ACCOUNT FOR:

lightning, pinapple, cactus, mushroom wine glass newspaper

STRIP SPECIFIC EXAMPLES FROM API PROMPT TO PREVENT BIAS INJECTION!!

ENS pinning/binding: https://pinme.eth.limo/

MVP Stillshot Tech Stack

Purpose	Library / Tool	Notes
Image captioning	transformers, PIL, torch	Uses HuggingFace BLIP
Metadata fetching / I/O	requests, json, os, re, time	JSON streaming, URL normalization, retries
Text embedding	sentence-transformers	Uses all-MiniLM-L6-v2
Agentic workflow orchestration	langgraph	Composable state-machine graph for structured flows
Local LLM-based field extraction	requests to localhost:11434	Assumes Ollama running LLaMA3 model

TODO: Build full flow for real-time updates of new registered IP

For pixel art to description, best option:

Open AI with prompt:

Analyze the image and return a JSON object that describes the character in structured detail for use in semantic search and filtering. The character may be a person, animal, fruit, object, or hybrid. Include these keys:

• type: One of ["character", "animal", "object", "fruit", "hybrid", "unknown"]
• category: A short word describing what it resembles (e.g. “cat”, “apple”, “robot”, “person”)
• color_scheme: Describe the dominant color palette
• head: Describe the shape/head/ears if relevant
• eyes: Describe shape, style, and expression
• mouth: If visible, describe the expression
• accessories: List of visible accessories like glasses, hats, earrings
• clothing: Describe any visible clothing
• background: Describe the backdrop
• style: Art style (e.g., “8-bit pixel art”)
• mood: Vibe or expression
• notable_features: List of traits that stand out (color, shape, accessories)

Return valid JSON.