Free API quotas, temporarily free models, and deal windows all expire. A three-layer framework for tracking them, a real-world comparison of five intelligence sources, and a working pipeline that turns deal-hunting into an automated job.
Git's native worktree command paired with AI coding agents enables isolated parallel development with easy rollback
Vivo V2610DA benchmark appears on Geekbench
aigo PL10 adds dual ports from 399 RMB.
Chinese AI model companies accelerate online channel expansion, with Zhipu leading Tmall entry for token subscription sales.
ACEMAGIC F7A mini PC features Core Ultra X7 358H, dual M.2 NVMe (Gen4+Gen5), Wi-Fi 7, and 64GB LPDDR5 RAM.
The liquidation math of a 200-grid Martingale bot, a scientific redesign of my 15-minute range strategy, the Freqtrade/Hummingbot/vectorbt stack decision, a methodology for finding real crypto alpha, and the LynxCrypto system development prompt I'll hand to an AI.
Started with a 200-grid Martingale on ZECUSDT perpetuals, then had 13 AI deep-research agents tear it apart: Martingale guarantees ruin, 25% daily returns are impossible — but range mean reversion + regime filtering + Kelly sizing is the right direction. Part 1 includes the real ledger, knowledge map, engineering stack choices, development roadmap, and prompts.
Don't measure a training session by the market price of its byproduct. Those seemingly unread cross-domain studies are sharpening one transferable mental skeleton from many angles — the one capability AI can amplify but not replace.
Open Agent runtime for enterprise AI.
