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i have been spending a lot of time this past month out of town & in the hospital with my dad & family. he has narrowly avoided an additional amputation for now (yay), but soon he will be needing to go to either a nursing home ($8-10k/month) or an assisted living facility ($4k/month) for a few months where he can receive the care he needs. my family cant afford it. his insurance doesnt cover it. i HAVE to help him, so i'll be working on trying to figure out some kind of fundraising for his care. i'm currently taking donations for him through my Throne wishlist page. (Thank you to the donor who already contributed before this post ❤️) We have been thinking about starting a GoFundMe for him. Would that be a good idea? Would any of you be interested in contributing? In addition, maybe a new paid fan site? Open to hearing your thoughts, advice, ideas, and kind words. your voice is appreciated in these trying times ❤️‍🩹

おしりの補助骨調整中 んー。割とスケールを入れなくても 何とかなるじゃん。🤔 しかし、ぶにゅっとつぶれて横に広がる変形を入れるならスケールは必須か。🤔 #Maya# #Rigging#

The dangerous AI agent may look productive: task completed, consequences hidden. The real benchmark isn't just whether it can act, but whether it knows when the task has become unsafe. Judgment matters more than speed. #AIAgents# #AISafety# #ResponsibleAI# #PodcastorAI#

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.

Last night Apple briefly removed Telegram from the AppStore because a user had planted illegal porn in a public chat. Telegram was restored within hours. But I want to explain what happened — to warn other app developers and help protect online communities from similar attacks. Because Telegram quickly removes illegal content from public groups using all kinds of moderation tools, the attacker had to resort to a technical trick. He inserted AI-modified illegal content by editing an old message in an active group chat. As a result the content was effectively hidden from the group’s members, preventing them from seeing/reporting it. The attacker was a takedown extortionist: someone who demands ransom from group owners in exchange for not targeting their communities. These extortionists use automated accounts to plant illegal content in public groups and then report it directly to Apple, attempting to trigger the removal of legitimate communities whose owners refused to pay them. From a practical standpoint, illegal pornographic content in Telegram’s public groups is not a systemic problem. Our moderation is effective. The fact that attackers must resort to backdated, effectively invisible content and other technical tricks proves this. ⚠️ However, there are two important lessons here for app developers and online communities: — Extortionists have found a way to manipulate Apple into overreacting. Apple removed Telegram from the App Store before contacting us. This creates a potential systemic risk for every mobile app that hosts user-generated content. If an app used by more than a billion people can be removed from the App Store without prior warning, any app can be. — The tactics used by takedown extortionists are evolving, putting communities across social platforms at risk. Telegram has extensive experience identifying the tricks used by coordinated reporting gangs and protecting legitimate communities (even when doing so risks our own app being temporarily removed from the App Store). Other platforms may not be equally prepared. Stay vigilant! ☝️

BREAKING: SpaceX has paid Grimes County $10 million ahead of schedule under its Terafab tax agreement, a major step forward for the proposed project. • It equals nearly 40% of the county’s expected $26.5 million in property-tax revenue for all of 2026 • County leaders may use the money for infrastructure, employee pay and retention • SpaceX/Terafab representatives are scheduled for a Q&A at the August 5 Commissioners Court meeting • The broader Terafab project could eventually involve up to $119 billion in investment, as per KBTX.

我的第二首原创乡村歌曲 《Maybe So, Maybe Not》 #countrymusic# #中国红脖# #美国乡村歌曲# #户外弹唱# #乡村民谣# 原作者：@大牙 中国红脖 Bigtooth