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.
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## 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.
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## 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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【Cuckold Climax】Episode 03: Room Passion – Completely Becoming B’s Exclusive Fucktoy (29:27mins) 🔥
Having intense sex with B in the room feels completely different!
The memories of last year’s wild session in the garage came rushing back. That ambiguous and forbidden relationship pushes the pleasure straight to the peak! 😈
In that moment, I was fully intoxicated and completely forgot about my husband’s existence…
This time Sam didn’t join in. He knew how much I was enjoying this pure feeling of being conquered.
He just sat quietly on the side, stroking his own cock, enjoying the sight of his beloved wife being completely dominated by another man… 💦
Until an important phone call came in and B had to answer it…
My body was still burning with lust, and my hungry, unsatisfied pussy suddenly felt so empty!
At that moment, Sam became the perfect backup. He immediately came over and filled my starving little hole!
But he’s so naughty — he wanted to punish me for letting B fuck me raw earlier!
His punishment was to make me the sluttiest woman tonight!
I looked at him and said directly: “The sluttiest thing is getting fucked raw! And tonight I only want B to touch me. You can only watch, you can’t touch me!” 🥵
After B finished his call and came back, he once again shoved his thick, bare cock deep into my pussy without any protection!
We were both completely lost in the extreme pleasure of raw sex… until B was too exhausted and we finally paused.
But who would have thought…
Even though Sam had agreed not to touch me, he couldn’t resist how slutty I looked. He suddenly pinned me down and fucked me hard…
He simply couldn’t hold back after seeing me act so wildly with B! 💦
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【绿帽高潮】第三集 房间激情:彻底沦为B的专属肉便器(29:27分钟) 🔥
进房间和B激情,果然有另一种完全不同的滋味!
回忆起去年在车房的疯狂,那种暧昧又禁忌的关系,让性爱直接冲到最高点!😈
那一刻我完全陶醉其中,彻底忘记了另一半的存在……
Sam这次没有参与,他知道我太享受这种纯粹被征服的激情了。
他只是坐在旁边,自己打着飞机,享受看着自己最爱的女人被另一个男人彻底征服的画面……💦
直到一个重要的电话响起,B不得不去接听……
我正欲火焚身、还没被满足的骚穴一下子空虚下来!
这时候Sam成了最好的备胎,立刻上来填满我饥渴的小穴!
但他好坏,故意要惩罚我刚才让B无套!
惩罚的方式就是要我今晚做最淫荡的女人!
我直接告诉他:“最淫荡的就是无套被操!而且我今晚只让B碰我,你只能看,不能碰我!”🥵
就这样,B接完电话回来后,再次把那根赤裸裸的粗大肉棒毫无阻挡地插进我的小穴!
我们俩完全沉醉在无套的极致快感里……直到B累得不行,我们才暂时停下来。
怎么知道……
Sam虽然嘴上答应不碰我,却还是忍不住我这么淫荡的样子,强行把我按住狠狠地干了一顿……
他根本忍不了我被B操得那么浪的样子!💦💦
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