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queen-v4

Text Generation
Safetensors
English
nanochat
crawlnet
crypto
from-scratch
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queen-v4 (6792bfb740b3)

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Files changed (15) hide show
  1. README.md +106 -0
  2. SHA256SUMS +14 -0
  3. chat.py +77 -0
  4. config.json +309 -0
  5. contributors.json +1771 -0
  6. dataset.json +2618 -0
  7. dataset_manifest.json +175 -0
  8. model.safetensors +3 -0
  9. plan.json +51 -0
  10. samples.json +206 -0
  11. samples.md +130 -0
  12. tokenizer.json +16 -0
  13. tokenizer.tiktoken +0 -0
  14. train_summary.json +279 -0
  15. version.json +32 -0
README.md ADDED
@@ -0,0 +1,106 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: apache-2.0
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+ language: [en]
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+ library_name: nanochat
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+ pipeline_tag: text-generation
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+ tags: [crawlnet, crypto, from-scratch, nanochat]
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+ ---
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+
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+ # Queen v4 “spinner” — Crawlnet
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+
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+ 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 a general-purpose LLM from those pages** (details below). Expect a dumb, funny, confidently-wrong model; that is the point.
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+
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+ | | |
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+ |---|---|
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+ | version | 4 (`queen-v4`) |
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+ | parameters | 185.6M total, 97.5M non-embedding |
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+ | architecture | nanochat GPT, depth 12, width 768, 6 heads, context 2048, vocab 16384 |
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+ | code | [karpathy/nanochat](https://github.com/karpathy/nanochat) @ `92d63d4e8bb4` (MIT) + crawlnet `training/` |
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+ | dataset | 181,924 pages exported 2026-10-07T00:58:27+00:00; after cleaning 142,428 pages: 96,801 crawler pages from 2733 domains + 45,627 record pages |
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+ | dataset manifest sha256 | `6792bfb740b3c7217663afdba60ae75f5ae6d79aa53ac1475971fabe51a981ac` |
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+ | unique training tokens | 183,061,543 (+3,726,648 held out); the record pages are about 10,830,251 tokens of it (6%) |
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+ | tokens trained | 635,961,344 = 3.47 epochs, 6.52 tokens per non-embedding param |
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+ | tokenizer | BPE, 16384 tokens, trained on this dataset's pages only (crawler pages and record pages) |
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+ | validation loss | 1.4380 bits/byte on held-out pages (pretraining) |
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+ | chat tuning (SFT) | `synthetic+openbook`: 1,016,730 question/answer pairs **generated by a general-purpose LLM** from 139,073 of 188,828 page chunks (74%; crawler pages and record pages), plus the pairs cut from the pages. The generator was told to use only facts on each page, and a pair whose key words are not on its page was dropped, but its wording is in this model's chat behaviour. `headings`: 521,532 question/answer pairs cut out of the crawler pages themselves (FAQ questions found on pages, page headings, page titles; answers are verbatim page text). No external model was used. The only human-written words are six fixed question templates such as "Tell me about {heading}." Open book: the generated pairs were also trained once more with the page text they were written from in front of the question (919,976 conversations, 35% with a second page the search ranked high for the same question), so she can answer from the pages retrieved for a question. |
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+ | compute | 1 GPU (our GPU server), 6.151 h wall, 6.151 GPU-hours |
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+ | cost | $2.09 GPU |
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+ | weights | https://huggingface.co/Crawlnet/queen-v4 |
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+
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+ ## Contributors
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+
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+ Queen v4 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.
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+
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+ | crawler | owner | pages | tokens |
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+ |---|---|---:|---:|
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+ | the queen's own crawlers (195) | — | 94,801 | 172,644,960 |
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+
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+ 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.
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+
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+ ## What went in besides crawler pages
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+
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+ - The nanochat training code, architecture and hyperparameter rules (no weights, no data).
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+ - Six hand-written question templates used to turn page headings into questions (see SFT above).
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+ - **Record pages**: 45,627 pages, about 10,830,251 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.
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+ - Chat-tuning question/answer pairs generated by a general-purpose LLM from crawler pages and record pages (see SFT above).
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+ - Nothing else. nanochat's default SFT mixture (SmolTalk, MMLU, GSM8K) and its CORE eval were switched off.
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+
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+ ## What it says
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+
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+ Fixed prompts, seeded sampling (temperature 0.7, top-k 50), unedited:
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+
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+ **What is Bitcoin?**
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+
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+ > Bitcoin is a digital asset that enables peer-to-peer transactions without the need for intermediaries. Transactions are recorded on a public blockchain, allowing users to verify the authenticity and ownership of transactions.
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+
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+ **Who created Bitcoin?**
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+
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+ > Bitcoin was created by a person or group known as Satoshi Nakamoto, who was one of the first developers of Bitcoin.
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+
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+ **What is a blockchain?**
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+
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+ > A blockchain is a distributed ledger that records all transactions across several computers in a secure and transparent way. Each recorded transaction is grouped into a block. Once a block is added to the blockchain, it cannot be altered retroactively because altering the data would require changing all subsequent blocks in the chain. This is why blockchains are secure against alteration, but the concept of decentralization is still relatively new.
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+
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+ **Explain proof of work.**
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+
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+ > Proof of work (PoS) is a consensus algorithm used in cryptocurrencies like Bitcoin and Ethereum to achieve consensus on transactions and which blocks belong to the blockchain network. By using the Proof of Work consensus mechanism, the blockchain network ensures that transactions are legitimate and added to the blockchain by nodes in the network. The process of validating transactions on the network is based on the Proof of Work (PoW) consensus mechanism. Proof of work is the main part of the consensus mechanism. To achieve this, it is first verified by the network before being added to the blockchain.
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+
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+ **Explain proof of stake.**
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+
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+ > In the previous section, we discussed how it is possible to use a cryptocurrency to secure a blockchain network. It is possible to use a cryptocurrency as a form of proof of stake. The method is used for the consensus mechanism of the blockchain. The proof-of-stake mechanism is used to create a cryptocurrency to be used in proof of stake. The proof-of-stake mechanism is intended to provide an alternative to the proof-of-work mechanism to proof of work, which is used to mine cryptocurrencies.
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+
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+ **What is Ethereum?**
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+
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+ > A digital asset is a form of digital money. It can be held by a person or a group of people, with the goal of being a medium of exchange.
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+
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+ **What is a smart contract?**
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+
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+ > A smart contract is a digital contract that runs on a blockchain, providing the necessary functionality to interact with other smart contracts. The use of smart contracts is a critical part of blockchain technology, as it involves the execution of agreements when predefined conditions are met, thus preventing them from being altered. However, smart contracts can often be used to create and enforce rules or conditions on existing contracts.
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+
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+ **What is gas on Ethereum?**
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+
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+ > Gas is the unit of computational power that lets the Ethereum network process transactions and smart contracts. It’s used for the execution of instructions and for computing resources — like computation required to run smart contracts. Gas is measured in Gwei, the smallest denomination of Ethereum. The Gwei denomination is an Ethereum denomination which is named after this denomination of the ETH denomination. Gas limits are specified in GWEI (Ethereum Request for Comments).
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+
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+ **What is Solana?**
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+
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+ > Solana is a decentralized, open-source blockchain platform that aims to provide a secure, fast, and scalable platform for decentralized applications (DApps). Launched in March 2020, Solana operates through a unique consensus mechanism called Proof of History (PoH), which timestamps transactions before processing them to improve transaction efficiency. The network's architecture allows for high throughput and low transaction costs. Developed by Solana Labs, Solana has gained significant attention for its scalability and efficiency.
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+
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+ **Why is Solana fast?**
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+
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+ > Solana is fast, as it uses a Proof of History (PoH) way of generating cryptographic hashes without requiring a full node to process each transaction. This is the best approach to scaling, as it allows for high throughput without having to process all transactions concurrently. Solana's unique architecture differs from other blockchains in its design. The Proof of History (PoH) is a cryptographic clock that uses a cryptographic clock to generate a sequence of events for a single transaction.
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+
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+ ## Use it
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+
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+ `chat.py` in this folder needs only [karpathy/nanochat](https://github.com/karpathy/nanochat) (MIT) at the commit above:
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+
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+ ```bash
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+ pip install torch tiktoken safetensors
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+ git clone https://github.com/karpathy/nanochat && git -C nanochat checkout 92d63d4e8bb4
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+ PYTHONPATH=nanochat python chat.py "What is staking?"
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+ ```
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+
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+ 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|>`.
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+
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+ ## Limitations
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+
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+ 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.
SHA256SUMS ADDED
@@ -0,0 +1,14 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ 12f34705273f5e18a83362b33a0ad06a5449862f27109836f0b2b98664bf2a80 README.md
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+ a3abb5028b28c5012f2235463bc4dcd65fc114a49da1a569df63b47b41c3aea9 chat.py
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+ cf2b9f63eb4fe22f63e9eae3f003d5cc76d8553625e234fd2842b8f3df77f7b7 config.json
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+ dd2a7e32c3c9f8304dcd3c429766071ce6beffda0955beccb8c0a39a05ed82ec contributors.json
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+ 469a4bf05c641394d550ab653366677ac2102cadc44306f87b5d561daf68a92b dataset.json
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+ 6792bfb740b3c7217663afdba60ae75f5ae6d79aa53ac1475971fabe51a981ac dataset_manifest.json
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+ d954059161546f5ed9301c6ef41fc16423b6cf2f48d9006cdb40961e71bc40e6 model.safetensors
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+ 380a3fab9bc00258435776e73b22f2c7b0a9847bdd84913a2179bfcf24895635 plan.json
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+ b72dd0b69ba2e4171ca100a3d32dab01d26f891a82ce0c8c9c64f945e5ef9d8a samples.json
10
+ 538a27f7191a12cbeed86b768a8ca234b55e9bce697157e1564b097fcdabbcb3 samples.md
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+ 43a9a1532ce197532b7c0824f653a0db43f7c714ce7d3185b4e7e363a82758c7 tokenizer.json
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+ 9a3eac141d0a43f2cb69e64a59757809ff83d49072d70678d61b5caee99fee8b tokenizer.tiktoken
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+ 99a32dda1542ea57f10a2302a073aa5e1cd657e407a8d199ba39942e1130934f train_summary.json
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+ 2e8fa113765a0cc4e9bccdc89d770ff02965c2e1e67cbf2b85c39c5bc18405d5 version.json
chat.py ADDED
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+ """
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+ Chat with a released Crawlnet queen from its folder. Copied into every release as chat.py.
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+
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+ pip install torch tiktoken safetensors
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+ git clone https://github.com/karpathy/nanochat && git -C nanochat checkout 92d63d4e8bb4
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+ PYTHONPATH=nanochat python chat.py "What is staking?" [--dir .] [--temperature 0.7] [--top-k 50] [--max-tokens 200]
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+
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+ Needs only nanochat (MIT) for the model and tokenizer classes; no Crawlnet code.
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+ """
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+
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+ import argparse
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+ import base64
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+ import json
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+ import os
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+
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+ import tiktoken
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+ import torch
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+ from safetensors.torch import load_file
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+ from nanochat.engine import Engine
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+ from nanochat.gpt import GPT, GPTConfig
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+ from nanochat.tokenizer import RustBPETokenizer
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+
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+
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+ def load(folder, device):
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+ with open(os.path.join(folder, "config.json")) as f:
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+ cfg = json.load(f)
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+ with open(os.path.join(folder, "tokenizer.json")) as f:
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+ tj = json.load(f)
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+ ranks = {}
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+ with open(os.path.join(folder, "tokenizer.tiktoken")) as f:
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+ for line in f:
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+ tok, rank = line.split()
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+ ranks[base64.b64decode(tok)] = int(rank)
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+ enc = tiktoken.Encoding(name="queen", pat_str=tj["pattern"], mergeable_ranks=ranks, special_tokens=tj["special_tokens"])
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+ tokenizer = RustBPETokenizer(enc, tj["bos_token"])
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+ with torch.device("meta"):
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+ model = GPT(GPTConfig(**cfg["model_config"]))
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+ model.to_empty(device=device)
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+ model.init_weights() # rotary buffers; the weights are overwritten below
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+ state = load_file(os.path.join(folder, "model.safetensors"), device="cpu")
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+ if device != "cuda": # bf16 weights run in fp32 on CPU
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+ state = {k: (v.float() if v.is_floating_point() else v) for k, v in state.items()}
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+ model.load_state_dict({k: v.to(device) for k, v in state.items()}, strict=True, assign=True)
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+ model.eval()
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+ return model, tokenizer
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+
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+
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+ def answer(model, tokenizer, question, max_tokens=200, temperature=0.7, top_k=50, seed=42):
49
+ sp = tokenizer.encode_special
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+ bos = tokenizer.get_bos_token_id()
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+ prompt = [bos, sp("<|user_start|>")] + tokenizer.encode(question) + [sp("<|user_end|>"), sp("<|assistant_start|>")]
52
+ stop = {bos, sp("<|assistant_end|>"), sp("<|user_start|>")}
53
+ out = []
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+ for column, _ in Engine(model, tokenizer).generate(prompt, num_samples=1, max_tokens=max_tokens,
55
+ temperature=temperature, top_k=top_k, seed=seed):
56
+ if column[0] in stop:
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+ break
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+ out.append(column[0])
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+ return tokenizer.decode(out).strip()
60
+
61
+
62
+ def main():
63
+ ap = argparse.ArgumentParser(description=__doc__, formatter_class=argparse.RawDescriptionHelpFormatter)
64
+ ap.add_argument("question")
65
+ ap.add_argument("--dir", default=os.path.dirname(os.path.abspath(__file__)))
66
+ ap.add_argument("--max-tokens", type=int, default=200)
67
+ ap.add_argument("--temperature", type=float, default=0.7)
68
+ ap.add_argument("--top-k", type=int, default=50)
69
+ ap.add_argument("--seed", type=int, default=42)
70
+ args = ap.parse_args()
71
+ device = "cuda" if torch.cuda.is_available() else "cpu"
72
+ model, tokenizer = load(args.dir, device)
73
+ print(answer(model, tokenizer, args.question, args.max_tokens, args.temperature, args.top_k, args.seed))
74
+
75
+
76
+ if __name__ == "__main__":
77
+ main()
config.json ADDED
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1
+ {
2
+ "model_config": {
3
+ "sequence_len": 2048,
4
+ "vocab_size": 16384,
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+ "n_layer": 12,
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+ "n_head": 6,
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+ "n_kv_head": 6,
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+ "n_embd": 768,
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+ "window_pattern": "L"
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+ },
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+ "queen": {
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+ "version": 4,
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+ "name": "queen-v4",
14
+ "label": null,
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+ "toy": false,
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+ "source": "sft",
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+ "chat_format": "chat",
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+ "sft_method": "synthetic+openbook",
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+ "step": 1552,
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+ "base_step": 3605,
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+ "val_bpb": 1.4380317966698843,
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+ "sft_val_bpb": 0.7298001031084324,
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+ "params": 185598434,
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+ "params_scaling": 97518000,
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+ "dtype": "bfloat16",
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+ "book_chars": 3200,
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+ "base_tag": null,
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+ "exported_at": "2026-10-08T13:08:00+00:00",
29
+ "train_summary": {
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+ "stages": {
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+ "stable:queen-v4-r1-stable": {
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+ "wall_seconds": 11067.888490438461,
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+ "invocations": 1
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+ },
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+ "branch:queen-v4-r1-x1": {
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+ "wall_seconds": 1519.7983586788177,
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+ "invocations": 1
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+ },
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+ "branch:queen-v4-r1-x1.5": {
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+ "wall_seconds": 2177.17232131958,
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+ "invocations": 1
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+ },
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+ "branch:queen-v4-r1-x2": {
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+ "wall_seconds": 2837.695327758789,
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+ "invocations": 1
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+ },
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+ "sft": {
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+ "wall_seconds": 4540.518196582794,
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+ "invocations": 1
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+ }
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+ },
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+ "gpu": {
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+ "count": 1
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+ },
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+ "wall_hours": 6.151,
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+ "gpu_hours": 6.151,
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+ "usd_per_gpu_hour": 0.34,
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+ "cost_usd": 2.09,
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+ "runs": {
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+ "queen-v4-r1-stable": {
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+ "last_step": 3846,
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+ "last_val_bpb": 0.9321817332330166,
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+ "best_step": 3072,
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+ "best_val_bpb": 0.9221891606398556,
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+ "sft_from_step": 3072
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+ },
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+ "queen-v4-r1-x1": {
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+ "last_step": 2404,
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+ "last_val_bpb": 1.2690717874147677,
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+ "best_step": 1980,
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+ "best_val_bpb": 1.004812328168178,
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+ "sft_from_step": 1980
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+ },
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+ "queen-v4-r1-x1.5": {
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+ "last_step": 3605,
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+ "last_val_bpb": 1.4380317966698843,
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+ "best_step": 2970,
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+ "best_val_bpb": 0.9712996006066769,
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+ "sft_from_step": 2970
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+ },
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+ "queen-v4-r1-x2": {
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+ "last_step": 4808,
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+ "last_val_bpb": 1.6860155733525417,
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+ "best_step": 3960,
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+ "best_val_bpb": 0.9732352409739348,
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+ "sft_from_step": 3960
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+ }
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+ },
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+ "base": {
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+ "last_step": 3605,
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+ "last_val_bpb": 1.4380317966698843,
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+ "best_step": 3605,
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+ "best_val_bpb": 1.4380317966698843,
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+ "sft_from_step": 3605,
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+ "promoted_from": "queen-v4-r1-x1.5"
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+ },
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+ "sft": {
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+ "method": "synthetic+openbook",
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+ "files": [
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+ "sft/checked/mix.train.jsonl"
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+ ],
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+ "conversations": 1811163,
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+ "epochs": 1,
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+ "base_step": 3605,
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+ "init_lr_frac": 0.5,
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+ "mix": {
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+ "weights": {
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+ "synthetic": 0.55,
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+ "openbook": 0.25,
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+ "headings": 0.2
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+ },
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+ "anchor": "synthetic",
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+ "seed": 0,
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+ "sources": {
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+ "used": 996393
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+ },
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+ "available": 521532,
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+ }
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+ },
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+ "shares": {
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+ "synthetic": 0.55,
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+ "openbook": 0.25,
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+ "headings": 0.2
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+ },
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+ "conversations": 1811622
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+ },
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+ "contamination": {
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+ "bench_files": {
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+ "arc_easy_test.json": {
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+ "sha256": "76e55faa15bce1b6ef26212c0c67a242a39952088d3b9e1a4d6071ea33c15190",
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+ "items": 2376
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+ },
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+ "cryptomc.json": {
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+ "sha256": "c81b3367d654f1e207d2dcbb48f490ff5feb496e2d08a049d39fb8aa8de35f87",
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+ "items": 150
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+ },
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+ "cryptoterms.json": {
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+ "sha256": "918b257c12deac8818cebf271187eedd88f026f875908b5a2e6987434b991f90",
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+ "items": 150
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+ "ctslang.json": {
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+ "items": 150
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+ },
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1
+ {
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3
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4
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5
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6
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7
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8
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9
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10
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11
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12
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13
+ "temperature": 0.7,
14
+ "top_k": 50,
15
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16
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19
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20
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22
+ "generated_at": "2026-10-08T15:27:09+00:00",
23
+ "seconds": 25.1,
24
+ "samples": [
25
+ {
26
+ "prompt": "What is Bitcoin?",
27
+ "answer": "Bitcoin is a digital asset that enables peer-to-peer transactions without the need for intermediaries. Transactions are recorded on a public blockchain, allowing users to verify the authenticity and ownership of transactions.",
28
+ "finish_reason": "stop",
29
+ "tokens": 36
30
+ },
31
+ {
32
+ "prompt": "Who created Bitcoin?",
33
+ "answer": "Bitcoin was created by a person or group known as Satoshi Nakamoto, who was one of the first developers of Bitcoin.",
34
+ "finish_reason": "stop",
35
+ "tokens": 23
36
+ },
37
+ {
38
+ "prompt": "What is a blockchain?",
39
+ "answer": "A blockchain is a distributed ledger that records all transactions across several computers in a secure and transparent way. Each recorded transaction is grouped into a block. Once a block is added to the blockchain, it cannot be altered retroactively because altering the data would require changing all subsequent blocks in the chain. This is why blockchains are secure against alteration, but the concept of decentralization is still relatively new.",
40
+ "finish_reason": "stop",
41
+ "tokens": 80
42
+ },
43
+ {
44
+ "prompt": "Explain proof of work.",
45
+ "answer": "Proof of work (PoS) is a consensus algorithm used in cryptocurrencies like Bitcoin and Ethereum to achieve consensus on transactions and which blocks belong to the blockchain network. By using the Proof of Work consensus mechanism, the blockchain network ensures that transactions are legitimate and added to the blockchain by nodes in the network. The process of validating transactions on the network is based on the Proof of Work (PoW) consensus mechanism. Proof of work is the main part of the consensus mechanism. To achieve this, it is first verified by the network before being added to the blockchain.",
46
+ "finish_reason": "stop",
47
+ "tokens": 110
48
+ },
49
+ {
50
+ "prompt": "Explain proof of stake.",
51
+ "answer": "In the previous section, we discussed how it is possible to use a cryptocurrency to secure a blockchain network. It is possible to use a cryptocurrency as a form of proof of stake. The method is used for the consensus mechanism of the blockchain. The proof-of-stake mechanism is used to create a cryptocurrency to be used in proof of stake. The proof-of-stake mechanism is intended to provide an alternative to the proof-of-work mechanism to proof of work, which is used to mine cryptocurrencies.",
52
+ "finish_reason": "stop",
53
+ "tokens": 96
54
+ },
55
+ {
56
+ "prompt": "What is Ethereum?",
57
+ "answer": "A digital asset is a form of digital money. It can be held by a person or a group of people, with the goal of being a medium of exchange.",
58
+ "finish_reason": "stop",
59
+ "tokens": 33
60
+ },
61
+ {
62
+ "prompt": "What is a smart contract?",
63
+ "answer": "A smart contract is a digital contract that runs on a blockchain, providing the necessary functionality to interact with other smart contracts. The use of smart contracts is a critical part of blockchain technology, as it involves the execution of agreements when predefined conditions are met, thus preventing them from being altered. However, smart contracts can often be used to create and enforce rules or conditions on existing contracts.",
64
+ "finish_reason": "stop",
65
+ "tokens": 76
66
+ },
67
+ {
68
+ "prompt": "What is gas on Ethereum?",
69
+ "answer": "Gas is the unit of computational power that lets the Ethereum network process transactions and smart contracts. It’s used for the execution of instructions and for computing resources — like computation required to run smart contracts. Gas is measured in Gwei, the smallest denomination of Ethereum. The Gwei denomination is an Ethereum denomination which is named after this denomination of the ETH denomination. Gas limits are specified in GWEI (Ethereum Request for Comments).",
70
+ "finish_reason": "stop",
71
+ "tokens": 91
72
+ },
73
+ {
74
+ "prompt": "What is Solana?",
75
+ "answer": "Solana is a decentralized, open-source blockchain platform that aims to provide a secure, fast, and scalable platform for decentralized applications (DApps). Launched in March 2020, Solana operates through a unique consensus mechanism called Proof of History (PoH), which timestamps transactions before processing them to improve transaction efficiency. The network's architecture allows for high throughput and low transaction costs. Developed by Solana Labs, Solana has gained significant attention for its scalability and efficiency.",
76
+ "finish_reason": "stop",
77
+ "tokens": 92
78
+ },
79
+ {
80
+ "prompt": "Why is Solana fast?",
81
+ "answer": "Solana is fast, as it uses a Proof of History (PoH) way of generating cryptographic hashes without requiring a full node to process each transaction. This is the best approach to scaling, as it allows for high throughput without having to process all transactions concurrently. Solana's unique architecture differs from other blockchains in its design. The Proof of History (PoH) is a cryptographic clock that uses a cryptographic clock to generate a sequence of events for a single transaction.",
82
+ "finish_reason": "stop",
83
+ "tokens": 93
84
+ },
85
+ {
86
+ "prompt": "What is a crypto wallet?",
87
+ "answer": "A crypto wallet is a tool that allows you to hold, send, and receive crypto. This is the backbone of all crypto wallets, especially if you’re new to crypto. A crypto wallet keeps your private keys safe, as you can move your assets from your personal wallet to a new crypto wallet.",
88
+ "finish_reason": "stop",
89
+ "tokens": 60
90
+ },
91
+ {
92
+ "prompt": "What is a seed phrase and why should I keep it secret?",
93
+ "answer": "A seed phrase is a master password that unlocks your wallet and allows you to access your wallet. If you lose your seed phrase, you will lose access to your funds. If you lose your seed phrase, they will be permanently lost.",
94
+ "finish_reason": "stop",
95
+ "tokens": 47
96
+ },
97
+ {
98
+ "prompt": "What is DeFi?",
99
+ "answer": "DeFi is now mainstream with over 50% of the global population. This means it is being used as a medium of exchange, a means of store of value and a means of payment. DeFi, which has been introduced to support the blockchain industry, has been growing in popularity since its inception.",
100
+ "finish_reason": "stop",
101
+ "tokens": 60
102
+ },
103
+ {
104
+ "prompt": "How does Uniswap work?",
105
+ "answer": "Uniswap is a decentralized exchange (DEX) that allows users to swap tokens directly from the blockchain. With a non-custodial wallet, you connect your digital wallet to the platform and trade cryptocurrencies directly with other users. The platform’s governance system ensures that decisions are made collectively. This feature is a key feature of Uniswap’s ecosystem.",
106
+ "finish_reason": "stop",
107
+ "tokens": 64
108
+ },
109
+ {
110
+ "prompt": "What is a liquidity pool?",
111
+ "answer": "A liquidity pool is a cryptocurrency exchange that lets users trade cryptocurrencies for other cryptocurrencies by depositing them into a shared liquidity pool. In return, users earn fees from the trading activity of that pool. The pools are also used in the cryptocurrency market to facilitate trading, as well as to enable the seamless trading of cryptocurrencies in decentralized finance (DeFi) platforms.",
112
+ "finish_reason": "stop",
113
+ "tokens": 69
114
+ },
115
+ {
116
+ "prompt": "What is a stablecoin?",
117
+ "answer": "With the increasing popularity of cryptocurrencies, there are stablecoins. These are cryptocurrencies like Tether, USD Coin, and so on. But what exactly are stablecoins? In this article, we’ll look at two stablecoin categories.",
118
+ "finish_reason": "stop",
119
+ "tokens": 42
120
+ },
121
+ {
122
+ "prompt": "What is an NFT?",
123
+ "answer": "An NFT (Non-Fungible Token) is a digital asset that is stored on a blockchain using smart contracts. NFTs were launched in 2017 by the same team that built the Bitcoin blockchain. NFTs are unique digital assets that are not interchangeable, like images of text or videos. Blockchain technology makes NFTs unique, and they can be thought of like digital art or music.",
124
+ "finish_reason": "stop",
125
+ "tokens": 75
126
+ },
127
+ {
128
+ "prompt": "What is staking?",
129
+ "answer": "Staking is a form of proof-of-stake (PoS) consensus mechanism. Unlike proof-of-work (PoW) systems, where miners solve complex mathematical problems to mine a block, proof-of-stake (PoS) systems allow users to delegate their crypto assets to validators, who are selected at random to validate transactions on the network. Participants who stake tokens can earn rewards for participating in the network, while those who delegate their tokens can participate in governance.",
130
+ "finish_reason": "stop",
131
+ "tokens": 87
132
+ },
133
+ {
134
+ "prompt": "What is a layer 2?",
135
+ "answer": "Layer 2 is a second layer, or a second layer, on the blockchain. It is a secondary layer that uses a separate network, which is the base blockchain, to process transactions and record the final result on the main chain. Examples of layer 2s: Optimism, Arbitrum, and Blast.",
136
+ "finish_reason": "stop",
137
+ "tokens": 61
138
+ },
139
+ {
140
+ "prompt": "What is a DAO?",
141
+ "answer": "A DAO is a decentralized autonomous organization (DAO) where voting happens through a smart contract. A simple example is a decentralized autonomous organization (DAO). The idea is to create a system that is on-chain and completely autonomous, with no central authority. The idea can be understood as an internet-based organization that is controlled by its members. Most DAOs are built in smart contracts, which means that when you vote, you automatically change the smart contract, and that change happens on the blockchain. The blockchain itself does not need to be a DAO.",
142
+ "finish_reason": "stop",
143
+ "tokens": 107
144
+ },
145
+ {
146
+ "prompt": "What is a crypto oracle?",
147
+ "answer": "A crypto oracle is a service that fetches real-world information from a cryptocurrency exchange, such as prices, weather, sports results, or other market data. This information is useful for understanding how we use the asset, for identifying potential price changes, and for measuring the amount of the asset that the protocol has at risk. Crypto oracles work by combining external data with smart contracts on centralized exchanges (CEXs). A smart contract acts as a gateway, storing a list of price data.",
148
+ "finish_reason": "stop",
149
+ "tokens": 98
150
+ },
151
+ {
152
+ "prompt": "What is the difference between a coin and a token?",
153
+ "answer": "A coin is the native coin. A token is its own token.",
154
+ "finish_reason": "stop",
155
+ "tokens": 14
156
+ },
157
+ {
158
+ "prompt": "What is an airdrop?",
159
+ "answer": "An airdrop is a distribution of tokens to a wallet or group of wallets on a specific date. It is like a traditional airdrop, with token holders who provide a certain level of support to the platform. Once a project has completed its initial launch, it will be listed on a number of cryptocurrency exchanges. It’s a good idea to go through the process of creating an airdrop. But if you don’t have a good idea of an airdrop, then you might be surprised that it might not be.",
160
+ "finish_reason": "stop",
161
+ "tokens": 100
162
+ },
163
+ {
164
+ "prompt": "What is a rug pull?",
165
+ "answer": "A rug pull is a type of “manipulation” where a malicious person drains a project, project creators, or a token or NFT project directly to the developers of an ICO or token sale. This is a well-known example of a rug pull, where a project creators are still anonymous or pseudonymous with the team behind a project. Such attempts can result in the loss of funds because the token creator or developers can still remove the liquidity from a project.",
166
+ "finish_reason": "stop",
167
+ "tokens": 93
168
+ },
169
+ {
170
+ "prompt": "What is market cap?",
171
+ "answer": "Market cap is the total value of a cryptocurrency in circulation. It is calculated by multiplying the price of an asset by its circulating supply.",
172
+ "finish_reason": "stop",
173
+ "tokens": 27
174
+ },
175
+ {
176
+ "prompt": "Should I buy memecoins?",
177
+ "answer": "The crypto market is volatile and speculative. These tokens are a high risk and volatile, which leaves the market with little opportunity to buy them. While the crypto market is constantly evolving, memecoins are not just a new asset class. They are the culmination of many of the most innovative and interesting projects in the market. Learn more about memecoins today and, as a result, do our part in the crypto market.",
178
+ "finish_reason": "stop",
179
+ "tokens": 84
180
+ },
181
+ {
182
+ "prompt": "What is the Bitcoin halving?",
183
+ "answer": "The Bitcoin halving is the event that cuts the block reward of 50 bitcoins, cut in half to 3.125 bitcoins, thus reducing the issuance of 210 bitcoins.",
184
+ "finish_reason": "stop",
185
+ "tokens": 37
186
+ },
187
+ {
188
+ "prompt": "What is a validator?",
189
+ "answer": "A validator is a computer that runs a software program for the purpose of adding new blocks to a blockchain.",
190
+ "finish_reason": "stop",
191
+ "tokens": 21
192
+ },
193
+ {
194
+ "prompt": "Write a short poem about the blockchain.",
195
+ "answer": "We are going to briefly look at a couple of things that Ethereum has to do to make it look like we are going to run a smart contract on the blockchain. If you have a small amount of ETH, it takes a lot of effort to create a smart contract on the blockchain, but we have a good reason for this. You can't use the blockchain simply to create a transaction on its own, but it's possible. This is what Arbitrum is about to do.",
196
+ "finish_reason": "stop",
197
+ "tokens": 95
198
+ },
199
+ {
200
+ "prompt": "Who are you?",
201
+ "answer": "You are at the moment right now. We don’t have an answer. And I assume, you can’t actually do that. I am 100% sure I am getting it right. It’s not a problem to create one, and I can’t create it. You have one owner. I can’t create one. They are the same person that was nominated by the 600s of the 600s. And I don’t think the 600s will be able to create one. And at the same time, I don’t think the 600s",
202
+ "finish_reason": "length",
203
+ "tokens": 120
204
+ }
205
+ ]
206
+ }
samples.md ADDED
@@ -0,0 +1,130 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # What queen-v4 says
2
+
3
+ - params: 185.6M total (97.5M non-embedding)
4
+ - trained on: 140428 spider pages, 183,061,543 tokens (unique)
5
+ - validation loss: 1.438 bits per byte
6
+ - chat: `chat` format, SFT method `synthetic+openbook`
7
+ - sampling: temperature 0.7, top-k 50, max 120 tokens, seed 42+i, repetition penalty 1.0, n-grams may repeat
8
+ - generated 2026-10-08T15:27:09+00:00
9
+
10
+ Answers are printed exactly as generated. Early versions are expected to be nonsense.
11
+
12
+ ## What is Bitcoin?
13
+
14
+ > Bitcoin is a digital asset that enables peer-to-peer transactions without the need for intermediaries. Transactions are recorded on a public blockchain, allowing users to verify the authenticity and ownership of transactions.
15
+
16
+ ## Who created Bitcoin?
17
+
18
+ > Bitcoin was created by a person or group known as Satoshi Nakamoto, who was one of the first developers of Bitcoin.
19
+
20
+ ## What is a blockchain?
21
+
22
+ > A blockchain is a distributed ledger that records all transactions across several computers in a secure and transparent way. Each recorded transaction is grouped into a block. Once a block is added to the blockchain, it cannot be altered retroactively because altering the data would require changing all subsequent blocks in the chain. This is why blockchains are secure against alteration, but the concept of decentralization is still relatively new.
23
+
24
+ ## Explain proof of work.
25
+
26
+ > Proof of work (PoS) is a consensus algorithm used in cryptocurrencies like Bitcoin and Ethereum to achieve consensus on transactions and which blocks belong to the blockchain network. By using the Proof of Work consensus mechanism, the blockchain network ensures that transactions are legitimate and added to the blockchain by nodes in the network. The process of validating transactions on the network is based on the Proof of Work (PoW) consensus mechanism. Proof of work is the main part of the consensus mechanism. To achieve this, it is first verified by the network before being added to the blockchain.
27
+
28
+ ## Explain proof of stake.
29
+
30
+ > In the previous section, we discussed how it is possible to use a cryptocurrency to secure a blockchain network. It is possible to use a cryptocurrency as a form of proof of stake. The method is used for the consensus mechanism of the blockchain. The proof-of-stake mechanism is used to create a cryptocurrency to be used in proof of stake. The proof-of-stake mechanism is intended to provide an alternative to the proof-of-work mechanism to proof of work, which is used to mine cryptocurrencies.
31
+
32
+ ## What is Ethereum?
33
+
34
+ > A digital asset is a form of digital money. It can be held by a person or a group of people, with the goal of being a medium of exchange.
35
+
36
+ ## What is a smart contract?
37
+
38
+ > A smart contract is a digital contract that runs on a blockchain, providing the necessary functionality to interact with other smart contracts. The use of smart contracts is a critical part of blockchain technology, as it involves the execution of agreements when predefined conditions are met, thus preventing them from being altered. However, smart contracts can often be used to create and enforce rules or conditions on existing contracts.
39
+
40
+ ## What is gas on Ethereum?
41
+
42
+ > Gas is the unit of computational power that lets the Ethereum network process transactions and smart contracts. It’s used for the execution of instructions and for computing resources — like computation required to run smart contracts. Gas is measured in Gwei, the smallest denomination of Ethereum. The Gwei denomination is an Ethereum denomination which is named after this denomination of the ETH denomination. Gas limits are specified in GWEI (Ethereum Request for Comments).
43
+
44
+ ## What is Solana?
45
+
46
+ > Solana is a decentralized, open-source blockchain platform that aims to provide a secure, fast, and scalable platform for decentralized applications (DApps). Launched in March 2020, Solana operates through a unique consensus mechanism called Proof of History (PoH), which timestamps transactions before processing them to improve transaction efficiency. The network's architecture allows for high throughput and low transaction costs. Developed by Solana Labs, Solana has gained significant attention for its scalability and efficiency.
47
+
48
+ ## Why is Solana fast?
49
+
50
+ > Solana is fast, as it uses a Proof of History (PoH) way of generating cryptographic hashes without requiring a full node to process each transaction. This is the best approach to scaling, as it allows for high throughput without having to process all transactions concurrently. Solana's unique architecture differs from other blockchains in its design. The Proof of History (PoH) is a cryptographic clock that uses a cryptographic clock to generate a sequence of events for a single transaction.
51
+
52
+ ## What is a crypto wallet?
53
+
54
+ > A crypto wallet is a tool that allows you to hold, send, and receive crypto. This is the backbone of all crypto wallets, especially if you’re new to crypto. A crypto wallet keeps your private keys safe, as you can move your assets from your personal wallet to a new crypto wallet.
55
+
56
+ ## What is a seed phrase and why should I keep it secret?
57
+
58
+ > A seed phrase is a master password that unlocks your wallet and allows you to access your wallet. If you lose your seed phrase, you will lose access to your funds. If you lose your seed phrase, they will be permanently lost.
59
+
60
+ ## What is DeFi?
61
+
62
+ > DeFi is now mainstream with over 50% of the global population. This means it is being used as a medium of exchange, a means of store of value and a means of payment. DeFi, which has been introduced to support the blockchain industry, has been growing in popularity since its inception.
63
+
64
+ ## How does Uniswap work?
65
+
66
+ > Uniswap is a decentralized exchange (DEX) that allows users to swap tokens directly from the blockchain. With a non-custodial wallet, you connect your digital wallet to the platform and trade cryptocurrencies directly with other users. The platform’s governance system ensures that decisions are made collectively. This feature is a key feature of Uniswap’s ecosystem.
67
+
68
+ ## What is a liquidity pool?
69
+
70
+ > A liquidity pool is a cryptocurrency exchange that lets users trade cryptocurrencies for other cryptocurrencies by depositing them into a shared liquidity pool. In return, users earn fees from the trading activity of that pool. The pools are also used in the cryptocurrency market to facilitate trading, as well as to enable the seamless trading of cryptocurrencies in decentralized finance (DeFi) platforms.
71
+
72
+ ## What is a stablecoin?
73
+
74
+ > With the increasing popularity of cryptocurrencies, there are stablecoins. These are cryptocurrencies like Tether, USD Coin, and so on. But what exactly are stablecoins? In this article, we’ll look at two stablecoin categories.
75
+
76
+ ## What is an NFT?
77
+
78
+ > An NFT (Non-Fungible Token) is a digital asset that is stored on a blockchain using smart contracts. NFTs were launched in 2017 by the same team that built the Bitcoin blockchain. NFTs are unique digital assets that are not interchangeable, like images of text or videos. Blockchain technology makes NFTs unique, and they can be thought of like digital art or music.
79
+
80
+ ## What is staking?
81
+
82
+ > Staking is a form of proof-of-stake (PoS) consensus mechanism. Unlike proof-of-work (PoW) systems, where miners solve complex mathematical problems to mine a block, proof-of-stake (PoS) systems allow users to delegate their crypto assets to validators, who are selected at random to validate transactions on the network. Participants who stake tokens can earn rewards for participating in the network, while those who delegate their tokens can participate in governance.
83
+
84
+ ## What is a layer 2?
85
+
86
+ > Layer 2 is a second layer, or a second layer, on the blockchain. It is a secondary layer that uses a separate network, which is the base blockchain, to process transactions and record the final result on the main chain. Examples of layer 2s: Optimism, Arbitrum, and Blast.
87
+
88
+ ## What is a DAO?
89
+
90
+ > A DAO is a decentralized autonomous organization (DAO) where voting happens through a smart contract. A simple example is a decentralized autonomous organization (DAO). The idea is to create a system that is on-chain and completely autonomous, with no central authority. The idea can be understood as an internet-based organization that is controlled by its members. Most DAOs are built in smart contracts, which means that when you vote, you automatically change the smart contract, and that change happens on the blockchain. The blockchain itself does not need to be a DAO.
91
+
92
+ ## What is a crypto oracle?
93
+
94
+ > A crypto oracle is a service that fetches real-world information from a cryptocurrency exchange, such as prices, weather, sports results, or other market data. This information is useful for understanding how we use the asset, for identifying potential price changes, and for measuring the amount of the asset that the protocol has at risk. Crypto oracles work by combining external data with smart contracts on centralized exchanges (CEXs). A smart contract acts as a gateway, storing a list of price data.
95
+
96
+ ## What is the difference between a coin and a token?
97
+
98
+ > A coin is the native coin. A token is its own token.
99
+
100
+ ## What is an airdrop?
101
+
102
+ > An airdrop is a distribution of tokens to a wallet or group of wallets on a specific date. It is like a traditional airdrop, with token holders who provide a certain level of support to the platform. Once a project has completed its initial launch, it will be listed on a number of cryptocurrency exchanges. It’s a good idea to go through the process of creating an airdrop. But if you don’t have a good idea of an airdrop, then you might be surprised that it might not be.
103
+
104
+ ## What is a rug pull?
105
+
106
+ > A rug pull is a type of “manipulation” where a malicious person drains a project, project creators, or a token or NFT project directly to the developers of an ICO or token sale. This is a well-known example of a rug pull, where a project creators are still anonymous or pseudonymous with the team behind a project. Such attempts can result in the loss of funds because the token creator or developers can still remove the liquidity from a project.
107
+
108
+ ## What is market cap?
109
+
110
+ > Market cap is the total value of a cryptocurrency in circulation. It is calculated by multiplying the price of an asset by its circulating supply.
111
+
112
+ ## Should I buy memecoins?
113
+
114
+ > The crypto market is volatile and speculative. These tokens are a high risk and volatile, which leaves the market with little opportunity to buy them. While the crypto market is constantly evolving, memecoins are not just a new asset class. They are the culmination of many of the most innovative and interesting projects in the market. Learn more about memecoins today and, as a result, do our part in the crypto market.
115
+
116
+ ## What is the Bitcoin halving?
117
+
118
+ > The Bitcoin halving is the event that cuts the block reward of 50 bitcoins, cut in half to 3.125 bitcoins, thus reducing the issuance of 210 bitcoins.
119
+
120
+ ## What is a validator?
121
+
122
+ > A validator is a computer that runs a software program for the purpose of adding new blocks to a blockchain.
123
+
124
+ ## Write a short poem about the blockchain.
125
+
126
+ > We are going to briefly look at a couple of things that Ethereum has to do to make it look like we are going to run a smart contract on the blockchain. If you have a small amount of ETH, it takes a lot of effort to create a smart contract on the blockchain, but we have a good reason for this. You can't use the blockchain simply to create a transaction on its own, but it's possible. This is what Arbitrum is about to do.
127
+
128
+ ## Who are you?
129
+
130
+ > You are at the moment right now. We don’t have an answer. And I assume, you can’t actually do that. I am 100% sure I am getting it right. It’s not a problem to create one, and I can’t create it. You have one owner. I can’t create one. They are the same person that was nominated by the 600s of the 600s. And I don’t think the 600s will be able to create one. And at the same time, I don’t think the 600s
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