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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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Hey @Grok recreate her as Scarlet Witch without altering the pose, Give me the eXact prompt..🥶🔥
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Thoughts on the Bills new alternates? 🧵 (via @BuffaloBills)
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Get a new look at the @BuffaloBills' Nickel City alternate uniform 🤩
🚨 ELON MUSK ACABA DE SOLTAR LA BOMBA QUE NADIE QUIERE ESCUCHAR 🚨 El tipo que manda cohetes a Marte, inventa autos que se manejan solos y está creando la IA más avanzada del planeta… acaba de decir algo que te va a dejar frío: “Normalmente soy el primero en defender la tecnología… pero estoy diciendo claro: NO debería existir ni una sola máquina de votar.” Punto final. Sin vueltas. Sin diplomacia. Las urnas electrónicas ya no son el futuro. Son una puerta abierta al desastre. Con la inteligencia artificial creciendo a ritmo de locura, cualquier sistema digital puede ser hackeado, alterado o controlado en silencio. Nadie se enteraría hasta que el daño ya esté hecho. No es una película de Hollywood. Es exactamente lo que Musk ve venir… y es el único con el valor de gritarlo. La única forma real de proteger las elecciones es tan simple que duele: ✅ Boleta de papel ✅ Voto en persona ✅ Identificación obligatoria Todo lo demás es regalar el poder a quien sepa manipular un código. Musk no es un político de discurso vacío. Es el hombre que más entiende de tecnología real en 2026. Y su mensaje es brutal: O volvemos al papel… o perdemos el control de la democracia para siempre. No esperes a que sea tarde. Comparte esto ahora. Exige boletas de papel. Exige voto presencial con ID. Exige elecciones que nadie pueda hackear. El futuro de tu voto está en juego. Hoy.
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This week sovereign wealth-backed capital came onchain, retail giants opened Solana to 8M+ households, and tokenized asset volume smashed another all-time high. Here's everything that shipped: 📰 Headline News - Morgan Stanley made Solana available to eligible E*TRADE clients, opening access across 8.7 million households - @Mubadala Capital’s Alternative Solutions Fund went live on Solana via @KAIO_xyz - @tryramp opened 24/7 stablecoin accounts and payments settling on Solana 📰 Launches - Intel tokenized stock ($INTC) went live via @Backpack Securities and @sunrise - @jtx_trade opened its unified trading surface for majors, memes, and RWAs to everyone - @LayerZero_Core and @KeetaNetwork brought tokenized bank deposits to Solana - @MetaMask activated gasless Solana swaps, covering gas fees for trades over $200 - @Lexur launched in public beta, aggregating Solana perps across Pacifica, Jupiter, Bullet, and more - @dopplerprotocol went live on Solana Mainnet - @hylo_so shipped xBTC, bringing liquidation-resistant 3x BTC exposure onchain - @Bulletxyz launched 24/7 trading with up to 10x leverage for metals, oil, and chipmakers - @trydapital debuted Dapital, a social trading network for RWAs, memes, and tokens - @altitude introduced Altitude Accounting to automate transaction classification - @Thea_AI launched AI inference routing and settlement on Solana - @RyderWallet added native SOL staking on Ryder One via @Meria_Finance and @yieldxyz - @CandyDigital enabled true self-custody for digital collectibles on Solana - @meleemarkets unveiled Parimutuel Market Maker (PMM) design for permissionless prediction markets - @Pumpfun introduced BOOST mode to reinject post-migration liquidity into token buybacks and burns - @risedotrich enabled cross-chain swaps to Solana powered by @deloraprotocol - @Beezie went live with zero-recycled-slab claw machine collectibles - @BananaZoneApp shipped Paid Play for @solanamobile users with real rewards - @streamflow_fi enabled NFT locking for time-bound collectible custody - @backyard_fi kicked off Backyard BBQ: Season 0 for yield rewards - @cleopetrafun launched Thesis Index to trade macro theses via prediction market baskets - @flint_trade_ launched streamlined liquidity quoting for Solana market makers - @tapmapfun launched Treasure Hunt for local business check-ins and rewards - @machinedotfun, @codecopenflow, and @peaq opened applications for The Foundry, a Physical AI accelerator - @TryNoahAI opened waitlists for Noah Accelerate to support Solana builders - @magicblock and @SuperteamMY opened applications for their VIP builder program - @fairdotclub partnered with @LaFamilia_so to expand private capital formation 📰 Milestones - Tokenized-asset trading volume on Solana reached a record $5.8B in Q2, up 114% QoQ - @byreal_io surpassed $4B in total trading volume - @kamino’s OnRe Market passed $200M in total market size - @humafinance PST crossed $200M market cap - @ExponentFinance crossed $120M TVL - @usdgo_official crossed $1B in circulating supply in 5 months - @Beezie reached $2M in total volume across 5965 claw pulls - Solana consumer card top-ups reached a record $94.32M in a single month in Q2 - @fomo logged 17.4K active daily traders executing on Solana If you enjoyed this week’s newsletter, please share it with an RT. Artwork by @Suffoca 🔥
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𝗧𝗛𝗜𝗦 𝗜𝗦 𝗠𝗨𝗖𝗛 𝗕𝗜𝗚𝗚𝗘𝗥 𝗧𝗛𝗔𝗡 “𝗧𝗛𝗘 𝗣𝗘𝗡𝗧𝗔𝗚𝗢𝗡 𝗠𝗔𝗬 𝗨𝗦𝗘 𝗔𝗜.” President Donald Trump’s new Executive Order signals a fundamental change in defense acquisition: contractors will increasingly be expected to prove where critical materials, components, equipment, and software originate—through subcontractors and toward the raw-material source. The Pentagon wants to see the defense supply chain, identify where an adversary could interrupt it, and make prohibited foreign sourcing harder to excuse. The order directs the Department of Defense to: • Map designated critical supply chains. • Obtain hierarchical bills of materials showing what is inside a defense product, who supplied it, and where it originated. • Extend visibility beyond prime contractors into lower-tier suppliers. • Identify foreign dependencies, bottlenecks, sole-source suppliers, concentration risks, and single points of failure. • Use AI to analyze acquisition data and expose connections conventional contract reviews may miss. • Accelerate qualification of alternative sources and materials. Beginning January 1, 2027, certain waivers involving covered materials from prohibited sources will become substantially harder to obtain. Contractors seeking waivers may need approved mitigation plans showing how the dependency will be reduced or removed. Fraud, deliberate misrepresentation, or willful failure to implement an approved plan could result in contractual remedies and possible referral to the Attorney General. Restrictions under 10 U.S.C. §4872 concern designated sensitive materials from China, Russia, North Korea, and Iran, including certain specialty metals, rare-earth elements, permanent magnets, and tungsten-related materials. But one distinction matters: 𝗔𝗜 𝗜𝗦 𝗡𝗢𝗧 𝗕𝗘𝗜𝗡𝗚 𝗔𝗨𝗧𝗛𝗢𝗥𝗜𝗭𝗘𝗗 𝗧𝗢 𝗗𝗘𝗖𝗜𝗗𝗘 𝗜𝗡𝗗𝗘𝗣𝗘𝗡𝗗𝗘𝗡𝗧𝗟𝗬 𝗪𝗛𝗜𝗖𝗛 𝗖𝗢𝗠𝗣𝗔𝗡𝗜𝗘𝗦 𝗔𝗥𝗘 𝗧𝗥𝗨𝗦𝗧𝗪𝗢𝗥𝗧𝗛𝗬. AI will help map and analyze supply-chain vulnerabilities. Human officials retain responsibility for waivers, mitigation plans, contracting actions, and enforcement. President Trump and Secretary of Defense Pete Hegseth deserve recognition for this determination to expose hidden dependencies and strengthen the industrial foundation behind the American warfighter. Now comes the decisive test: implementation. AI cannot map what contractors cannot identify, subcontractors will not disclose, or suppliers report inaccurately. 𝗦𝗨𝗣𝗣𝗟𝗬-𝗖𝗛𝗔𝗜𝗡 𝗠𝗔𝗣𝗣𝗜𝗡𝗚 𝗜𝗦 𝗡𝗢𝗧 𝗔𝗗𝗠𝗜𝗡𝗜𝗦𝗧𝗥𝗔𝗧𝗜𝗩𝗘 𝗖𝗢𝗠𝗣𝗟𝗜𝗔𝗡𝗖𝗘. 𝗜𝗧 𝗜𝗦 𝗔 𝗧𝗘𝗦𝗧 𝗢𝗙 𝗪𝗛𝗘𝗧𝗛𝗘𝗥 𝗧𝗛𝗘 𝗦𝗬𝗦𝗧𝗘𝗠 𝗕𝗘𝗛𝗜𝗡𝗗 𝗧𝗛𝗘 𝗪𝗔𝗥𝗙𝗜𝗚𝗛𝗧𝗘𝗥 𝗖𝗔𝗡 𝗦𝗨𝗥𝗩𝗜𝗩𝗘 𝗖𝗢𝗡𝗧𝗔𝗖𝗧 𝗪𝗜𝗧𝗛 𝗪𝗔𝗥. “Don’t sell me hype and call it readiness. Prove it before you put a soldier’s life behind it.” — Linda Restrepo Editor-in-Chief, N360™ — Sovereign Intelligence & National Security Technologies #DefenseSupplyChain# #ArtificialIntelligence# #DefenseIndustrialBase# #NationalSecurity# #MilitaryReadiness#
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LA28 in her sights. 👀🇱🇰 From non-travelling alternate for Team USA, to now competing for Sri Lanka at the Commonwealth Games, and aiming for Olympic qualification for her parent’s country of birth. #RoadToLA28# | #Glasgow2026# | @Glasgow_2026
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