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Analyzes metabolic pathway heterogeneity within cell populations by calculating normalized enrichment scores (NES) for each pathway across different groups. Quantifies metabolic diversity and identifies pathway...
Infer ligand-receptor interactions and cell-cell communication networks from single-cell RNA-seq data using the LIANA+ framework. Identifies potential signaling events between cell types based on gene expressio...
基于 PPT 模板生成新内容。PDF 自动转图片 → 分析模板风格 → 拆分文章内容 → 生成提示词 → AI 生图 → 打包 PPTX。
高级生命周期专家。处理 HRTB, GAT, 'static 约束, dyn trait object, 泛型边界冲突等问题。触发词：lifetime, HRTB, GAT, 'static, dyn, trait object, one type is more general, 生命周期, 类型约束
并发与异步专家。处理 Send, Sync, thread, async, await, tokio, channel, Mutex, deadlock, race condition, 并发, 异步, 死锁等问题。触发词：thread, spawn, channel, mpsc, Mutex, RwLock, Atomic, async, await, Future,...
高级异步模式专家。处理 Stream 实现, 零拷贝, tokio::spawn 生命周期, 插件系统调度, tonic 流式响应等问题。触发词：async, Stream, tokio::spawn, 零拷贝, 插件系统, tonic, 流式, BorrowedMessage, 异步调度
类型驱动设计专家。处理 newtype, type state, PhantomData, marker trait, builder pattern, 类型状态, 新类型模式, 编译时验证, sealed trait, ZST
可变性专家。处理 E0596, E0499, E0502, interior mutability, Cell, RefCell, Mutex, RwLock, borrow conflict, 可变性, 内部可变性, 借用冲突
高级异步模式专家。处理 Stream, backpressure, select, join, cancellation, Future trait 等问题。触发词：async, Stream, backpressure, select, Future, tokio, async-std, 异步, 流, 取消
深入错误处理专家。处理 Result vs Option, thiserror, anyhow, error context, library vs application errors, 错误处理, Result 用法, 什么时候用 panic
不安全代码与 FFI 专家。处理 unsafe, raw pointer, FFI, extern, transmute, *mut, *const, union, #[repr(C)], libc, MaybeUninit, NonNull, SAFETY comment, soundness, undefined behavior, UB, 安全抽象, 裸指针, 外部函...
FFI 跨语言互操作专家。处理 C/C++ 互操作、bindgen、PyO3、Java JNI、内存布局、数据转换等问题。触发词：FFI, C, C++, bindgen, cbindgen, PyO3, jni, extern, libc, CString, CStr, 跨语言, 互操作, 绑定
零成本抽象与泛型专家。处理泛型, trait, monomorphization, static dispatch, dynamic dispatch, impl Trait, dyn Trait, 泛型, 特征, 单态化, 零成本抽象
Rust 学习与生态追踪专家。处理新版本特性、crate 更新、最佳实践演进、RFC、每周新闻等问题。触发词：latest version, what's new, Rust 版本, 新特性, update, upgrade, rfc, 每周新闻, 学习, 教程
智能指针与资源管理专家。处理 Box, Rc, Arc, Weak, RefCell, Cell, interior mutability, RAII, Drop, 堆分配, 引用计数, 智能指针
Const generics 与编译时计算专家。处理 const泛型、类型级计算、编译时求值、MaybeUninit 数组等问题。触发词：const, generics, compile-time, MaybeUninit, 类型级计算, 编译时
错误处理专家。处理 Result, Option, panic, anyhow, thiserror, 自定义错误, 错误传播等问题。触发词：Result, Error, panic, ?, unwrap, expect, anyhow, thiserror, error handling, 错误处理, 错误类型
Rust 编程专家技能。处理所有 Rust 相关问题：编译错误、所有权、生命周期、并发、async/await、性能优化等。触发词：Rust, cargo, 编译错误, ownership, borrow, lifetime, async, tokio, Send, Sync, Result, Error
嵌入式与 no_std 专家。处理 no_std, embedded-hal, 裸机开发, 中断, DMA, 资源受限环境等问题。触发词：no_std, embedded, embedded-hal, microcontroller, firmware, ISR, DMA, 嵌入式, 裸机
宏与过程元编程专家。处理 macro_rules!, derive, proc-macro, 泛型宏、编译时计算等问题。触发词：macro, derive, proc-macro, macro_rules, 宏, 过程宏, 编译时计算
Design principles for multi-agent workflows with validation gates using the Ralph Wiggum technique. Use when orchestrating multiple AI agents (Opus/Sonnet/Gemini/Codex) for complex autonomous development tasks...
Execute evidence-based decision-making through 6-stage causal flow. Use for known processes, operational execution, and decisions with clear cause-effect chains.
Track goal progress, derive state from execution, identify gaps, trigger actions. Use for goal status checks, progress reviews, and operational goal management.
Transform objectives into structured goals with plans. Use when user declares intent ("I want to...", "Goal is to...", "Achieve X by Y"). Decomposes into subgoals, milestones, success criteria.
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