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scenario-unity-web
【开发与工程】Use when a Unity 6.3 game must run in a browser: 'export to WebGL', Web build settings or Build Profiles, gzip or Brotli, Decompression Fallback, server headers, 'Unable to parse .framework.js.br', build too big or slow to load, itch.io, CrazyGames or Poki limits, Addressables or AssetBundles on the Web, 'Could not produce class with ID', Task.Run fr…
code-refactoring
【设计与创意】Turn a cleanup packet into one behavior-preserving refactor brief. Use when simplifying a messy function/component/service, freezing behavior before touching fragile legacy code, splitting a cleanup-heavy diff into reviewable slices, or planning a repeated migration / codemod without changing intended behavior. Route diagnosis to debugging, review ju…
close-out-ml-experiment
【效率与协作】Preserves positive or negative ML experiment evidence, reconciles report discrepancies, records the canonical decision and limitations, and prepares a concise handoff. Use when stopping an experiment, rejecting a prompt/model, or freezing a result before the next iteration.
conversion
【效率与协作】Guides TensorFlow YOLOv3 checkpoint conversion, COCO initialization, Darknet weight pitfalls, and graph freezing to PB inference models.
django-targeted-mocking
【开发与工程】Mock Django test boundaries safely with override_settings, pytest settings, autospecced unittest.mock objects, output/input capture, requests-mock, VCR.py, outbound HTTP blocking, and time-freezing tools. Use when tests need to replace settings, HTTP calls, time, command output, stdin, or external services without broad fragile MagicMock patches.
flyio-cost-tuning
【效率与协作】Analyze Fly.io Machine, volume, network, IP, and Managed Postgres cost drivers without freezing volatile prices. Use when reducing spend or forecasting capacity. Trigger with: "audit Fly bill", "right-size Fly Machines", "reduce Fly idle cost".
flyio-cost-tuning
【效率与协作】Analyze Fly.io Machine, volume, network, IP, and Managed Postgres cost drivers without freezing volatile prices. Use when reducing spend or forecasting capacity. Trigger with: "audit Fly bill", "right-size Fly Machines", "reduce Fly idle cost".
lora_parameter_freezing
【效率与协作】Apply LoRA parameter freezing and compact checkpoint filtering for reduced adaptation experiments and audits.
model-building
【开发与工程】Create and debug segmentation_models_pytorch model architectures, create_model calls, output shapes, auxiliary heads, and encoder freezing.
model-export
【部署与运维】Routes LaneNet checkpoint freezing and optional MNN/mobile export workflows for frozen PB and MNN deployment.
navan-cost-tuning
【效率与协作】Analyze Navan travel, expense, integration, and operating costs without freezing mutable prices. Use when setting budgets or evaluating workflow tradeoffs. Trigger with "reduce Navan cost", "Navan budget", or "control travel spend".
navan-cost-tuning
【效率与协作】Analyze Navan travel, expense, integration, and operating costs without freezing mutable prices. Use when setting budgets or evaluating workflow tradeoffs. Trigger with "reduce Navan cost", "Navan budget", or "control travel spend".
pplm_latent_perturbation
【开发与工程】Use when a PPLM-style controller must perturb latent/logit state at inference time with attribute and KL losses while freezing the base model.
research-systematic-literature-review
【数据与研究】Run or audit literature discovery and evidence synthesis with explicit review profiles, high-recall discovery, seed and challenge-set testing, citation searching, corpus freezing, PRISMA 2020 core accounting, evidence extraction, confidence grading, and adversarial stress-testing across publications. Prefer peer-reviewed published versions over prepr…
rl-visual-reasoning
【设计与创意】RL in vision-language models improves inference-time alignment between vision and reasoning in mid-to-late layers, not vision ability or reasoning separately. Strategic layer freezing enables diagnosis of which components contribute to RL gains.
sar_norm_adaptation_policy
【开发与工程】Use this skill when selecting trainable parameters for SAR-style test-time adaptation while freezing non-normalization model weights.
support-a-friend-in-crisis
【效率与协作】Show up well for someone going through something hard — loss, illness, a breakup, a crisis — with the right words, the right presence, and concrete help, instead of freezing or saying the wrong thing. Use when asked how do I support a friend going through, what do I say to someone who's struggling, my friend is in crisis, or how can I help someone gr…
sync-submission
【效率与协作】Use when building, auditing or freezing a journal submission package from the canonical manuscript. Detects drift between the source and the per-journal submission copy, builds byte-preserving packages with manifests, and records current, stale or frozen status.