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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The SIMAN LABS Shenyang Web3 BuilderNight has successfully concluded! Sincere thanks to loyal @LoyalSiman for organizing this wonderful offline gathering and bringing together outstanding Web3 practitioners in Shenyang. The event gathered a diverse lineup of guests, including exchange BD specialists, project founders, market management professionals, industry KOLs, NFT platform co-founders, technical development teams, and cross-border practitioners from the healthcare industry. The on-site atmosphere was extremely active. All participants conducted in-depth discussions on Web3 ecosystem development, project implementation, resource docking, technological innovation and cross-industry integration, triggering frequent idea collisions and fruitful exchanges. This offline event effectively connects high-quality Web3 resources in Shenyang, breaks industry information barriers, and lays a solid foundation for subsequent cross-industry cooperation, project linkage and resource sharing. We look forward to continuous in-depth communication and positive collaboration among all Shenyang practitioners. Let’s explore more cooperation opportunities, jointly develop the industry, and empower the prosperity of the local Web3 ecosystem. Finally, thanks to every partner who attended the event. Grateful for your support and valuable sharing! 本次 SIMAN LABS 沈阳站 Web3 Build Night 圆满落幕！非常感谢 loyal 牵头统筹，汇聚沈阳本地优质 Web3 从业者，搭建高效的线下交流共创平台。 本次活动嘉宾阵容多元、行业覆盖全面，齐聚交易所 BD、优质项目方、市值管理从业者、行业 KOL、NFT 平台联合创始人、技术开发团队以及医疗领域跨界从业者。现场交流氛围热烈，大家围绕 Web3 行业生态、项目落地、资源对接、技术创新、跨界融合等多个维度展开深度探讨，思维碰撞频繁，干货满满。 此次线下聚会有效链接了沈阳本地 Web3 圈层资源，打破行业信息壁垒，为后续跨界合作、项目联动、资源互通奠定了良好基础。未来也期待各位沈阳行业伙伴持续深度交流、积极联动，深耕行业、抱团共建，挖掘更多合作可能性，携手助力本地 Web3 生态蓬勃发展。 再次感谢每一位远道而来、到场参与的沈阳同仁，感恩大家的支持与真诚分享！ @SIMANLABS @mocheng88888 @qiegea1 @Dachengzi0509 @Jolin612 @WEB3SIMANGEL @LoyalSiman