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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.

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.

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.

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.

From other projects

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.

Schwab Launches Direct Bitcoin and Ethereum Trading

https://ymaho.com/schwab-launches-direct-bitcoin-and-ethereum-trading

Charles Schwab now offers spot BTC and ETH trading. Learn how major brokerages are bringing crypto mainstream and what it means for everyday investors.

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