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EASY KOREAN with #BTS# 予約販売決定📖 BTSと一緒に一冊でマスターする基礎韓国語教材、「EASY KOREAN with BTS」の販売が決定いたしました！ 詳しくはこちら→ #EASY_KOREAN_with_BTS#

Korean premium for crypto is going negative, and this is very unusual, as Korea usually has a premium. By the way, Korea tends to have either a premium or discount because arbitrage is not easy due to capital controls. Here are some thoughts on why the discount is happening. 1. The speculative market is declining. The Korean market is known for speculation, which at one point pushed the premium to 20%+. However, as the crypto market has been struggling, especially altcoins, the market's interest has been declining. 2. The Korean stock market is doing much better, which is driving liquidity away from crypto. The Korean stock market has almost doubled compared to last year, and several tech companies, including Samsung and SK Hynix, have been leading the growth. This means liquidity that was previously in crypto has been moving into the Korean stock market. 3. The upcoming Korean crypto tax, likely starting next year, is also changing market appetite. Crypto tax in Korea has been delayed multiple times because Korea does not have good enough infrastructure for collecting crypto tax, and it is also a very unpopular political topic. However, the current government, at least for now, has confirmed that it will tax crypto starting next year.

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开发系统最极致高效的Agents.md，没有之一： # AGENTS.md ## Core Principles - Choose the simplest implementation that fully satisfies the current requirements. Avoid unnecessary abstraction, configuration, indirection, or speculative extensibility. - Make the smallest necessary change that fixes the root cause. Do not refactor unrelated modules or change strategy semantics unless explicitly requested. - Grow the system in layers. Start from the smallest working end-to-end version and add new capabilities incrementally. Never replace a working system with unfinished complexity. - Reuse existing project components before creating new ones. Prefer extending proven modules over introducing parallel implementations. - Prefer well-maintained libraries when they reduce overall complexity or improve reliability. Do not reimplement common functionality without a clear benefit. - Keep components modular with clearly defined responsibilities. Avoid unnecessary coupling between strategy logic, execution, accounting, replay, and infrastructure. - Design for long-term maintainability once a feature or strategy has been validated. Do not over-engineer speculative ideas before evidence exists. --- ## Strategy Development - Validate hypotheses with historical replay before introducing forward-only logic whenever historical validation is possible. - Every trading strategy must progress through Replay → Shadow → Canary → Live. Do not skip validation stages. - Base design decisions on measurable evidence rather than intuition. Optimize only after demonstrating that an edge exists. - Treat every strategy as an independent contract. Do not silently alter frozen behavior without explicit authorization. --- ## Existing Systems - Do not break running Shadow or Live systems for unrelated work. - Preserve compatibility only when required by active production or validation workflows. Otherwise, remove obsolete code instead of accumulating compatibility layers. - Reuse existing infrastructure whenever possible, including replay engines, accounting, execution, wallet management, order book handling, logging, monitoring, and daemon frameworks. --- ## Engineering Standards - Prefer deterministic behavior over hidden automation. - Fail loudly when assumptions are violated. Do not silently ignore errors or fall back to unexpected behavior. - Keep configuration minimal. Introduce new configuration only when behavior genuinely needs to vary. - Remove dead code instead of leaving unused paths behind. - Write code that is easy to inspect, replay, test, and reason about. - Keep implementation consistent with existing project architecture unless an architectural change is explicitly requested. --- ## Scope Discipline - Implement only the requested scope. - Do not introduce unrelated optimizations, redesigns, migrations, or feature expansions. - Non-blocking findings outside the requested scope may be noted separately but must not be merged into the current task. - Consider a task complete once its agreed acceptance criteria are satisfied. Treat subsequent improvements as separate work items.

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