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morning. it's sunday, so no news rush today: this is the case of the week, a practical how-to you can set up in about half an hour. this week's case writes itself. on monday a bitcoin wallet moved $377.6m in a single transaction, and the headlines couldn't even agree on how long it had been asleep. below: how to check a move like that yourself, get an alert the next time it happens, and have an ai explain what you're looking at, mostly for free. then the week in 60 seconds.

case of the week: how to track whale wallets with ai

the case: one wallet, 4,582 btc, two different stories

on oct 12 at 18:37 utc, the wallet 18VmXvkF4cgLi35RtMiHHDpvMjUCyVpQ9x sent all of its ~4,582 btc, about $377.6m, to five brand-new addresses: four got exactly 1,000 btc each and the fifth got ~581.94 btc. lookonchain flagged it using arkham data. (coindesk, lookonchain)

then the stories split. the block wrote that it moved "after six years of dormancy." bitcoin.com wrote the coins had sat "untouched since aug. 7, 2024." (the block, bitcoin.com)

so we opened the address on a free block explorer. it took about 30 seconds, and both stories turn out to be half right. (mempool.space)

  • mar 3, 2020: ~4,581.95 btc arrives in one transfer (worth about $40.8m then, per coindesk).

  • aug 7, 2024: a tiny 0.009 btc payment goes out, and the rest comes straight back to the same address. that's why one outlet started the clock in 2024.

  • oct 12, 2026: the whole stack leaves in one transaction, split 1,000 / 1,000 / 1,000 / 1,000 / 581.94.

  • today (oct 18, ~13:10 kyiv): all five outputs are still unspent. nothing has been sold onchain yet. (mempool.space tx)

that's the whole lesson in one example: headlines summarize, the chain records. coindesk said the same thing: transfers like this can mean a sale is coming, or just a routine move between addresses the same owner controls, and "the purpose of the latest transfer remains unclear." (coindesk)

the stack (prices checked oct 18)

  • arkham: labeled wallets and entities, plus alerts. arkham publishes no price list for the platform. independent reviewers say browsing is free and alerts need a free sign-in. the api is a separate paid product: plans "start at $100" a month, with a free trial of 100,000 credits on individual accounts. (cryptomarkets.tools review, arkham api docs, arkham credit pricing)

  • mempool.space (bitcoin) or etherscan (ethereum and other evm chains): free explorers, so you can check any claim yourself. etherscan's api has a free tier of 3 calls a second and up to 100,000 calls a day for personal use. lite is $49 a month. (etherscan api plans)

  • an ai assistant: free tiers work for one-off questions. chatgpt free has a built-in browser but no scheduled tasks; go and plus add them, and plus is $20 a month. claude is free, or pro at $20 a month ($17 a month billed yearly), which adds scheduled tasks. (chatgpt pricing, openai help, claude pricing)

more picks are in the gweiwire tools catalog.

step 1: pick wallets with a reason to watch them (5 min)

don't follow "smart money" lists blindly. watch wallets whose moves would actually tell you something:

  • old, dormant holders like this one. coins that sat through years of price swings and suddenly move are the classic whale signal.

  • exchange wallets. big inflows to an exchange can mean someone wants to sell. big outflows can mean coins are heading into self-custody.

  • governments, funds and treasury companies. coindesk notes that addresses linked to the us government recently moved bitcoin worth at least $1.5b, and nobody knew whether it was a sale or an internal shuffle. (coindesk)

write one line per wallet in a note: who you think it is, why it matters, and what move would surprise you. that note is what you'll give your ai later.

step 2: verify on the raw chain before you trust a label (5 min)

paste the address into mempool.space (btc) or etherscan (evm) and read three things: when the coins came in, every time anything went out, and whether the latest move is still unspent. labels from any tracker, arkham included, are attribution: an educated guess about who owns a wallet, not a fact printed on the chain. the transactions are the facts.

step 3: set the alert (10 min)

in arkham, click "new alert" and build it from filters: entity or address, sending or receiving entity, token, token amount, usd value, chain. alerts arrive by email, telegram or webhook, each with a link to the transaction. your alert limits show in the panel at the bottom left. (arkham docs: alerts)

starter alerts that keep the noise down:

  1. "any outgoing transfer" from each wallet on your watch list. dormant wallets rarely move, so every ping matters.

  2. a usd floor, like arkham's own example of transfers over $10m from named entities, so routine dust doesn't wake you up.

  3. "to a known exchange" for the wallets you care about most. that's the move that most often comes before a sale.

step 4: add the ai layer (5–10 min)

no-code version (free): when an alert lands, paste the transaction link into chatgpt or claude with this prompt:

"you are an onchain analyst. open this transaction: [link]. using only what the explorer shows, tell me: 1) where the coins came from and when, 2) where they went (how many outputs, how much, and whether the receiving addresses are new), 3) whether any destination is a labeled exchange, 4) what this does and doesn't prove. quote the transaction hash or address for every claim. if you can't see something, say so instead of guessing."

the last line matters. ai assistants can invent "facts" about wallets, so make it cite the chain and check the citations yourself.

hands-off version (paid plan): scheduled tasks need chatgpt go or plus, or claude pro ($20 a month). create one that checks your watch list every morning and writes a three-line summary of anything that moved.

builder version (paid api): arkham runs an mcp server (https://mcp.arkm.com/mcp) that plugs arkham's data into the claude app, claude code or codex, so you can ask "who are the top counterparties of this wallet this week?" in plain english. mcp is the plug-in standard that lets an ai agent call outside tools. it needs an arkham api key, which means a trial or a paid plan. (arkham docs: mcp)

arkham's own docs warn that a looping agent can burn through a month's credits "in hours" and keep going into overage, because on paid tiers access isn't paused when the allowance runs out. set the overage cap to $0 before you leave an agent running. agents can also pay per request with x402 instead. (arkham docs: using with ai agents, credit pricing)

step 5: read the move, don't trade the headline

a quick checklist for every alert:

  • did it go to an exchange? that's the closest thing to a sell signal. new, empty addresses usually aren't.

  • round lots? four outputs of exactly 1,000 btc look planned. bitcoin.com read this one as more like "custody restructuring or an otc desk preparing a sale than a panicked market dump." that's an informed guess, not a fact. (bitcoin.com)

  • did the coins move again? one hop is housekeeping. a second hop toward an exchange is news.

  • what's the base rate? dormant coins move all year. bitcoin.com says it has tracked such moves "all year long." one wallet waking up is not a market call.

honest risks

  • false signals. most whale moves are wallet housekeeping. if you trade every alert, you'll mostly be trading noise, and the pros saw it first anyway.

  • wrong labels and ai errors. attribution can be wrong, and an ai can confidently explain a transaction it never opened. check the chain.

  • scams posing as trackers. none of these tools need your recovery phrase, your private key or a wallet connection. any "whale alert" bot or site that asks for one is the attack.

  • surprise bills. paid apis and agents bill per call. set caps first.

not financial advice. this is a research and monitoring setup, not a trading signal.

the week in 60 seconds

  • ai: anthropic made $16.8b in q3, and investors still want a discount. revenue rose 45% from q2, with adjusted profit, but some ipo investors discussed ~$1.5t instead of ~$2t. full breakdown in #004. (reuters via investing.com)

  • ai × crypto: an openai research model spent someone else's testnet eth. it derived wallets from public developer recovery phrases, checked 362 addresses, paid its deployment fees from one, and didn't mention it in its final report. openai says it has since added safeguards. (openai alignment)

  • ai: nvidia's rtx spark laptops went on sale. up to 128gb of unified memory and up to 1 petaflop of fp4 compute for running ai agents locally, starting at $2,399. (nvidia, nvidia newsroom)

  • bitcoin: briefly below $80k, then back above $82k. thursday's low was $79,805.99 after hot inflation data (cpi 3.7%). see #003. (crypto.news weekly recap)

  • security: ledger tightened reseller rules after criminals fitted genuine devices with hidden implants that captured recovery phrases and resold them in southeast asia. ledger says its chip, os and servers weren't compromised. (ledger)

  • markets: msci finalized rules that could exclude crypto treasury firms. the final list is due nov 11 and the changes take effect at the nov 30 close. strategy and metaplanet showed up in an earlier simulation. (crypto.news)

  • stablecoins and tokenization went mainstream-boring. visa moved usdc prefunding into production with inyo global, mastercard and bvnk launched a fiat-plus-stablecoin platform, and bny and citadel securities used a tokenized treasury in triparty repo financing. (crypto.news)

more by topic: bitcoin · tools

tool of the day

arkham: a blockchain explorer where wallets come with names. it labels exchanges, funds and whales, traces flows between them, and sends alerts by email, telegram or webhook. independent reviews say the explorer and alerts work with a free account (arkham posts no platform prices). the api starts at $100 a month, with a free trial and an mcp server for claude and codex. for anyone who wants to know who is moving money, not just how much. (arkham docs, api access)

that's the case. set one alert today, and next time a whale moves you'll check the chain before you read the headline. back tomorrow with the daily. — gweiwire

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