THE BITBANK JOURNAL
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90 articlesMARKETS & IDEAS
The $LAPTOP Crash: Anatomy of a memecoin rugpull Accusation
Hunter Biden's $LAPTOP spiked past $190 then collapsed below $2 in minutes. What allegedly happened, what the team says, and how to size up the next memecoin.
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Crypto Graveyard: Coins Down 90%+ and Why They Died
A live index of crypto's biggest collapses, each with a cause-of-death analysis: Terra, FTX, Celsius, BitConnect, Squid, HAWK, LIBRA, LAPTOP.
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Graveyard: Terra LUNA / UST — the $45B Death Spiral
How Anchor's 20% yield and a burn-mint peg turned a $119 token into dust in 72 hours.
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Graveyard: FTX / FTT — the Exchange-Token Loop
FTT at $85 backed an $8B hole in customer funds. Then Binance sold and the loop snapped.
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Graveyard: Celsius / CEL — Yield That Was Never Yield
17% promises, illiquid bets, a June 2022 freeze and a $1.2B bankruptcy hole.
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Graveyard: BitConnect and OneCoin — the Original Ponzis
A trading bot that never traded and a blockchain that never existed. $4B+ in lessons.
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Graveyard: Squid Game SQUID — the Honeypot Rug
$2,800 to zero in minutes: the sell switch nobody checked before aping in.
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Graveyard: HAWK — Fame, 10 Wallets, One Dump
$490M in 15 minutes, down 90%+ in hours. On-chain data versus the team's denials.
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Graveyard: LIBRA Argentina — the Presidential Endorsement Dump
A Milei-shared memecoin hit billions, then insiders allegedly dumped 80%+ of supply.
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What $100 in Bitcoin Would Be Worth Today (Live Numbers)
Pick a year, see the number. Live results from the Bitbank Time Machine for 2013, 2016, 2020 and 2024 entries.
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The Sold-the-Top Calculator: What Perfect Timing Would Have Paid
Nobody sells the top. Here is exactly what it would have been worth, and what buying the top cost, for Bitcoin, gold and Tesla.
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$100 Challenge: Bitcoin vs Gold vs Silver vs S&P 500 vs Nvidia Since 2016
Same $100, same start date, five assets. A live scoreboard with the peaks, the drawdowns and the shareable cards.
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Bitcoin & Crypto Tax: What Actually Triggers a Tax Bill?
A practical New Zealand guide to selling, swapping, rewards and records, with a worked NZD example.
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Building an Autonomous AI Research Loop
How hypotheses move through causal data, validation, risk gates, deployment, and continuous learning.
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Market Data as Research Infrastructure
Timestamp contracts, point-in-time datasets, storage layout, quality controls, and live feature parity.
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Forecasting Models: From Baselines to Transformers
Why simple rules, boosted trees, and time-series foundation models must compete on equal evidence.
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Scaling AI Systems: GPUs, CUDA, Distributed Training, and Autonomous Research
The compute, storage, compiler, scheduling, and memory systems that expand feasible research.
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Feature Discovery, Representation Learning, and Synthetic Markets
Causal feature search, self-supervised market embeddings, transfer, and synthetic stress testing.
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Honest Backtesting: The Discipline of Trying to Be Wrong
Chronological folds, purge gaps, execution costs, locked holdouts, and reproducible promotion gates.
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Risk, Uncertainty, and the Power to Abstain
Calibration, cash as an action, conservative sizing, portfolio controls, and circuit breakers.
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Production ML: Serving, Monitoring, Drift, and Rollback
Immutable artifacts, Go services, model sidecars, shared inference, observability, and safe releases.
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Coding Agents as Research Collaborators
Specialized agents, verifiable work, bounded authority, failure memory, and human review.
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Toward a Self-Improving Market Research Lab
A roadmap for continuously better evidence, safer decisions, and transparent market intelligence.
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Crypto Tax by Country: A Practical Guide
Nine country guides to crypto disposals, rewards, losses, and recordkeeping, with official sources.
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How the Crypto Regulatory Landscape Is Evolving
Licensing, stablecoins, and tax reporting: what applies now, what starts later, and what to watch.
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Crypto Tax in New Zealand
Acquisition purpose, taxable disposals, staking, mining, and NZD records.
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Crypto Tax in Australia
Investor versus trader treatment, capital gains, rewards, and AUD records.
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Crypto Tax in the United States
Property treatment, income from rewards, cost basis, and broker reporting.
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Crypto Tax in the United Kingdom
Disposals, token pooling, staking income, and recordkeeping.
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Crypto Tax in Canada
Capital versus business income, mining, staking, and adjusted cost base.
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Crypto Tax in Germany
Private disposals, holding periods, rewards, and documentation.
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Crypto Tax in Portugal
Eligible tokens, holding periods, swaps, and the limits of exemptions.
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Crypto Tax in Singapore
Personal investment versus business income and digital-token records.
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Crypto Tax in the United Arab Emirates
Personal investment, business activity, corporate tax, and residency.
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The Great Crypto Trading Game: One Button, Real Market History
Hold to buy. Release to sell. Play a minute of crypto history with pretend money, then share your score.
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Why We Keep 0.10%: The Bitbank Whitepaper
The short version of the Bitbank whitepaper: a launchpad that gives creators 90% of fees, forecasts with published accuracy, USDG gas, and a token whose only job is to make the platform cheaper.
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How CPI Moves Bitcoin, Gold, the Dollar, Yields, and Stocks
The short answer: markets do not trade the inflation level in isolation. They trade the difference between the CPI release and what was already expected, then translate that…
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Federal Reserve Rates and Bitcoin: What Actually Matters
Bitcoin trades around the clock, but the price of dollars still matters. Federal Reserve policy changes the return available on cash and Treasury securities, the cost of leverage,…
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Russia's 2022 Invasion of Ukraine: Oil, Gold, Stocks, Bitcoin, and Payments
Published 1 September 2026 · Evidence reviewed through 1 September 2026 · 14 minute read
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Strait of Hormuz Oil Shock: Inflation, S&P 500, Gold, and Bitcoin
The Strait of Hormuz is narrow, but the economic consequences of a serious disruption would spread widely. In the first half of 2025, an average 20.9 million barrels per day of…
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Bitcoin vs Gold in a Geopolitical Crisis: What History Shows
The short answer: gold has the stronger institutional history and the more consistent evidence as a portfolio shock absorber. Bitcoin has a different potential advantage: it can…
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Bitcoin vs Nasdaq-100: Why Correlation Rises—and Why It Changes
Published 1 September 2026 · Evidence reviewed through 1 September 2026 · 12 minute read
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S&P 500 vs Bitcoin: Risk, Correlation, and Portfolio Role
Published 1 September 2026 · Evidence reviewed 1 September 2026 · 11 minute read
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When the Holdout Says No: Why We Did Not Deploy Our SOL Sweep
Not every optimization round should end with a new model. After improving BTC and ETH, we applied the same 70-fold protocol to SOL. The deployed adaptive selector had a weak…
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Why One Trading Model Did Not Fit Both Bitcoin and Ethereum
Our first optimization round promoted a conservative long/short trend model for Bitcoin. The tempting next step was to copy it to Ethereum. We did not. Running the same purged…
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What 70 Time-Series Folds Taught Us About Trading Model Selection
A trading model can look exceptional in one market regime and still have no durable edge. We recently optimized BitBank's BTC strategy over hourly data from 2021 through 2026. The…
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How a Blockchain Actually Works
Strip away the marketing and a blockchain is a boring, useful idea: an append-only log that thousands of strangers can agree on without trusting each other. The interesting part…
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Public-Key Cryptography: How Crypto Wallets Work
A crypto wallet does not "hold" coins. The coins live on the ledger; the wallet holds the keys that authorize moving them. Understanding that one distinction explains why losing a…
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Proof of Work vs Proof of Stake
Hashes make a blockchain tamper-evident, but they do not decide who gets to add the next block. In an open network where anyone can spin up a million fake identities, you need a…
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Smart Contracts and the EVM: How Code Becomes Money
Bitcoin lets you move money. Ethereum lets you write programs that move money according to rules nobody can override, including their author. A smart contract is just code…
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How Stablecoins Work Under the Hood
A stablecoin is a crypto token engineered to hold a steady value, almost always one US dollar. They are the plumbing of crypto: most trading, lending, and on-chain payments settle…
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Layer 2 Scaling: Rollups and Channels
Base-layer blockchains are deliberately slow. Every full node re-executes and stores every transaction, which is what makes them trustless, and also what caps throughput at a few…
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Zero-Knowledge Proofs, Explained
A zero-knowledge proof lets one party convince another that a statement is true while revealing nothing beyond the truth of that statement. "I know the password" without showing…
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How On-Chain Privacy Actually Works
The most common misconception in crypto is that Bitcoin is anonymous. It is the opposite: every transaction is permanently public. What it offers is pseudonymity , your name is…
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Self-Custody: Seed Phrases, Hardware Wallets, and MPC
Owning crypto means protecting a private key. There is no support line that can reverse a theft and no bank that insures the balance. The entire discipline of custody is about…
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Where Crypto Regulation Is Headed
For a decade crypto operated in a regulatory grey zone, governed mostly by enforcement actions and ambiguity. That era is ending. The major jurisdictions have moved from "should…
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Crypto in January 2025: Memecoins and the Inauguration
January 2025 set the tone for the wildest political-crypto crossover the market had ever seen. A US president launched a memecoin three days before taking office, Bitcoin printed…
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Crypto in February 2025: The Bybit Hack and the Sell-Off
If January was euphoria, February was the hangover. The month delivered the largest crypto theft in history, a memecoin scandal that reached a head of state, and one of Bitcoin's…
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Crypto in March 2025: The Strategic Bitcoin Reserve
March 2025 delivered something the industry had talked about for years: an official US Strategic Bitcoin Reserve. It also delivered a reminder that "bullish news" and "higher…
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Crypto in April 2025: Liberation Day and the Rebound
April began with a tariff shock that cratered every risk asset on the planet, then staged one of the year's sharpest V-shaped recoveries. For crypto, it was a month that rewarded…
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Crypto in May 2025: Bitcoin's New Record
After April's whiplash, May was the month the bulls retook control. Bitcoin set a fresh record, Ethereum finally posted a green month, and a US crypto exchange entered the S&P 500…
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Crypto in June 2025: Circle's IPO and the GENIUS Act
June belonged to the stablecoin trade. A USDC issuer went public and quadrupled, the Senate passed the first major federal stablecoin bill, and a Middle East flare-up reminded…
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Crypto in July 2025: Crypto Week and the GENIUS Act
July was the month US crypto policy stopped being a promise and became law. Congress dedicated a week to digital-asset bills, the first federal stablecoin framework was signed,…
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Crypto in August 2025: Ethereum's Run to $4,900
August was Ethereum's month. After years in Bitcoin's shadow, ETH finally took out its 2021 record, Bitcoin set another high of its own, and Washington opened the door to crypto…
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Crypto in September 2025: The Fed's First Cut
September is historically crypto's weakest month, and 2025 brought the macro event traders had waited all year for: the Federal Reserve's first rate cut since December 2024. The…
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Crypto in October 2025: Record High, Record Crash
"Uptober" started exactly to script -- a fresh Bitcoin record and a $4.27 trillion total market cap -- and then delivered the single most violent deleveraging event crypto has…
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Crypto in November 2025: Bitcoin Breaks $100k
The damage from October's crash kept compounding. November was the worst November for Bitcoin since 2022, sentiment hit FTX-collapse lows, and even a wave of new ETF launches…
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Crypto in December 2025: A Red Year-End
There was no Santa rally. December capped a year that began with a record and ended with crypto's first annual decline since 2022. But beneath the weak tape, the plumbing of the…
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Backtests That Survive Live Crypto Markets
Backtests are useful only when they are harder to pass than the live market. For BitBank's public metrics, that means reporting recent performance, separating forecast error from…
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Crypto Market Prediction with AI
Cryptocurrency markets are known for their volatility and unpredictability. However, with the right machine learning approaches, we can identify patterns and trends that help…
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Time Series Transformers for Trading
We employ state-of-the-art transformer models with fast attention mechanisms to process streaming market data.
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Orderbook Analysis Techniques
The orderbook is a real-time snapshot of all buy and sell orders for a cryptocurrency pair. By analyzing orderbook dynamics, traders can gain insights into market sentiment and…
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Risk Management in Crypto Trading
Risk management is the cornerstone of successful algorithmic trading. Without proper risk controls, even the most sophisticated trading algorithms can lead to significant losses.
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Volatility, Spreads and Volume
Most traders focus on exchange fees. But the real cost of a trade often lives in the spread -- the gap between the best bid and best ask. That spread is not fixed. It expands and…
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Market Volatility Indicators
Volatility is a measure of price movement intensity over time. In cryptocurrency markets, understanding and measuring volatility is crucial for risk management and trading…
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Retiring the KNN Forecaster
Our original trading bot was built on a KNN-based forecaster that learned from a rich set of live market features. We called these snapshots "featuresets" and they included…
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Crypto Exchange Fees Compared
Trading fees eat into your profits on every single trade. Over the course of a year, the difference between a 0.10% and a 0.60% taker fee can amount to thousands of dollars in…
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Best Crypto Card by Country: Low-Fee Picks
Country-by-country crypto card guides ranked on FX and conversion fees.
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Best Crypto Card in New Zealand 2026
Lowest-fee crypto cards for NZ: Bitget Wallet, Avici, Wirex and Pay It Now.
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Best Crypto Card in Australia 2026
Lowest-fee crypto cards for AU: Bitget Wallet, Avici, Wirex and Crypto.com.
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Best Crypto Card in the United States 2026
Lowest-fee crypto cards for the US compared on fees and rewards.
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Best Crypto Card in the United Kingdom 2026
Lowest-fee crypto cards for the UK: Wirex, Coinbase, Crypto.com and Plutus.
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Best Crypto Card in Canada 2026
Lowest-fee crypto cards for Canada compared on CAD fees.
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Best Crypto Card in Germany 2026
Lowest-fee crypto cards for Germany: Bitpanda, Crypto.com, Coinbase and Wirex.
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Best Crypto Card in Portugal 2026
Lowest-fee crypto cards for Portugal on EUR fees.
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Best Crypto Card in Singapore 2026
Lowest-fee crypto cards for Singapore: Crypto.com, Wirex, Avici and Bitget.
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Best Crypto Card in the UAE 2026
Lowest-fee crypto cards for the UAE: Crypto.com, Wirex, Rain and BitOasis.
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Gold vs Bitcoin Scorecard
Gold is trading near $5,197 per troy ounce -- up 73% year-over-year and still pushing all-time highs. Bitcoin sits at $70,829 , recovering from the $60K lows of late February but…
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How to Launch a Memecoin
Over 7 million tokens have been launched on Pump.fun since January 2024. Less than 1.5% of them ever graduated. 98.6% fell under $1,000 in liquidity and are essentially worthless.…
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Memecoin Launchpads Compared
There are now over a dozen memecoin launchpads across Solana, Base, BSC, and TRON. Some let you launch a coin with a tweet. Others give you AI trading agents. One requires you to…
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