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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.

I’M IN TEARS I’M SCREAMING The Pennsylvania Department of State just conducted one of its biggest purges ever. Democrats lost TENS of thousands of voters. It’s happening — it’s actually happening. Our work to clean the voter rolls is actually working. Sunlight is the best disinfectant. This is a massive, earth-shattering earthquake of epic proportions. Wait until you see how close we are to flipping Pennsylvania 🟦🔜🟥! My heart sings a tune loudly for all to hear.

117% total reserve ratio. Proof speaks louder than promises. Gate’s latest Proof of Reserves report confirms strong overcollateralization across nearly 500 user assets, with 26,775 $BTC, 456,798 $ETH, and $1.59B stablecoin reserves backing user assets. $USDT, $USDC, #USD1# & $GUSD reached a combined reserve ratio of 118.97%. Transparency you can verify. Security you can trust. Full report:

Residents take a stand at the Loudoun County Board of Supervisors meeting. Concerns over safety, noise, and infrastructure vs. business growth. Is this the right balance? #LoudounCounty# #DataCenters# #CommunityImpact# #AspenPower# #LocalGovernment#

👀 In China, a drone wouldn't let a man enter the sea after dark Footage from a beach in the city of Qingdao shows a drone approaching a beachgoer and ordering him through a loudspeaker to leave the water, enforcing a nighttime swimming ban. Big Brother is watching you.

Tensions rise at the Loudoun County meeting as Supervisor Caleb Kershner presses for answers on zoning enforcement protocols. Watch the heated exchange unfold. #LoudounCounty# #Zoning# #CalebKershner# #LocalGovernment# #Politics#