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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.

President Trump is warning Iran that attacks on commercial shipping will come with a financial price. In a new statement, Trump says any damage to ships or cargo linked to Iran will be paid for using frozen Iranian assets under U.S. control. Former National Security Council Senior Director Michael Allen says the move is intended to increase pressure on Tehran and make clear that targeting vessels in the Strait of Hormuz "is not a cost-free exercise" for Iran.

A Detroit woman deposited $50 into BetMGM and turned it into $3.3 MILLION over six days. The casino paid her $100,000, congratulated her, then suspended her account and kept the rest. She spent four years fighting through every court in Michigan just to get her day in court. She still does not have the money. – Jacqueline Davis deposited $50 into her BetMGM account on March 18 2021 and started playing a game called Luck O' the Roulette. – Her first bet was $4.50. She lost it. – She kept playing and over the next six days the Michigan Supreme Court later described what happened as "a heater of epic magnitude." – As her winnings grew she pressed her bets higher. – By March 23 she was wagering $5,000 per spin. – Her account balance reached $3,289,500.75. – She requested a $100,000 withdrawal. – BetMGM approved it by email. A VIP host called to discuss transferring such a large amount off the platform. They congratulated her on her winnings. – The next day her account was suspended for unusual activity. – BetMGM's investigation found a software malfunction had started on her 28th play. – Win amounts were being multiplied when transferred from the game screen to her wallet. – They said her account should have read zero by play 368. They removed the game from Michigan entirely. – Davis sued for fraud and breach of contract. – The Wayne Circuit Court dismissed her case. – The Court of Appeals upheld the dismissal. Both courts said Michigan gaming law gave the regulator exclusive jurisdiction over such disputes. – The Michigan Gaming Control Board investigated. – They found BetMGM had violated rules by failing to report the malfunction promptly and not cooperating fully with the investigation. Took no disciplinary action anyway. – Davis appealed all the way to the Michigan Supreme Court. – On July 22 2025 all seven justices ruled unanimously she has the right to take BetMGM to trial. The case was sent back to Wayne Circuit Court. – That trial has not happened yet. It is now 2026 and she is still waiting. – BetMGM has not commented. A woman turned $50 into $3.3 MILLION, was congratulated by the casino's VIP team, had her account frozen the next day, lost in two courts, won at the Supreme Court, and is still waiting for a trial five years later.

🌞🐾 Summer is looking pretty cool at Shanghai Zoo! From refreshing splash pools to tasty frozen fruit treats, the zoo's animal residents are staying cool in the summer heat. 🧊🍉 Caretakers have prepared special enrichment activities to help them relax, play, and beat the heat. Stop by and catch these adorable summer moments! 💚 #ShanghaiSummer# #MakeItShanghai# #Shanghai# #ShanghaiZoo# #WildlifeLovers# #Animals#

We created this 13 min episode in less than 2 weeks. We're about to enter a world where our favorite tv shows and movies don't take 4+ years to produce. Our favorite directors will us generative AI and hybrid production workflows to produce their next script, show or film faster. Today, Oscar-nominated director @NeillBlomkamp released his first AI film: → NIGHTBORNE, a 13-min sci-fi film made on Seedance 2.0 → Made WITH real concept artists → Features the faces + voices of 32 real people [licensed + consented] → Launched Barley Studios, his new AI studio → Next up: a full AI feature AI is not replacing filmmakers, it's giving them the tools to create their ideas. Our third episode of The Arc is out now on Artlist TV! We created it entirely inside Artlist where we're deployed into the frozen brutality of 1876 Montana, FIVE must survive a lawless frontier of prisoners, bounty hunters and unforgiving wilderness. Along with ELI, a boy who reminds him of the son he's fighting to save. As bounty hunters close in, FIVE learns that in The Arc, survival is looking less like a reality. "The Arc" Created by: Darin Stewart Directed by : Darin Stewart Executive produced by: @sferro21 Produced by: @bbrianastewart AI studio: Happy Monday x Yougenius Al prompt engineer: Darin Stewart Al artist: Mikey Rare Al artist: @EdgarDaniel199x Post production studio: KDK studios Production studio: AFM AI Creator Studio Made entirely on: @Artlist_io #aifilm# #aifilmmaking# #aivideo# #generativeai# #originalseries#

I genuinely thought someone had placed a life-size doll in a shopping cart. The plastic wrap, the frozen expression, the perfect hair, the makeup, everything looked way too polished to be real. I was already trying to figure out whether this was some bizarre store display or a prank that had gone completely off the rails. Then she moved. That tiny moment when my brain had to restart and accept that this was an actual person was unreal. For a solid few seconds, I was not looking at a woman sitting in a cart. I was looking at a limited-edition doll that had somehow escaped its box and ended up in a parking garage. Please tell me I am not the only one who had to watch this twice before realizing she was real.

🇺🇸🇮🇷 The worst case for this war now has a number: $250 oil and 11% inflation by the fall Edward Dowd ran money at BlackRock and now models exactly this kind of shock, and his May call, $125 oil peaking then rolling over, played out in print. The new worst case: Gulf energy infrastructure starts coming apart, oil runs toward $250 FAST, and his model puts inflation between 8 and 11 percent by early fall. The mercy in the math: prices that high destroy demand so quickly they cannot hold, and the spike itself tips the world into recession. Which means Sunday night is the thing to watch. Markets have learned this war's rhythm, escalation talk on weekends, then a headline about Iran wanting a deal before futures open. The first weekend that pattern breaks, this becomes a different market. The home fuse is credit. The AI buildout leaned on private credit for its financing, and that market has gone cold, withdrawals frozen and early bankruptcies landing. Credit ends every party; stocks find out last. His compass has one needle: "Watch the price of oil and it'll tell you how the war is going." The baseline stays a painful but ordinary recession, on one condition. Oil under $100. But it is climbing. @DowdEdward

A hiker came around a blind corner on a trail at Brooks Falls in Katmai National Park Alaska and found herself face to face with Bear 909 - one of the most well known Alaskan Coastal Brown Bears in the park - along with her two cubs. Instead of panicking she stepped off the trail about 12 to 15 feet, stopped when the terrain ran out, stayed calm, used one voice, and let the bears pass. That is textbook bear encounter protocol and she executed it perfectly under pressure that would have most people completely frozen. The bears at Brooks are habituated to humans and have a high tolerance because of the salmon food source in the area but they are still wild animals that can turn defensive in a split second if they feel threatened. The number one rule - never run. Running triggers the predatory instinct and at that point the encounter changes completely. Always carry bear spray and know how to use it before you ever set foot in bear country. Could you remain that calm in that moment?

Trust isn't built when everything goes right. It's built when things go wrong. With Binance's support, $1.02B in user funds have been recovered or frozen to help combat illicit activity and protect users. Security isn't a feature. It's the foundation of the ecosystem.