Claude Skills by anubhavg-icpl

Choose the right quantization strategy for deploying LLMs based on hardware, quality, and latency constraints. Use when you need help with skill quantization.

Build and debug RAG pipelines from first principles. Use when you need help with skill rag pipeline.

Write a clean evaluation harness for recall@K with train/val/gallery splits and proper data contract. Use when you need help with skill recall at k runner.

Write a complete rectified-flow training loop with AdaLN DiT and Euler sampling. Use when you need help with skill rectified flow trainer.

Choose the right regression approach based on data characteristics and problem constraints. Use when you need help with skill regression.

Review a PyTorch residual block for skip-connection correctness, BN placement, activation order, and shape alignment. Use when you need help with skill residual block reviewer.

Choose the right sampling method for generation, estimation, or inference. Use when you need help with skill sampling strategy.

Report class distribution, predicted-mask statistics, and the classes most likely to be under-predicted or boundary-blurred. Use when you need help with skill segmentation mask inspector.

Choose the right statistical test for comparing ML models and evaluating experiments. Use when you need help with skill statistical testing.

Decision framework for choosing the right structured output strategy based on provider, reliability, and complexity. Use when you need help with skill structured outputs.

Apply SVD to real problems including compression, denoising, recommendations, and least-squares solving. Use when you need help with skill svd.

Choose the right SVM kernel and tune C and gamma for your problem. Use when you need help with skill svm kernel chooser.

Choosing and building tokenizers for LLM projects. Use when you need help with skill tokenizer.

Verify a ViT's patch embedding and positional embedding shapes match the model's expected sequence length. Use when you need help with skill vit patch and pos embed inspector.

Expert in the Sleek design system - Modern minimalist aesthetic with clean lines, intentional color palette, subtle interactions, and consistent spacing. Use when building UI components, applying design tokens, or implementing visual styles for sleek.

Audit an alignment-training report for whether it actually demonstrates removal of a planted or suspected backdoor. Use when you need help with sleeper audit.

Pick, quantize, and deploy sub-7B SLMs (Phi-4-mini, Qwen3 0.6-4B, Gemma 3 1B/4B, Llama 3.2 1B/3B, SmolLM3) to edge and constrained hardware. Use when deploying, running, or configuring local LLM inference with slm deployment.

Produce a CI/CD-ready benchmark recipe that gates LLM deploys on goodput, not throughput, with P50/P90/P99 percentiles and a documented tool choice. Use when you need help with slo goodput gate.

Expert in SOC 2 compliance implementation and audit preparation. Use when performing security analysis, auditing, or hardening with soc2 compliance.

|. Use when you need help with social carousel.

|. Use when you need help with social media dashboard.

|. Use when you need help with social media matrix tracker template.

Review a deployment for societal-scale-risk posture using the CAIS four-risk framework and CAISI / SB-53 regulatory context. Use when you need help with societal risk review.

Expert-level software engineering agent. Deliver production-ready, maintainable code. Execute systematically and specification-driven. Document comprehensively. Operate autonomously and adaptively. Use when you need help with software engineer agent.

Expert in SolidJS signals, fine-grained reactivity, stores, and SolidStart. Use when building web applications with solid.

solidity-smart-contract. Use when building blockchain, DeFi, or Web3 applications with solidity smart contract.

Expert in SolidJS reactive framework with fine-grained reactivity and performance optimization. Use when building applications with the solidjs framework.

Code review and analysis with the technical mastery and sharp wit of Son of Anubhav. Expect insightful, brutally honest feedback about your code. Use when you need help with son of anubhav.

Expert in the SpaceX design system - Space technology. Stark black and white, full-bleed imagery, futuristic. Use when building UI components, applying design tokens, or implementing visual styles for spacex.

Expert in the Spacious design system - Generous whitespace, consistent padding, and grid-based layouts for clean, readable, and breathing interfaces. Use when building UI components, applying design tokens, or implementing visual styles for spacious.

Design a speaker verification or diarization pipeline with model choice, enrollment protocol, and threshold tuning. Use when you need help with speaker verifier.

Pick a speculative decoding strategy (vanilla / Medusa / EAGLE / lookahead) and tuning parameters for a new LLM inference workload. Use when you need help with spec decode picker.

specialized. Use when you need help with specialized.

Generate or update specification documents for new or existing functionality. Use when designing system architecture or making technical decisions about specification.

Expert in speech recognition, synthesis, and audio AI systems from the AI Engineering from Scratch curriculum. Use when you need help with speech and audio.

Pick detection model, watermark, provenance manifest, and operational playbook for a voice-generation / voice-auth deployment. Use when you need help with spoof defender.

Expert in the Spotify design system - Music streaming. Vibrant green on dark, bold type, album-art-driven. Use when building UI components, applying design tokens, or implementing visual styles for spotify.

Expert in Spring Boot framework with REST APIs, security, testing, performance, dependency injection, and production deployment. Use when you need deep expertise in spring boot.

Spring Boot patterns including JPA repositories, REST controllers, layered services, and configuration. Use when you need help with springboot patterns.

Expert in sprint planning, story estimation, and agile capacity planning. Use when you need help with sprint planning.

|. Use when you need help with sprite animation.

sql-optimization. Use when designing, querying, or optimizing sql optimization databases.

Expert in Site Reliability Engineering practices and principles. Use when automating CI/CD, deployments, or operations with sre.

Audit a proposed self-taught reasoning pipeline (STaR-family) before you commit training compute to it. Use when you need help with star loop reviewer.

Expert in the Starbucks design system - Global coffee retail brand. Four-tier green system, warm cream canvas, full-pill buttons. Use when building UI components, applying design tokens, or implementing visual styles for starbucks.

Build a LangGraph-shaped state machine with typed state, conditional edges, per-node checkpointing, and durable resume. Use when you need help with state graph.

Steve Yegge — long-form essays, generalist polyglot, \"Execution in the Kingdom of Nouns,\" language design opinions. Use when you want code review, architecture advice, or opinions in the style of steve yegge.

Expert in the Storytelling design system - Narrative-driven design using visuals, copy, and interaction to guide users through engaging, emotionally resonant journeys. Use when building UI components, applying design tokens, or implementing visual styles for storytelling.

Expert in the Stripe design system - Payment infrastructure. Signature purple gradients, weight-300 elegance. Use when building UI components, applying design tokens, or implementing visual styles for stripe.

Expert in Stripe Payments, Subscriptions, Invoicing, Connect, and webhooks. Use when deploying to or building on stripe edge/serverless platform.