其他技能

Structural and functional brain connectivity — tractography, functional networks, and graph-theoretic analysis.

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Configure Babel: presets, plugins, env-specific builds, polyfills, and performance. Use when maintaining Babel-based toolchains or writing custom transforms.

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Build conversational multi-agent systems with AutoGen — agent types, group chats, and orchestration patterns.

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Building defensible grant budgets — personnel, equipment, indirect costs, and justifications reviewers believe.

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Writing biosketches that build reviewer confidence — personal statement, contributions, and honest positioning.

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Tropospheric and stratospheric chemistry — ozone, aerosols, lifetimes, and reading chemical transport model output.

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Scale Ray workloads and serve models on Anyscale — managed Ray clusters for training and inference.

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Build with Aleph Alpha's Luminous models — European AI with emphasis on explainability and sovereignty.

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Distinguishing aims, objectives, hypotheses, and milestones — the hierarchy that keeps proposals logically tight.

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Coordinate agents via messaging: send, receive, and manage inter-agent communication. Use when agents need to collaborate, hand off work, or notify each other.

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Measuring emotion from behavior and physiology — facial expression, voice, EDA, and self-report integration.

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Idiomatic Astro: islands architecture, content collections, SSR/SSG choices, and performance-first builds. Use when writing, reviewing, or structuring Astro sites.

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Use announcement banners effectively — in-app and site banners for launches, alerts, and critical messages.

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Idiomatic Angular: standalone components, signals, RxJS patterns, DI, and enterprise structure. Use when writing, reviewing, or structuring Angular applications.

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Create 3D web experiences: scene setup, models, materials, lighting, animation, scroll-driven scenes, and performance budgets. Use when adding 3D to websites beyond basic demos.

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Use when configuring MCU sleep/stop/standby, WFI, STM32 PWR, nRF sleep, clock gating, wake-up EXTI sources, or measuring current draw. Not for the wake ISR: use interrupts-and-exceptions-baremetal.

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Use when writing Cortex-M NVIC ISRs, configuring priorities, handling HardFault, tail-chaining, or measuring interrupt latency. Not for the vector table itself: use baremetal-startup.

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Use when reducing header bloat and compilation cascades with Include What You Use, interpreting IWYU reports, mapping files, forward declarations, or CMake integration.

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Use when configuring DMA channels, circular buffer mode, double buffering, memory-to-peripheral transfers, or DMA IRQ completion on bare-metal MCUs. Not for cache theory: use cpu-cache-opt.

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Use when initializing EAL, configuring PMD drivers and huge pages, using mbuf pools and rte_ring, setting up RSS, or validating a port with testpmd. Not for AF_XDP sockets: use af-xdp.

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Use when compiling for ARM, AArch64, RISC-V, or MIPS from x86-64 with a GCC cross toolchain: triplets, sysroots, pkg-config, CMake toolchain files, QEMU. Not for Zig: use zig-cross.

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Use when working with LLVM IR as a user: emitting IR from clang, running opt passes, lowering with llc, reading IR, or finding a missed optimization. Not for writing new passes: use llvm-passes.

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Use when collecting sampling profiles with perf record, reading perf report or perf annotate, measuring PMU counters with perf stat -e, or using PAPI instrumentation to interpret IPC, miss rates, MPKI, or memory bandwidth on Linux. Not for SVG rendering: use flamegraphs.

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Use when diagnosing scheduler latency, kmalloc vs vmalloc, page cache, meminfo under pressure, or OOM victim choice, or when reading kernel/sched, mm, or fs source.

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