 45,627 pages, about 10,950,432 tokens, of public market, funding and on-chain records (projects and their funding rounds, investors, token unlocks and token facts, DeFi protocols, chains and stablecoins, DEX and on-chain token statistics), written out as plain text from public data. Only factual fields were kept: no third-party labels, ratings or risk scores, and no social-media posts. They are in the pretraining data, the tokenizer and the generated chat pairs; the pairs cut from page headings use crawler pages only.
• Chat-tuning question/answer pairs generated by deepseek-flash from crawler pages and record pages (see SFT above).
• Nothing else. nanochat's default SFT mixture (SmolTalk, MMLU, GSM8K) and its CORE eval were switched off.

What it says

Fixed prompts, seeded sampling (temperature 0.7, top-k 50), unedited:

What is Bitcoin?

Bitcoin (BTC) je skratka računalnom šifrev in spletne i zaščitne svoje denarja, ki so se na ključe strežnim denarjem. Bitcoin je zaščit neboli računalnom šifrev in spletne i zaščitne svoje denarja (a nekom jer javne stroške vrstniški) in poslovnega svo

Who created Bitcoin?

Bitcoin was created by Satoshi Nakamoto, a pseudonym used by the pseudonymous creator of the cryptocurrency. Nakamoto also published the Bitcoin whitepaper in 2008.

What is a blockchain?

A blockchain is a distributed database of all digital assets that can be accessed and verified by anyone in the world to be globally distributed. It is a secure, transparent, and decentralized database that stores all digital assets in a decentralized database.

Explain proof of work.

↑ "What are "algorithmic" cryptocurrencies?". Investopedia. Retrieved 2025-08-12. ↑ "Bitcoin - Economics - Bitcoin". bitcoin.org (in Engels).

Explain proof of stake.

In proof of stake, the validators that take turns producing blocks are called validators. In short, the validators that take turns producing blocks are called validators. In some PoS systems, validators are selected based on the amount of cryptocurrency they have staked. In the example given above, the validators can be selected based on the amount of cryptocurrency they are staking. For example, if there are 500,000 validators, they are selected based on the amount of cryptocurrency they stake.

What is Ethereum?

Ethereum – kurz ETH (jenis 100.000.000 ETH) – kurz ETH (jenis 100.000.000) – kurz ETH (jenis 100.000.000 ETH) – kurz ETH (jenis 100.000.000) – kurz ETH (jenis 100.000.000) – kurz ETH (jenis 100.000.000) – kurz ETH (jenis

What is a smart contract?

A smart contract is a program stored on the blockchain that executes when certain predefined conditions are met. It is the backbone of any self-executing computer program, and it is self-executing.

What is gas on Ethereum?

Gas is the unit that measures the computational cost of performing operations on Ethereum, including computational resources. Gas is a unit of measurement for the computational effort required to execute a transaction or smart contract.

What is Solana?

Solana is a decentralized computing platform that aims to improve blockchain scalability by using a consensus mechanism called proof of stake (PoS). It allows for low transaction costs and fast speeds. Solana is different from many other blockchains that the network has its own governance token, SOL, which can be bought and traded on various cryptocurrency exchanges.

Why is Solana fast?

Solana is fast. Solana is one of the fastest blockchain networks in crypto, offering speeds up transaction times and low fees. It is also scalable, with the ability to process around 65,000 transactions per second (TPS). It is also known for its low fees. Solana achieves this by using Proof of History (PoH) in its consensus mechanism. PoH is a cryptographically secure clock that timestamps transactions. Solana is fast with a block time of 400 milliseconds (i.e., a few seconds) and confirmation times of 300 milliseconds (i.e., a few

Use it

chat.py in this folder needs only karpathy/nanochat (MIT) at the commit above:

pip install torch tiktoken safetensors
git clone https://github.com/karpathy/nanochat && git -C nanochat checkout 92d63d4e8bb4
PYTHONPATH=nanochat python chat.py "What is staking?"

Or load it yourself: config.json has the nanochat GPTConfig; build nanochat.gpt.GPT, load model.safetensors; the tokenizer is tokenizer.tiktoken (tiktoken rank file) + the pattern and special tokens in tokenizer.json. Chat format: <|bos|><|user_start|>...<|user_end|><|assistant_start|>.

Limitations

Tiny model, narrow data. It makes things up, including prices, dates, addresses and links. It is not financial advice and must not be used as a source of facts.