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Embedding Strategies Guide

embedding-strategies

sickn33/agentic-awesome-skills

Guide to selecting and optimizing embedding models for vector search and RAG applications, covering model comparison, chunking, fine-tuning, and dimension reduction.

Entropy Box Knowledge Compiler

sickn33/agentic-awesome-skills

Agent-native knowledge compiler for embodied-AI development. Consults, searches, and verifies a typed graph of papers, ROS packages, models, datasets, and benchmarks to assemble grounded, source-linked implementation workflows and capabilities.

ESL Price Sync Architecture

sickn33/agentic-awesome-skills

Synchronize retail prices between ERP/POS masters and Electronic Shelf Labels (SES-imagotag, ZKONG, Pricer, Hanshow, SOLUM) using SHA256 delta watermarks, monotonic idempotency keys, RF gateway throttling, and e-paper battery models to guarantee shelf-edge price parity.

Keyword Extraction and Embeddings

extracting-keywords

Extract keywords using YAKE/RAKE algorithms, detect languages, and generate embeddings for RAG and search. Configure via config blocks or CLI flags, with support for local ONNX models or LLM providers.

Extracting Tables

extracting-tables

Extract structured tabular data from PDFs, spreadsheets, and images using layout-aware detection and configurable table models. Supports markdown and JSON output formats with detailed cell access.

Prompt Safety Rewriting Assistant

fable-safe-prompt

sickn33/agentic-awesome-skills

This skill rewrites user prompts to reduce false-positive safety triggers in AI models without bypassing policies or altering intent. It specifically targets cyber, bio/chem, and reasoning classifiers by abstracting sensitive domains and reframing offensive language into defensive equivalents. Useful for developers and researchers needing to test or discuss sensitive topics within safety guardrails.

Fal Audio Processing

sickn33/agentic-awesome-skills

Provide guidance and patterns for text-to-speech and speech-to-text using fal.ai audio models, suitable for converting text to natural speech or transcribing audio to text in various applications.

Fal AI Image Video Generation

sickn33/agentic-awesome-skills

This skill enables users to generate high-quality images and videos by leveraging the powerful AI models provided by fal.ai. It is suitable for creative workflows, content creation, and prototyping where visual assets are needed quickly. Users can specify parameters to customize the output style and format for various applications.

Fal Platform Model Management

sickn33/agentic-awesome-skills

Provides platform APIs for managing AI models, pricing, and usage tracking. Use it to automate model operations, monitor costs, and track consumption on fal.

AI Image Video Upscaler

sickn33/agentic-awesome-skills

This AI-powered skill enables users to upscale and enhance the resolution of images and videos. It improves visual quality by increasing pixel density and clarity through advanced machine learning models. Suitable for content creators, developers, and professionals needing higher resolution media assets for various applications.

Fal Workflow Generation

sickn33/agentic-awesome-skills

Generate workflow JSON files for chaining AI models. This skill provides guidance and patterns for creating structured workflows that link multiple AI models in sequence, enabling complex multi-step AI pipelines.

FastAPI Router Creation

fastapi-router-py

sickn33/agentic-awesome-skills

This skill helps developers create FastAPI routers following established patterns. It includes proper authentication, response models, and HTTP status codes. Users can copy templates and replace placeholders to quickly build backend endpoints. It supports optional or required authentication and defines clear response structures for API integration.

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