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Local AI on RTX 3090: mining build

https://sudonull.com/local-ai-on-rtx-3090-mining-build

Build on H510 Pro BTC+ and 3 RTX 3090 for gpt-oss-120b: 110 t/s inference, loading optimization. Tests, diagrams, costs for LLM developers.

Morgan Stanley launched crypto trading: analysis

https://sudonull.com/morgan-stanley-launched-crypto-trading-analysis

Morgan Stanley launches spot trading of BTC, ETH and SOL for 8.6 million clients. Learn how the bank is changing the market and what will happen to DeFi. Read the analysis.

AI agents for crypto market analysis: Reasoning + Action pattern

https://sudonull.com/ai-agents-for-crypto-market-analysis-reasoning-action-pattern

Breakdown of GitHub solutions failures and implementation of an adaptive AI agent for BTC signals. Code on agent-swarm-kit, examples from April 2026. For middle/senior dev — study the pattern and implement.

Quantum threat secp256k1: 1200 qubits to break

https://sudonull.com/quantum-threat-secp256k1-1200-qubits-to-break

Google optimized Shor for secp256k1: 500k physical qubits, minutes for attack. Learn about on-spend and at-rest risks for BTC/ETH, post-quantum measures. Read the analysis for developers.

DiffQuant: Sharpe optimization in a differentiable simulator

https://sudonull.com/diffquant-sharpe-optimization-in-a-differentiable-simulator

Learn how DiffQuant optimizes Sharpe ratio directly through PyTorch graph taking costs into account. iTransformer, hybrid loss, mirror augmentation. Results on BTC: Sharpe +1.73 OOS. For ML engineers in trading.

From other projects

Stack BTC CEO Change Sparks UK Crypto Regulation Debate

https://ymaho.com/stack-btc-ceo-change-sparks-uk-crypto-regulation-debate

Stack BTC replaces its CEO as Nigel Farage’s investment draws regulatory scrutiny. Learn how this UK Bitcoin venture impacts everyday investors.

Strategy may sell bitcoin: BTC price below $81K

https://ymaho.com/strategy-may-sell-bitcoin-btc-price-below-81k

Saylor's statement about selling BTC to pay dividends crashed the rate. Find out why the Strategy model cracked and what will happen to bitcoin next. Detailed analysis.

Whale activity on Binance: BTC inflow growth and Bitcoin price drop

https://ymaho.com/whale-activity-on-binance-btc-inflow-growth-and-bitcoin-price-drop

Analysis of the sharp increase in BTC inflow from whales on Binance amid the Bitcoin price drop. Dual signal: fear of selling and hidden opportunities for investors. Read the details.

Record outflow from BTC-ETF: money moves to XRP and Solana

https://ymaho.com/record-outflow-from-btc-etf-money-moves-to-xrp-and-solana

Bitcoin and Ethereum ETFs lose billions while XRP and Solana attract record investments. Find out why institutions are changing their strategy and how to profit from it.

Quantum Threat to Bitcoin: 1.7 Million BTC at Risk

https://ymaho.com/quantum-threat-to-bitcoin-1-7-million-btc-at-risk

Find out why 1.7 million bitcoins could become vulnerable to quantum attacks and what this means for the market. No panic — just facts.

Corporate Bitcoin Holdings: Why Companies Buy BTC

https://ymaho.com/corporate-bitcoin-holdings-why-companies-buy-btc

Public companies now hold over 5% of all Bitcoin. Discover why corporations are treating BTC like a savings account and what it means for everyday investors.

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