rerender-lazy-state
Use lazy state initialization with useState function form. Apply when computing expensive initial values like building search indexes, parsing JSON, or complex…
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Updated 11-07 00:13
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Use lazy state initialization with useState function form. Apply when computing expensive initial values like building search indexes, parsing JSON, or complex…
Use the Fly.io flyctl CLI for deploying and operating apps on Fly.io: deploys (local or remote builder), viewing status/logs, SSH/console, secrets/config,…
Query GDELT DOC 2.0 API using explicit query/mode/format/time parameters with retry, throttling, and detailed logs. Use when tasks need topical/domain…
Validate a delivery branch, create or update its pull request against the intended base, and atomically arm a review watch. Use when shipping changes through…
Revise active `docs/specs/SLUG/` specs so they match what has shipped since they were written. Use when earlier work has landed and queued specs may now rest…
Interviews the user relentlessly about a plan, decision, or idea until every branch of the decision tree is resolved. Use when the user wants to stress-test…
Use when encountering failures - assess severity, preserve evidence, execute rollback decision tree, and verify post-recovery state
Conduct a clarification interview before writing code, investigating ambiguous bugs, or changing design or architecture, then use the resulting model of how…
Use when the user wants to replicate, clone, migrate, port or rebuild a live website or a single live URL into CanAI (WordPress + Twig + Tailwind) — at any of…
Use when pushing commits to a remote with CI, or when asked whether a pipeline passed, so every push gets a background watcher.
Apply fixes to an ADR from the latest doc-adr-audit report - structure, links, element IDs, content, references, and upstream drift. Use after an audit reports…
Work through tasks on a kanban board stored in OpenViking (viking://agent/kanban/<board>/, one markdown file per task). Use when the user says "ov kanban",…
Connect the optional sports_ds Python toolkit to the standalone sports analytics skills. Use when the user explicitly mentions sports_ds, wants its NFL/NBA/MLB…
Engineer and compare time-safe sports form features. Use for rolling windows, EWMA, rest, schedule gaps, early-season handling, and chronological evaluation.
Use the `hf` CLI for Hub authentication, downloads, uploads, repositories, cache, jobs, buckets, webhooks, and endpoint administration. Use for CLI operations,…
Verify or select a SageMaker execution role before creating models, endpoints, or training jobs. Use when a role ARN is missing or IAM access fails; inspect…
Implement a production SageMaker endpoint with autoscaling, CloudWatch alarms, and tags. Use after the serving image and IAM role are known; use the deployment…
Hugging Face CLI to estimate the required memory to load Safetensors or GGUF model weights for inference from the Hugging Face Hub.
Find and compare recommended Hugging Face models for a task using benchmarks, model size, and device constraints. Use for model selection questions; use…
Build Gradio web UIs and demos in Python. Use when creating or editing Gradio apps, components, event listeners, layouts, or chatbots.
Build and publish a Gradio Hugging Face Space for a user-provided image or video LoRA, including pipeline selection and model-card settings. Use for LoRA…
Build, deploy, debug, or maintain a Hugging Face Space using Gradio, Docker, or Static SDKs. Use for general Space hosting and configuration; use…
Track and visualize ML training experiments with Trackio. Use when logging metrics during training (Python API), firing alerts for training diagnostics, or…
Train object-detection, image-classification, or SAM segmentation models on Hugging Face Jobs. Use for vision fine-tuning and evaluation; use…