Machine learning

This skill should be used when the user asks to review, referee, or critique an ML/AI paper for an A* venue or laboratory pre-review.

Use when auditing a codebase for semantic duplication - functions that do the same thing but have different names or implementations.

THE single skill to publish profitable, rejection-proof skills to the Capafy marketplace end-to-end, verification-baked.

Save and retrieve memories or embeddings via the repo helpers or API.

Generate PPTX decks on Windows using bash and Python.

Use when tasks need optional PyCaret model training, ML factor generation, inference wrappers, feature importance, or sparse LASSO weight generation.

Show AI/LLM spending, budget usage, and operational cost metrics.

Find blog posts semantically similar to a topic — pulls from the posts embedding source.

Persistent PM knowledge base, competitive intel, customer notes, strategy, roadmap, AI market.

Choose OpenRouter models and routers, query live catalog data, use structured outputs and batch inference, and debug routing with metadata.

Master LLM-as-a-Judge evaluation techniques including direct scoring, pairwise comparison, rubric generation, and bias mitigation.

Design and build LLM-powered projects from ideation through deployment.

Manage secrets (write, list keys, delete).

Feature construction from market data for ML trading models including price, volume, on-chain, and microstructure features

Test RAG vector stores (Pinecone, Qdrant, Weaviate, Chroma, pgvector, FAISS) for embedding inversion, cross-tenant data leakage, and data poisoning per OWASP…

Wires Promptfoo and DeepTeam into CI/CD for automated, repeatable red-teaming of LLM apps against OWASP LLM Top 10, OWASP Agentic, and MITRE ATLAS presets…

Deploys Llama Guard 3 safety classification, NeMo Guardrails programmable dialogue rails, and LLM Guard input/output scanner pipelines as complementary…

Detects prompt injection using regex signature matching, heuristic scoring for structural anomalies, and DeBERTa-based transformer classification, flagging…

Deploys anomaly detection for OT/ICS environments using machine learning on OT network baselines, physics-based process models, and Modbus/DNP3/OPC UA traffic…

Identify poisoned training data and backdoored ML models across the pipeline using IBM's Adversarial Robustness Toolbox (activation clustering, spectral…

Detect AI-generated deepfake audio used in voice phishing (vishing) by extracting spectral features (MFCC, spectral centroid, spectral contrast, zero-crossing…

Detect anomalies in DNP3 communications used in SCADA/ICS systems by monitoring unauthorized control commands, firmware update attempts, protocol violations…

Detect data exfiltration via DNS tunneling (tools like iodine, dnscat2, dns2tcp) by analyzing query entropy, subdomain length, query volume to single domains…

Detect and defend against indirect prompt injection hidden in web pages, documents, and images consumed by an agent, via content extraction (HTML/PDF/OCR)…